{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# What is involved in an ASR system"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Terminologies to remember\n",
    "\n",
    "- **Acoustic Model**: is used in automatic speech recognition to represent the relationship between an audio signal and the phonemes or other linguistic units that make up speech. The model is learned from a set of audio recordings and their corresponding transcripts. It is created by taking audio recordings of speech, and their text transcriptions, and using software to create statistical representations of the sounds that make up each word. [Source](https://en.wikipedia.org/wiki/Acoustic_model)\n",
    "- **Language Model**: A language model, assigns probabilities to words and phrases based on statistics from the training dataset. It helps in increasing the accuracy of the STT model by forming more probable words and sequence of words. For example, a language model would select the word *ate* instead of *eight* in the sentence **I *ate* my breakfast in the morning**\n",
    "- **Alphabet File**: An alphabet file contains all the alphabets that can be predicted in a language using an acoustic model. DeepSpeech builds a lookup table from the alphabet file to be used at run time. Make sure that the `alphabet.txt` contains all of the alphabets there exists in the training dataset."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DeepSpeech\n",
    "\n",
    "**DeepSpeech** is an open source Speech-To-Text engine, it is based on Baidu’s Deep Speech research paper and uses Tensorflow framework to build the neural networks that trains a speech recognition model. In this notebook, we will show you how to bring your own dataset to train an ASR model using Amazon SageMaker and DeepSpeech.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Common Voice Corpus** an open source, multi-language dataset of voices that can be used to train and fine-tune automatic speech recognition models. It is one of the largest publicly available voice dataset of its kind and it is available for download from here https://commonvoice.mozilla.org/en/datasets\n",
    "\n",
    "The dataset consists of a unique MP3 and corresponding text transcription file. Some of the recorded hours in the dataset also include demographic metadata like age, sex, and accent which can help train the accuracy of speech recognition engines.\n",
    "\n",
    "\n",
    "### Dataset Format\n",
    "\n",
    "The format of the dataset is quite simple but it is divided into multiple different components:\n",
    "\n",
    "- You have the actual audio files in `.wav` format\n",
    "- Training, Testing and Validated sets in `.csv` format\n",
    "- all `.csv` files consist of three columns - audio file name, audio file size, actual transcriptions for each file.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Training Preparation Steps:\n",
    "\n",
    "In this step, we will generate the language model then build the scorer. The scorer is composed of two sub-components, a KenLM language model (https://github.com/kpu/kenlm) and a trie data structure that contains all the words in a vocabulary. In order to create the scorer package, we must create a KenLM language model (using data/lm/generate_lm.py, and then use generate_scorer_package to create the final package file including the trie data structure\n",
    "\n",
    "The tools below are available in the pre-built binaries for the `deepspeech` command-line and can be downloaded from: https://github.com/mozilla/DeepSpeech/releases\n",
    "\n",
    "**`generate_lm.py`** This is a script that will use the kenlm tools to build a language model from a corpus of text.\n",
    "\n",
    "**`generate_scorer_package`** This is a binary that takes the alphabet of a language and a vocabulary file then generate a scorer package."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!python3 data/lm/generate_lm.py --input_txt input.txt.gz --output_dir .   --top_k 500000 --kenlm_bins native_client/kenlm/build/bin/   --arpa_order 5 --max_arpa_memory \"85%\" --arpa_prune \"0|0|1\" --binary_a_bits 255 --binary_q_bits 8 --binary_type trie —discount_fallback\n",
    "\n",
    "./generate_scorer_package --alphabet ./alphabet.txt --lm lm.binary --vocab vocab-500000.txt --package kenlm.scorer --default_alpha 0.6560092006459668 --default_beta 2.3034529727156823"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Building the Container"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overwriting docker/Dockerfile\n"
     ]
    }
   ],
   "source": [
    "%%writefile docker/Dockerfile\n",
    "# This docker file is following instructions from the official deepspeech docker.train.tmpl \n",
    "# available here https://github.com/mozilla/DeepSpeech/blob/master/Dockerfile.train.tmpl\n",
    "FROM 763104351884.dkr.ecr.us-east-2.amazonaws.com/tensorflow-training:1.15.4-gpu-py37-cu100-ubuntu18.04 \n",
    "\n",
    "\n",
    "ENV MOZILLA_VOICE_STT_REPO=\"https://github.com/mozilla/STT\"\n",
    "ENV MOZILLA_VOICE_STT_SHA=\"origin/master\"\n",
    "\n",
    "RUN apt-get update && apt-get install -y --no-install-recommends\\\n",
    "        apt-utils \\\n",
    "        bash-completion \\\n",
    "        build-essential \\\n",
    "        cmake \\\n",
    "        curl \\\n",
    "        git \\\n",
    "        libboost-all-dev \\\n",
    "        libbz2-dev \\\n",
    "        locales \\\n",
    "        python3-venv \\\n",
    "        unzip \\\n",
    "        wget\n",
    "        \n",
    "RUN apt-get install -y sox libsox-fmt-mp3\n",
    "RUN apt-get purge -y python3-xdg\n",
    "\n",
    "# Install dependencies for audio augmentation\n",
    "RUN apt-get install -y --no-install-recommends libopus0 libsndfile1\n",
    "\n",
    "# freeing some space\n",
    "RUN rm -rf /var/lib/apt/lists/*; mkdir /opt/ml/\n",
    "\n",
    "#Clone deepspeech library\n",
    "WORKDIR /\n",
    "RUN echo git clone $MOZILLA_VOICE_STT_REPO\n",
    "RUN git clone $MOZILLA_VOICE_STT_REPO\n",
    "RUN mv STT /opt/ml/code\n",
    "\n",
    "#Setting the working directory of SageMaker\n",
    "WORKDIR /opt/ml/code\n",
    "RUN echo git checkout $MOZILLA_VOICE_STT_SHA\n",
    "RUN git checkout $MOZILLA_VOICE_STT_SHA\n",
    "\n",
    "# Build CTC decoder \n",
    "RUN cd native_client/ctcdecode && make NUM_PROCESSES=$(nproc) bindings\n",
    "RUN pip3 install --upgrade native_client/ctcdecode/dist/*.whl\n",
    "\n",
    "# Prepare deps\n",
    "RUN pip3 install --upgrade pip==20.2.2 wheel==0.34.2 setuptools==49.6.0\n",
    "\n",
    "# Install Mozilla Voice STT\n",
    "#  - No need for the decoder since we did it earlier\n",
    "#  - There is already correct TensorFlow GPU installed on the base image,\n",
    "RUN DS_NODECODER=y DS_NOTENSORFLOW=y pip3 install --upgrade -e .\n",
    "\n",
    "# Tool to convert output graph for inference\n",
    "RUN python3 util/taskcluster.py --source tensorflow --branch r1.15 \\\n",
    "        --artifact convert_graphdef_memmapped_format  --target .\n",
    "\n",
    "# Build KenLM to generate new scorers\n",
    "WORKDIR /opt/ml/code/native_client\n",
    "RUN rm -rf kenlm && \\\n",
    "        git clone https://github.com/kpu/kenlm && \\\n",
    "        cd kenlm && \\\n",
    "        git checkout 87e85e66c99ceff1fab2500a7c60c01da7315eec && \\\n",
    "        mkdir -p build && \\\n",
    "        cd build && \\\n",
    "        cmake .. && \\\n",
    "        make -j $(nproc)\n",
    "\n",
    "RUN rm -rf /opt/ml/code/requirement* && rm -rf /opt/ml/code/setup.py\n",
    "\n",
    "COPY start.py /opt/ml/code  \n",
    "ENV PATH=\"/opt/ml/code:${PATH}\"\n",
    "WORKDIR /opt/ml/code/\n",
    "\n",
    "# this environment variable is used by the SageMaker PyTorch container to determine our user code directory.\n",
    "ENV TF_CUDNN_RESET_RND_GEN_STATE 1\n",
    "ENV TF_FORCE_GPU_ALLOW_GROWTH True\n",
    "ENV SAGEMAKER_SUBMIT_DIRECTORY /opt/ml/code\n",
    "ENV SAGEMAKER_PROGRAM start.py"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Building and Registering the Container\n",
    "Alternatively, you can run the `build_and_push.sh` script from within the docker folder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Login Succeeded\n",
      "Login Succeeded\n",
      "Sending build context to Docker daemon  24.58kB\n",
      "Step 1/30 : FROM 763104351884.dkr.ecr.us-east-2.amazonaws.com/tensorflow-training:1.15.4-gpu-py37-cu100-ubuntu18.04\n",
      " ---> ed601e8a8b58\n",
      "Step 2/30 : ENV MOZILLA_VOICE_STT_REPO=\"https://github.com/mozilla/STT\"\n",
      " ---> Using cache\n",
      " ---> 2b7eeee115c8\n",
      "Step 3/30 : ENV MOZILLA_VOICE_STT_SHA=\"origin/master\"\n",
      " ---> Using cache\n",
      " ---> 3246e7a10cdd\n",
      "Step 4/30 : RUN apt-get update && apt-get install -y --no-install-recommends        apt-utils         bash-completion         build-essential         cmake         curl         git         libboost-all-dev         libbz2-dev         locales         python3-venv         unzip         wget\n",
      " ---> Using cache\n",
      " ---> 41f6a26ff23f\n",
      "Step 5/30 : RUN apt-get install -y sox libsox-fmt-mp3\n",
      " ---> Using cache\n",
      " ---> 681642d2dfeb\n",
      "Step 6/30 : RUN apt-get purge -y python3-xdg\n",
      " ---> Using cache\n",
      " ---> 46cd6a6d402f\n",
      "Step 7/30 : RUN apt-get install -y --no-install-recommends libopus0 libsndfile1\n",
      " ---> Using cache\n",
      " ---> 46a728062687\n",
      "Step 8/30 : RUN rm -rf /var/lib/apt/lists/*; mkdir /opt/ml/\n",
      " ---> Using cache\n",
      " ---> 1b4338363ebb\n",
      "Step 9/30 : WORKDIR /\n",
      " ---> Using cache\n",
      " ---> 9b2ed1c84614\n",
      "Step 10/30 : RUN echo git clone $MOZILLA_VOICE_STT_REPO\n",
      " ---> Using cache\n",
      " ---> 25d7b97513bd\n",
      "Step 11/30 : RUN git clone $MOZILLA_VOICE_STT_REPO\n",
      " ---> Using cache\n",
      " ---> b89e8d32d596\n",
      "Step 12/30 : RUN mv STT /opt/ml/code\n",
      " ---> Using cache\n",
      " ---> 1a91fc9029f4\n",
      "Step 13/30 : WORKDIR /opt/ml/code\n",
      " ---> Using cache\n",
      " ---> 626c9ef19feb\n",
      "Step 14/30 : RUN echo git checkout $MOZILLA_VOICE_STT_SHA\n",
      " ---> Using cache\n",
      " ---> 50d564c8e19a\n",
      "Step 15/30 : RUN git checkout $MOZILLA_VOICE_STT_SHA\n",
      " ---> Using cache\n",
      " ---> c730ec6c8a85\n",
      "Step 16/30 : RUN cd native_client/ctcdecode && make NUM_PROCESSES=$(nproc) bindings\n",
      " ---> Using cache\n",
      " ---> 5506556c8580\n",
      "Step 17/30 : RUN pip3 install --upgrade native_client/ctcdecode/dist/*.whl\n",
      " ---> Using cache\n",
      " ---> 2bd8a121d69a\n",
      "Step 18/30 : RUN pip3 install --upgrade pip==20.2.2 wheel==0.34.2 setuptools==49.6.0\n",
      " ---> Using cache\n",
      " ---> e8937e08e883\n",
      "Step 19/30 : RUN DS_NODECODER=y DS_NOTENSORFLOW=y pip3 install --upgrade -e .\n",
      " ---> Using cache\n",
      " ---> b3225dd8aa24\n",
      "Step 20/30 : RUN python3 util/taskcluster.py --source tensorflow --branch r1.15         --artifact convert_graphdef_memmapped_format  --target .\n",
      " ---> Using cache\n",
      " ---> 61a96fc67e89\n",
      "Step 21/30 : WORKDIR /opt/ml/code/native_client\n",
      " ---> Using cache\n",
      " ---> adbbe5edb992\n",
      "Step 22/30 : RUN rm -rf kenlm &&         git clone https://github.com/kpu/kenlm &&         cd kenlm &&         git checkout 87e85e66c99ceff1fab2500a7c60c01da7315eec &&         mkdir -p build &&         cd build &&         cmake .. &&         make -j $(nproc)\n",
      " ---> Using cache\n",
      " ---> c65edfebb92e\n",
      "Step 23/30 : RUN rm -rf /opt/ml/code/requirement* && rm -rf /opt/ml/code/setup.py\n",
      " ---> Using cache\n",
      " ---> 851be9c01716\n",
      "Step 24/30 : COPY start.py /opt/ml/code\n",
      " ---> Using cache\n",
      " ---> 6943783bd8ca\n",
      "Step 25/30 : ENV PATH=\"/opt/ml/code:${PATH}\"\n",
      " ---> Using cache\n",
      " ---> 2dd103e1b177\n",
      "Step 26/30 : WORKDIR /opt/ml/code/\n",
      " ---> Using cache\n",
      " ---> 3b31f3b500a9\n",
      "Step 27/30 : ENV TF_CUDNN_RESET_RND_GEN_STATE 1\n",
      " ---> Using cache\n",
      " ---> b1ae6614536f\n",
      "Step 28/30 : ENV TF_FORCE_GPU_ALLOW_GROWTH True\n",
      " ---> Using cache\n",
      " ---> ca82cf02ee83\n",
      "Step 29/30 : ENV SAGEMAKER_SUBMIT_DIRECTORY /opt/ml/code\n",
      " ---> Using cache\n",
      " ---> 91811fed4239\n",
      "Step 30/30 : ENV SAGEMAKER_PROGRAM start.py\n",
      " ---> Using cache\n",
      " ---> 9fd06208526f\n",
      "[Warning] One or more build-args [REGION] were not consumed\n",
      "Successfully built 9fd06208526f\n",
      "Successfully tagged deepspeech-arabic:latest\n",
      "The push refers to repository [625616379791.dkr.ecr.us-east-2.amazonaws.com/deepspeech-arabic]\n",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING! Using --password via the CLI is insecure. Use --password-stdin.\n",
      "WARNING! Your password will be stored unencrypted in /home/ec2-user/.docker/config.json.\n",
      "Configure a credential helper to remove this warning. See\n",
      "https://docs.docker.com/engine/reference/commandline/login/#credentials-store\n",
      "\n",
      "WARNING! Using --password via the CLI is insecure. Use --password-stdin.\n",
      "WARNING! Your password will be stored unencrypted in /home/ec2-user/.docker/config.json.\n",
      "Configure a credential helper to remove this warning. See\n",
      "https://docs.docker.com/engine/reference/commandline/login/#credentials-store\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%%sh\n",
    "\n",
    "# The name of our algorithm\n",
    "algorithm_name=deepspeech-arabic\n",
    "\n",
    "cd docker\n",
    "\n",
    "account=$(aws sts get-caller-identity --query Account --output text)\n",
    "\n",
    "# Get the region defined in the current configuration (default to us-west-2 if none defined)\n",
    "region=$(aws configure get region)\n",
    "region=${region:-us-west-2}\n",
    "\n",
    "fullname=\"${account}.dkr.ecr.${region}.amazonaws.com/${algorithm_name}:latest\"\n",
    "\n",
    "# If the repository doesn't exist in ECR, create it.\n",
    "\n",
    "aws ecr describe-repositories --repository-names \"${algorithm_name}\" > /dev/null 2>&1\n",
    "\n",
    "if [ $? -ne 0 ]\n",
    "then\n",
    "    aws ecr create-repository --repository-name \"${algorithm_name}\" > /dev/null\n",
    "fi\n",
    "\n",
    "# Get the login command from ECR and execute it directly\n",
    "$(aws ecr get-login --region ${region} --no-include-email)\n",
    "\n",
    "# Get the login command from ECR in order to pull down the SageMaker PyTorch image\n",
    "$(aws ecr get-login --registry-ids 763104351884 --region ${region} --no-include-email)\n",
    "\n",
    "# Build the docker image locally with the image name and then push it to ECR\n",
    "# with the full name.\n",
    "\n",
    "docker build  -t ${algorithm_name} . --build-arg REGION=${region}\n",
    "docker tag ${algorithm_name} ${fullname}\n",
    "\n",
    "docker push ${fullname}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import SageMaker libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import Sagemaker libraries\n",
    "from sagemaker import get_execution_role\n",
    "from sagemaker.estimator import Estimator\n",
    "import sagemaker\n",
    "\n",
    "sess = sagemaker.Session()\n",
    "role = get_execution_role()\n",
    "bucket = 'sagemaker-ohio' #sagemaker.Session().default_bucket()\n",
    "prefix = 'deepspeech-ar'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define Hyperparameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'drop_source_layers': 0, 'epochs': 200, 'train_batch_size': 128, 'test_batch_size': 128, 'early_stop': True, 'n_hidden': 2048, 'learning_rate': 0.0001, 'dropout_rate': 0.4, 'scorer': '/opt/ml/input/data/scorer/kenlm.scorer', 'augmentation': ['reverb[p=0.1,delay=50.0~30.0,decay=10.0:2.0~1.0]', 'resample[p=0.1,rate=12000:8000~4000]', 'codec[p=0.1,bitrate=48000:16000]', 'volume[p=0.1,dbfs=-10:-40]', 'pitch[p=0.1,pitch=1~0.2]', 'tempo[p=0.1,factor=1~0.5]', 'warp[p=0.1,nt=4,nf=1,wt=0.5:1.0,wf=0.1:0.2]', 'frequency_mask[p=0.1,n=1:3,size=1:5]', 'time_mask[p=0.1,domain=signal,n=3:10~2,size=50:100~40]', 'dropout[p=0.1,rate=0.05]', 'add[p=0.1,domain=signal,stddev=0~0.5]', 'multiply[p=0.1,domain=features,stddev=0~0.5]']}\n"
     ]
    }
   ],
   "source": [
    "hyperparameters = {\n",
    "                   'drop_source_layers': 0,\n",
    "                   'epochs': 200,\n",
    "                   'train_batch_size': 128,\n",
    "                   'test_batch_size': 128,\n",
    "                   'early_stop': True,\n",
    "                   'n_hidden': 2048,\n",
    "                   'learning_rate': 0.0001,\n",
    "                   'dropout_rate': 0.40,\n",
    "                   'scorer': '/opt/ml/input/data/scorer/kenlm.scorer',\n",
    "                   'augmentation': ['reverb[p=0.1,delay=50.0~30.0,decay=10.0:2.0~1.0]','resample[p=0.1,rate=12000:8000~4000]','codec[p=0.1,bitrate=48000:16000]','volume[p=0.1,dbfs=-10:-40]','pitch[p=0.1,pitch=1~0.2]','tempo[p=0.1,factor=1~0.5]','warp[p=0.1,nt=4,nf=1,wt=0.5:1.0,wf=0.1:0.2]','frequency_mask[p=0.1,n=1:3,size=1:5]','time_mask[p=0.1,domain=signal,n=3:10~2,size=50:100~40]','dropout[p=0.1,rate=0.05]','add[p=0.1,domain=signal,stddev=0~0.5]','multiply[p=0.1,domain=features,stddev=0~0.5]']\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Upload the Training, Test data, Scorer and Alphabet file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''trainpath = sess.upload_data(\n",
    "    path='./test.csv', bucket=bucket,\n",
    "    key_prefix='deepspeech-ar/train')\n",
    "\n",
    "vocabpath = sess.upload_data(\n",
    "    path='./alphabet.txt', bucket=bucket,\n",
    "    key_prefix='deepspeech-ar/vocab')'''\n",
    "\n",
    "scorerpath = sess.upload_data(\n",
    "    path='./kenlm.scorer', bucket=bucket,\n",
    "    key_prefix='deepspeech-ar/scorer')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Start Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<sagemaker.inputs.TrainingInput object at 0x7f461fd2cfd0>\n",
      "2021-03-21 12:32:32 Starting - Starting the training job...\n",
      "2021-03-21 12:32:34 Starting - Launching requested ML instances......\n",
      "2021-03-21 12:33:38 Starting - Preparing the instances for training...\n",
      "2021-03-21 12:34:26 Downloading - Downloading input data...............................................................................................................................................................\n",
      "2021-03-21 13:01:10 Training - Downloading the training image..............\u001b[34mWARNING:tensorflow:From /usr/local/lib/python3.7/site-packages/tensorflow_core/__init__.py:1473: The name tf.estimator.inputs is deprecated. Please use tf.compat.v1.estimator.inputs instead.\n",
      "\u001b[0m\n",
      "\u001b[34m2021-03-21 13:03:18,085 sagemaker-training-toolkit INFO     Imported framework sagemaker_tensorflow_container.training\u001b[0m\n",
      "\u001b[34m2021-03-21 13:03:18,085 sagemaker-training-toolkit INFO     Failed to parse hyperparameter scorer value /opt/ml/input/data/scorer/kenlm.scorer to Json.\u001b[0m\n",
      "\u001b[34mReturning the value itself\u001b[0m\n",
      "\u001b[34m2021-03-21 13:03:18,086 sagemaker-training-toolkit INFO     Failed to parse hyperparameter early_stop value True to Json.\u001b[0m\n",
      "\u001b[34mReturning the value itself\u001b[0m\n",
      "\u001b[34m2021-03-21 13:03:18,086 sagemaker-training-toolkit INFO     Failed to parse hyperparameter augmentation value ['reverb[p=0.1,delay=50.0~30.0,decay=10.0:2.0~1.0]', 'resample[p=0.1,rate=12000:8000~4000]', 'codec[p=0.1,bitrate=48000:16000]', 'volume[p=0.1,dbfs=-10:-40]', 'pitch[p=0.1,pitch=1~0.2]', 'tempo[p=0.1,factor=1~0.5]', 'warp[p=0.1,nt=4,nf=1,wt=0.5:1.0,wf=0.1:0.2]', 'frequency_mask[p=0.1,n=1:3,size=1:5]', 'time_mask[p=0.1,domain=signal,n=3:10~2,size=50:100~40]', 'dropout[p=0.1,rate=0.05]', 'add[p=0.1,domain=signal,stddev=0~0.5]', 'multiply[p=0.1,domain=features,stddev=0~0.5]'] to Json.\u001b[0m\n",
      "\u001b[34mReturning the value itself\u001b[0m\n",
      "\u001b[34m2021-03-21 13:03:18,165 sagemaker-training-toolkit INFO     Failed to parse hyperparameter scorer value /opt/ml/input/data/scorer/kenlm.scorer to Json.\u001b[0m\n",
      "\u001b[34mReturning the value itself\u001b[0m\n",
      "\u001b[34m2021-03-21 13:03:18,166 sagemaker-training-toolkit INFO     Failed to parse hyperparameter early_stop value True to Json.\u001b[0m\n",
      "\u001b[34mReturning the value itself\u001b[0m\n",
      "\u001b[34m2021-03-21 13:03:18,166 sagemaker-training-toolkit INFO     Failed to parse hyperparameter augmentation value ['reverb[p=0.1,delay=50.0~30.0,decay=10.0:2.0~1.0]', 'resample[p=0.1,rate=12000:8000~4000]', 'codec[p=0.1,bitrate=48000:16000]', 'volume[p=0.1,dbfs=-10:-40]', 'pitch[p=0.1,pitch=1~0.2]', 'tempo[p=0.1,factor=1~0.5]', 'warp[p=0.1,nt=4,nf=1,wt=0.5:1.0,wf=0.1:0.2]', 'frequency_mask[p=0.1,n=1:3,size=1:5]', 'time_mask[p=0.1,domain=signal,n=3:10~2,size=50:100~40]', 'dropout[p=0.1,rate=0.05]', 'add[p=0.1,domain=signal,stddev=0~0.5]', 'multiply[p=0.1,domain=features,stddev=0~0.5]'] to Json.\u001b[0m\n",
      "\u001b[34mReturning the value itself\u001b[0m\n",
      "\u001b[34m2021-03-21 13:03:18,209 sagemaker-training-toolkit INFO     Failed to parse hyperparameter scorer value /opt/ml/input/data/scorer/kenlm.scorer to Json.\u001b[0m\n",
      "\u001b[34mReturning the value itself\u001b[0m\n",
      "\u001b[34m2021-03-21 13:03:18,209 sagemaker-training-toolkit INFO     Failed to parse hyperparameter early_stop value True to Json.\u001b[0m\n",
      "\u001b[34mReturning the value itself\u001b[0m\n",
      "\u001b[34m2021-03-21 13:03:18,209 sagemaker-training-toolkit INFO     Failed to parse hyperparameter augmentation value ['reverb[p=0.1,delay=50.0~30.0,decay=10.0:2.0~1.0]', 'resample[p=0.1,rate=12000:8000~4000]', 'codec[p=0.1,bitrate=48000:16000]', 'volume[p=0.1,dbfs=-10:-40]', 'pitch[p=0.1,pitch=1~0.2]', 'tempo[p=0.1,factor=1~0.5]', 'warp[p=0.1,nt=4,nf=1,wt=0.5:1.0,wf=0.1:0.2]', 'frequency_mask[p=0.1,n=1:3,size=1:5]', 'time_mask[p=0.1,domain=signal,n=3:10~2,size=50:100~40]', 'dropout[p=0.1,rate=0.05]', 'add[p=0.1,domain=signal,stddev=0~0.5]', 'multiply[p=0.1,domain=features,stddev=0~0.5]'] to Json.\u001b[0m\n",
      "\u001b[34mReturning the value itself\u001b[0m\n",
      "\u001b[34m2021-03-21 13:03:18,251 sagemaker-training-toolkit INFO     Failed to parse hyperparameter scorer value /opt/ml/input/data/scorer/kenlm.scorer to Json.\u001b[0m\n",
      "\u001b[34mReturning the value itself\u001b[0m\n",
      "\u001b[34m2021-03-21 13:03:18,251 sagemaker-training-toolkit INFO     Failed to parse hyperparameter early_stop value True to Json.\u001b[0m\n",
      "\u001b[34mReturning the value itself\u001b[0m\n",
      "\u001b[34m2021-03-21 13:03:18,251 sagemaker-training-toolkit INFO     Failed to parse hyperparameter augmentation value ['reverb[p=0.1,delay=50.0~30.0,decay=10.0:2.0~1.0]', 'resample[p=0.1,rate=12000:8000~4000]', 'codec[p=0.1,bitrate=48000:16000]', 'volume[p=0.1,dbfs=-10:-40]', 'pitch[p=0.1,pitch=1~0.2]', 'tempo[p=0.1,factor=1~0.5]', 'warp[p=0.1,nt=4,nf=1,wt=0.5:1.0,wf=0.1:0.2]', 'frequency_mask[p=0.1,n=1:3,size=1:5]', 'time_mask[p=0.1,domain=signal,n=3:10~2,size=50:100~40]', 'dropout[p=0.1,rate=0.05]', 'add[p=0.1,domain=signal,stddev=0~0.5]', 'multiply[p=0.1,domain=features,stddev=0~0.5]'] to Json.\u001b[0m\n",
      "\u001b[34mReturning the value itself\u001b[0m\n",
      "\u001b[34m2021-03-21 13:03:18,262 sagemaker-training-toolkit INFO     Invoking user script\n",
      "\u001b[0m\n",
      "\u001b[34mTraining Env:\n",
      "\u001b[0m\n",
      "\u001b[34m{\n",
      "    \"additional_framework_parameters\": {},\n",
      "    \"channel_input_dirs\": {\n",
      "        \"vocabulary\": \"/opt/ml/input/data/vocabulary\",\n",
      "        \"scorer\": \"/opt/ml/input/data/scorer\",\n",
      "        \"test\": \"/opt/ml/input/data/test\",\n",
      "        \"train\": \"/opt/ml/input/data/train\"\n",
      "    },\n",
      "    \"current_host\": \"algo-1\",\n",
      "    \"framework_module\": \"sagemaker_tensorflow_container.training:main\",\n",
      "    \"hosts\": [\n",
      "        \"algo-1\"\n",
      "    ],\n",
      "    \"hyperparameters\": {\n",
      "        \"train_batch_size\": 128,\n",
      "        \"dropout_rate\": 0.4,\n",
      "        \"n_hidden\": 2048,\n",
      "        \"scorer\": \"/opt/ml/input/data/scorer/kenlm.scorer\",\n",
      "        \"drop_source_layers\": 0,\n",
      "        \"early_stop\": \"True\",\n",
      "        \"test_batch_size\": 128,\n",
      "        \"augmentation\": \"['reverb[p=0.1,delay=50.0~30.0,decay=10.0:2.0~1.0]', 'resample[p=0.1,rate=12000:8000~4000]', 'codec[p=0.1,bitrate=48000:16000]', 'volume[p=0.1,dbfs=-10:-40]', 'pitch[p=0.1,pitch=1~0.2]', 'tempo[p=0.1,factor=1~0.5]', 'warp[p=0.1,nt=4,nf=1,wt=0.5:1.0,wf=0.1:0.2]', 'frequency_mask[p=0.1,n=1:3,size=1:5]', 'time_mask[p=0.1,domain=signal,n=3:10~2,size=50:100~40]', 'dropout[p=0.1,rate=0.05]', 'add[p=0.1,domain=signal,stddev=0~0.5]', 'multiply[p=0.1,domain=features,stddev=0~0.5]']\",\n",
      "        \"epochs\": 200,\n",
      "        \"learning_rate\": 0.0001\n",
      "    },\n",
      "    \"input_config_dir\": \"/opt/ml/input/config\",\n",
      "    \"input_data_config\": {\n",
      "        \"vocabulary\": {\n",
      "            \"TrainingInputMode\": \"File\",\n",
      "            \"S3DistributionType\": \"FullyReplicated\",\n",
      "            \"RecordWrapperType\": \"None\"\n",
      "        },\n",
      "        \"scorer\": {\n",
      "            \"TrainingInputMode\": \"File\",\n",
      "            \"S3DistributionType\": \"FullyReplicated\",\n",
      "            \"RecordWrapperType\": \"None\"\n",
      "        },\n",
      "        \"test\": {\n",
      "            \"TrainingInputMode\": \"File\",\n",
      "            \"S3DistributionType\": \"FullyReplicated\",\n",
      "            \"RecordWrapperType\": \"None\"\n",
      "        },\n",
      "        \"train\": {\n",
      "            \"TrainingInputMode\": \"File\",\n",
      "            \"S3DistributionType\": \"FullyReplicated\",\n",
      "            \"RecordWrapperType\": \"None\"\n",
      "        }\n",
      "    },\n",
      "    \"input_dir\": \"/opt/ml/input\",\n",
      "    \"is_master\": true,\n",
      "    \"job_name\": \"deepspeech-2021-03-21-12-32-32-432\",\n",
      "    \"log_level\": 20,\n",
      "    \"master_hostname\": \"algo-1\",\n",
      "    \"model_dir\": \"/opt/ml/model\",\n",
      "    \"module_dir\": \"/opt/ml/code\",\n",
      "    \"module_name\": \"start\",\n",
      "    \"network_interface_name\": \"eth0\",\n",
      "    \"num_cpus\": 48,\n",
      "    \"num_gpus\": 4,\n",
      "    \"output_data_dir\": \"/opt/ml/output/data\",\n",
      "    \"output_dir\": \"/opt/ml/output\",\n",
      "    \"output_intermediate_dir\": \"/opt/ml/output/intermediate\",\n",
      "    \"resource_config\": {\n",
      "        \"current_host\": \"algo-1\",\n",
      "        \"hosts\": [\n",
      "            \"algo-1\"\n",
      "        ],\n",
      "        \"network_interface_name\": \"eth0\"\n",
      "    },\n",
      "    \"user_entry_point\": \"start.py\"\u001b[0m\n",
      "\u001b[34m}\n",
      "\u001b[0m\n",
      "\u001b[34mEnvironment variables:\n",
      "\u001b[0m\n",
      "\u001b[34mSM_HOSTS=[\"algo-1\"]\u001b[0m\n",
      "\u001b[34mSM_NETWORK_INTERFACE_NAME=eth0\u001b[0m\n",
      "\u001b[34mSM_HPS={\"augmentation\":\"['reverb[p=0.1,delay=50.0~30.0,decay=10.0:2.0~1.0]', 'resample[p=0.1,rate=12000:8000~4000]', 'codec[p=0.1,bitrate=48000:16000]', 'volume[p=0.1,dbfs=-10:-40]', 'pitch[p=0.1,pitch=1~0.2]', 'tempo[p=0.1,factor=1~0.5]', 'warp[p=0.1,nt=4,nf=1,wt=0.5:1.0,wf=0.1:0.2]', 'frequency_mask[p=0.1,n=1:3,size=1:5]', 'time_mask[p=0.1,domain=signal,n=3:10~2,size=50:100~40]', 'dropout[p=0.1,rate=0.05]', 'add[p=0.1,domain=signal,stddev=0~0.5]', 'multiply[p=0.1,domain=features,stddev=0~0.5]']\",\"drop_source_layers\":0,\"dropout_rate\":0.4,\"early_stop\":\"True\",\"epochs\":200,\"learning_rate\":0.0001,\"n_hidden\":2048,\"scorer\":\"/opt/ml/input/data/scorer/kenlm.scorer\",\"test_batch_size\":128,\"train_batch_size\":128}\u001b[0m\n",
      "\u001b[34mSM_USER_ENTRY_POINT=start.py\u001b[0m\n",
      "\u001b[34mSM_FRAMEWORK_PARAMS={}\u001b[0m\n",
      "\u001b[34mSM_RESOURCE_CONFIG={\"current_host\":\"algo-1\",\"hosts\":[\"algo-1\"],\"network_interface_name\":\"eth0\"}\u001b[0m\n",
      "\u001b[34mSM_INPUT_DATA_CONFIG={\"scorer\":{\"RecordWrapperType\":\"None\",\"S3DistributionType\":\"FullyReplicated\",\"TrainingInputMode\":\"File\"},\"test\":{\"RecordWrapperType\":\"None\",\"S3DistributionType\":\"FullyReplicated\",\"TrainingInputMode\":\"File\"},\"train\":{\"RecordWrapperType\":\"None\",\"S3DistributionType\":\"FullyReplicated\",\"TrainingInputMode\":\"File\"},\"vocabulary\":{\"RecordWrapperType\":\"None\",\"S3DistributionType\":\"FullyReplicated\",\"TrainingInputMode\":\"File\"}}\u001b[0m\n",
      "\u001b[34mSM_OUTPUT_DATA_DIR=/opt/ml/output/data\u001b[0m\n",
      "\u001b[34mSM_CHANNELS=[\"scorer\",\"test\",\"train\",\"vocabulary\"]\u001b[0m\n",
      "\u001b[34mSM_CURRENT_HOST=algo-1\u001b[0m\n",
      "\u001b[34mSM_MODULE_NAME=start\u001b[0m\n",
      "\u001b[34mSM_LOG_LEVEL=20\u001b[0m\n",
      "\u001b[34mSM_FRAMEWORK_MODULE=sagemaker_tensorflow_container.training:main\u001b[0m\n",
      "\u001b[34mSM_INPUT_DIR=/opt/ml/input\u001b[0m\n",
      "\u001b[34mSM_INPUT_CONFIG_DIR=/opt/ml/input/config\u001b[0m\n",
      "\u001b[34mSM_OUTPUT_DIR=/opt/ml/output\u001b[0m\n",
      "\u001b[34mSM_NUM_CPUS=48\u001b[0m\n",
      "\u001b[34mSM_NUM_GPUS=4\u001b[0m\n",
      "\u001b[34mSM_MODEL_DIR=/opt/ml/model\u001b[0m\n",
      "\u001b[34mSM_MODULE_DIR=/opt/ml/code\u001b[0m\n",
      "\u001b[34mSM_TRAINING_ENV={\"additional_framework_parameters\":{},\"channel_input_dirs\":{\"scorer\":\"/opt/ml/input/data/scorer\",\"test\":\"/opt/ml/input/data/test\",\"train\":\"/opt/ml/input/data/train\",\"vocabulary\":\"/opt/ml/input/data/vocabulary\"},\"current_host\":\"algo-1\",\"framework_module\":\"sagemaker_tensorflow_container.training:main\",\"hosts\":[\"algo-1\"],\"hyperparameters\":{\"augmentation\":\"['reverb[p=0.1,delay=50.0~30.0,decay=10.0:2.0~1.0]', 'resample[p=0.1,rate=12000:8000~4000]', 'codec[p=0.1,bitrate=48000:16000]', 'volume[p=0.1,dbfs=-10:-40]', 'pitch[p=0.1,pitch=1~0.2]', 'tempo[p=0.1,factor=1~0.5]', 'warp[p=0.1,nt=4,nf=1,wt=0.5:1.0,wf=0.1:0.2]', 'frequency_mask[p=0.1,n=1:3,size=1:5]', 'time_mask[p=0.1,domain=signal,n=3:10~2,size=50:100~40]', 'dropout[p=0.1,rate=0.05]', 'add[p=0.1,domain=signal,stddev=0~0.5]', 'multiply[p=0.1,domain=features,stddev=0~0.5]']\",\"drop_source_layers\":0,\"dropout_rate\":0.4,\"early_stop\":\"True\",\"epochs\":200,\"learning_rate\":0.0001,\"n_hidden\":2048,\"scorer\":\"/opt/ml/input/data/scorer/kenlm.scorer\",\"test_batch_size\":128,\"train_batch_size\":128},\"input_config_dir\":\"/opt/ml/input/config\",\"input_data_config\":{\"scorer\":{\"RecordWrapperType\":\"None\",\"S3DistributionType\":\"FullyReplicated\",\"TrainingInputMode\":\"File\"},\"test\":{\"RecordWrapperType\":\"None\",\"S3DistributionType\":\"FullyReplicated\",\"TrainingInputMode\":\"File\"},\"train\":{\"RecordWrapperType\":\"None\",\"S3DistributionType\":\"FullyReplicated\",\"TrainingInputMode\":\"File\"},\"vocabulary\":{\"RecordWrapperType\":\"None\",\"S3DistributionType\":\"FullyReplicated\",\"TrainingInputMode\":\"File\"}},\"input_dir\":\"/opt/ml/input\",\"is_master\":true,\"job_name\":\"deepspeech-2021-03-21-12-32-32-432\",\"log_level\":20,\"master_hostname\":\"algo-1\",\"model_dir\":\"/opt/ml/model\",\"module_dir\":\"/opt/ml/code\",\"module_name\":\"start\",\"network_interface_name\":\"eth0\",\"num_cpus\":48,\"num_gpus\":4,\"output_data_dir\":\"/opt/ml/output/data\",\"output_dir\":\"/opt/ml/output\",\"output_intermediate_dir\":\"/opt/ml/output/intermediate\",\"resource_config\":{\"current_host\":\"algo-1\",\"hosts\":[\"algo-1\"],\"network_interface_name\":\"eth0\"},\"user_entry_point\":\"start.py\"}\u001b[0m\n",
      "\u001b[34mSM_USER_ARGS=[\"--augmentation\",\"['reverb[p=0.1,delay=50.0~30.0,decay=10.0:2.0~1.0]', 'resample[p=0.1,rate=12000:8000~4000]', 'codec[p=0.1,bitrate=48000:16000]', 'volume[p=0.1,dbfs=-10:-40]', 'pitch[p=0.1,pitch=1~0.2]', 'tempo[p=0.1,factor=1~0.5]', 'warp[p=0.1,nt=4,nf=1,wt=0.5:1.0,wf=0.1:0.2]', 'frequency_mask[p=0.1,n=1:3,size=1:5]', 'time_mask[p=0.1,domain=signal,n=3:10~2,size=50:100~40]', 'dropout[p=0.1,rate=0.05]', 'add[p=0.1,domain=signal,stddev=0~0.5]', 'multiply[p=0.1,domain=features,stddev=0~0.5]']\",\"--drop_source_layers\",\"0\",\"--dropout_rate\",\"0.4\",\"--early_stop\",\"True\",\"--epochs\",\"200\",\"--learning_rate\",\"0.0001\",\"--n_hidden\",\"2048\",\"--scorer\",\"/opt/ml/input/data/scorer/kenlm.scorer\",\"--test_batch_size\",\"128\",\"--train_batch_size\",\"128\"]\u001b[0m\n",
      "\u001b[34mSM_OUTPUT_INTERMEDIATE_DIR=/opt/ml/output/intermediate\u001b[0m\n",
      "\u001b[34mSM_CHANNEL_VOCABULARY=/opt/ml/input/data/vocabulary\u001b[0m\n",
      "\u001b[34mSM_CHANNEL_SCORER=/opt/ml/input/data/scorer\u001b[0m\n",
      "\u001b[34mSM_CHANNEL_TEST=/opt/ml/input/data/test\u001b[0m\n",
      "\u001b[34mSM_CHANNEL_TRAIN=/opt/ml/input/data/train\u001b[0m\n",
      "\u001b[34mSM_HP_TRAIN_BATCH_SIZE=128\u001b[0m\n",
      "\u001b[34mSM_HP_DROPOUT_RATE=0.4\u001b[0m\n",
      "\u001b[34mSM_HP_N_HIDDEN=2048\u001b[0m\n",
      "\u001b[34mSM_HP_SCORER=/opt/ml/input/data/scorer/kenlm.scorer\u001b[0m\n",
      "\u001b[34mSM_HP_DROP_SOURCE_LAYERS=0\u001b[0m\n",
      "\u001b[34mSM_HP_EARLY_STOP=True\u001b[0m\n",
      "\u001b[34mSM_HP_TEST_BATCH_SIZE=128\u001b[0m\n",
      "\u001b[34mSM_HP_AUGMENTATION=['reverb[p=0.1,delay=50.0~30.0,decay=10.0:2.0~1.0]', 'resample[p=0.1,rate=12000:8000~4000]', 'codec[p=0.1,bitrate=48000:16000]', 'volume[p=0.1,dbfs=-10:-40]', 'pitch[p=0.1,pitch=1~0.2]', 'tempo[p=0.1,factor=1~0.5]', 'warp[p=0.1,nt=4,nf=1,wt=0.5:1.0,wf=0.1:0.2]', 'frequency_mask[p=0.1,n=1:3,size=1:5]', 'time_mask[p=0.1,domain=signal,n=3:10~2,size=50:100~40]', 'dropout[p=0.1,rate=0.05]', 'add[p=0.1,domain=signal,stddev=0~0.5]', 'multiply[p=0.1,domain=features,stddev=0~0.5]']\u001b[0m\n",
      "\u001b[34mSM_HP_EPOCHS=200\u001b[0m\n",
      "\u001b[34mSM_HP_LEARNING_RATE=0.0001\u001b[0m\n",
      "\u001b[34mPYTHONPATH=/opt/ml/code:/usr/local/bin:/usr/local/lib/python37.zip:/usr/local/lib/python3.7:/usr/local/lib/python3.7/lib-dynload:/usr/local/lib/python3.7/site-packages:/opt/ml/code/training\n",
      "\u001b[0m\n",
      "\u001b[34mInvoking script with the following command:\n",
      "\u001b[0m\n",
      "\u001b[34m/usr/local/bin/python3.7 start.py --augmentation ['reverb[p=0.1,delay=50.0~30.0,decay=10.0:2.0~1.0]', 'resample[p=0.1,rate=12000:8000~4000]', 'codec[p=0.1,bitrate=48000:16000]', 'volume[p=0.1,dbfs=-10:-40]', 'pitch[p=0.1,pitch=1~0.2]', 'tempo[p=0.1,factor=1~0.5]', 'warp[p=0.1,nt=4,nf=1,wt=0.5:1.0,wf=0.1:0.2]', 'frequency_mask[p=0.1,n=1:3,size=1:5]', 'time_mask[p=0.1,domain=signal,n=3:10~2,size=50:100~40]', 'dropout[p=0.1,rate=0.05]', 'add[p=0.1,domain=signal,stddev=0~0.5]', 'multiply[p=0.1,domain=features,stddev=0~0.5]'] --drop_source_layers 0 --dropout_rate 0.4 --early_stop True --epochs 200 --learning_rate 0.0001 --n_hidden 2048 --scorer /opt/ml/input/data/scorer/kenlm.scorer --test_batch_size 128 --train_batch_size 128\n",
      "\n",
      "\u001b[0m\n",
      "\u001b[34mextracting arguments\u001b[0m\n",
      "\u001b[34malphabet.txt\u001b[0m\n",
      "\u001b[34mUsing Vocabulary file: /opt/ml/input/data/vocabulary/alphabet.txt\u001b[0m\n",
      "\u001b[34m['reverb[p=0.1,delay=50.0~30.0,decay=10.0:2.0~1.0]', 'resample[p=0.1,rate=12000:8000~4000]', 'codec[p=0.1,bitrate=48000:16000]', 'volume[p=0.1,dbfs=-10:-40]', 'pitch[p=0.1,pitch=1~0.2]', 'tempo[p=0.1,factor=1~0.5]', 'warp[p=0.1,nt=4,nf=1,wt=0.5:1.0,wf=0.1:0.2]', 'frequency_mask[p=0.1,n=1:3,size=1:5]', 'time_mask[p=0.1,domain=signal,n=3:10~2,size=50:100~40]', 'dropout[p=0.1,rate=0.05]', 'add[p=0.1,domain=signal,stddev=0~0.5]', 'multiply[p=0.1,domain=features,stddev=0~0.5]']\u001b[0m\n",
      "\u001b[34mrunning subprocess: python /opt/ml/code/DeepSpeech.py --alphabet_config_path /opt/ml/input/data/vocabulary/alphabet.txt --export_dir /opt/ml/model --show_progressbar --automatic_mixed_precision True --train_files /opt/ml/input/data/train/train.csv --test_files /opt/ml/input/data/test/test.csv --epochs 200 --train_batch_size 128 --test_batch_size 128 --train_cudnn True --checkpoint_dir /opt/ml/input/data/checkpoint --augment reverb[p=0.1,delay=50.0~30.0,decay=10.0:2.0~1.0] --augment resample[p=0.1,rate=12000:8000~4000] --augment codec[p=0.1,bitrate=48000:16000] --augment volume[p=0.1,dbfs=-10:-40] --augment pitch[p=0.1,pitch=1~0.2] --augment tempo[p=0.1,factor=1~0.5] --augment warp[p=0.1,nt=4,nf=1,wt=0.5:1.0,wf=0.1:0.2] --augment frequency_mask[p=0.1,n=1:3,size=1:5] --augment time_mask[p=0.1,domain=signal,n=3:10~2,size=50:100~40] --augment dropout[p=0.1,rate=0.05] --augment add[p=0.1,domain=signal,stddev=0~0.5] --augment multiply[p=0.1,domain=features,stddev=0~0.5] --drop_source_layers 0 --dropout_rate 0.4 --early_stop True --epochs 200 --learning_rate 0.0001 --n_hidden 2048 --scorer /opt/ml/input/data/scorer/kenlm.scorer --test_batch_size 128 --train_batch_size 128\u001b[0m\n",
      "\u001b[34mWARNING:tensorflow:From /usr/local/lib/python3.7/site-packages/tensorflow_core/__init__.py:1473: The name tf.estimator.inputs is deprecated. Please use tf.compat.v1.estimator.inputs instead.\n",
      "\n",
      "\n",
      "\u001b[0m\n",
      "\u001b[34mI Enabling automatic mixed precision training.\n",
      "\u001b[0m\n",
      "\u001b[34mI Could not find best validating checkpoint.\n",
      "\u001b[0m\n",
      "\u001b[34mI Could not find most recent checkpoint.\n",
      "\u001b[0m\n",
      "\u001b[34mI Initializing all variables.\n",
      "\u001b[0m\n",
      "\n",
      "2021-03-21 13:03:13 Training - Training image download completed. Training in progress.\u001b[34mI STARTING Optimization\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:10 | Steps: 1 | Loss: 365.707825\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:11 | Steps: 2 | Loss: 380.375427\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:12 | Steps: 3 | Loss: 391.855855\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:13 | Steps: 4 | Loss: 402.750763\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:13 | Steps: 5 | Loss: 412.326447\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:14 | Steps: 6 | Loss: 420.484111\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:15 | Steps: 7 | Loss: 388.732555\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:16 | Steps: 8 | Loss: 352.966081\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:17 | Steps: 9 | Loss: 329.213342\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:18 | Steps: 10 | Loss: 311.058634\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:19 | Steps: 11 | Loss: 297.067669\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:20 | Steps: 12 | Loss: 284.125359\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:21 | Steps: 13 | Loss: 272.733759\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:22 | Steps: 14 | Loss: 261.896937\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:23 | Steps: 15 | Loss: 253.184232\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:24 | Steps: 16 | Loss: 246.641269\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:25 | Steps: 17 | Loss: 241.110530\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:26 | Steps: 18 | Loss: 235.751876\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:28 | Steps: 19 | Loss: 231.238617\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:29 | Steps: 20 | Loss: 227.854055\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:30 | Steps: 21 | Loss: 225.415933\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:31 | Steps: 22 | Loss: 223.464893\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:33 | Steps: 23 | Loss: 222.313560\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:34 | Steps: 24 | Loss: 221.468400\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:36 | Steps: 25 | Loss: 221.204312\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:38 | Steps: 26 | Loss: 221.885825\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:40 | Steps: 27 | Loss: 223.297612\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 0 |   Training | Elapsed Time: 0:00:40 | Steps: 27 | Loss: 223.297612\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:04 | Steps: 1 | Loss: 88.098724\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:05 | Steps: 2 | Loss: 83.534908\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:06 | Steps: 3 | Loss: 81.178190\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:07 | Steps: 4 | Loss: 79.927507\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:08 | Steps: 5 | Loss: 80.109184\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:09 | Steps: 6 | Loss: 80.462025\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:10 | Steps: 7 | Loss: 82.072109\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:10 | Steps: 8 | Loss: 82.814992\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:12 | Steps: 9 | Loss: 84.197460\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:12 | Steps: 10 | Loss: 84.725367\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:13 | Steps: 11 | Loss: 85.708069\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:14 | Steps: 12 | Loss: 86.373956\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:15 | Steps: 13 | Loss: 87.642578\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:16 | Steps: 14 | Loss: 88.690972\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:17 | Steps: 15 | Loss: 89.894495\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:18 | Steps: 16 | Loss: 91.047988\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:20 | Steps: 17 | Loss: 92.718163\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:21 | Steps: 18 | Loss: 94.248674\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:22 | Steps: 19 | Loss: 95.949668\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:23 | Steps: 20 | Loss: 97.878996\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:24 | Steps: 21 | Loss: 99.904278\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:26 | Steps: 22 | Loss: 102.157645\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:27 | Steps: 23 | Loss: 104.781620\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:29 | Steps: 24 | Loss: 107.456607\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:30 | Steps: 25 | Loss: 110.351349\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:32 | Steps: 26 | Loss: 113.609570\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:34 | Steps: 27 | Loss: 117.252796\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 1 |   Training | Elapsed Time: 0:00:34 | Steps: 27 | Loss: 117.252796\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:04 | Steps: 1 | Loss: 97.731247\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:05 | Steps: 2 | Loss: 87.888821\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:06 | Steps: 3 | Loss: 81.580536\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:07 | Steps: 4 | Loss: 78.207573\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:08 | Steps: 5 | Loss: 77.933786\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:09 | Steps: 6 | Loss: 77.853951\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:10 | Steps: 7 | Loss: 79.108333\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:11 | Steps: 8 | Loss: 78.721624\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:12 | Steps: 9 | Loss: 78.946001\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:13 | Steps: 10 | Loss: 78.872680\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:14 | Steps: 11 | Loss: 79.568048\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:15 | Steps: 12 | Loss: 80.089251\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:16 | Steps: 13 | Loss: 80.823701\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:17 | Steps: 14 | Loss: 81.381539\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:18 | Steps: 15 | Loss: 82.197095\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:19 | Steps: 16 | Loss: 83.202380\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:20 | Steps: 17 | Loss: 84.903903\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:21 | Steps: 18 | Loss: 86.335513\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:22 | Steps: 19 | Loss: 87.898327\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:24 | Steps: 20 | Loss: 89.759531\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 91.848907\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:27 | Steps: 22 | Loss: 94.137317\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 96.799664\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 99.561584\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 102.595605\n",
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      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 105.971934\n",
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      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 109.640370\n",
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      "\u001b[34mEpoch 2 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 109.640370\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 3 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 3 |   Training | Elapsed Time: 0:00:04 | Steps: 1 | Loss: 102.246857\n",
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      "\u001b[34mEpoch 3 |   Training | Elapsed Time: 0:00:05 | Steps: 2 | Loss: 94.798676\n",
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      "\u001b[34mEpoch 3 |   Training | Elapsed Time: 0:00:06 | Steps: 3 | Loss: 88.901321\n",
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      "\u001b[34mEpoch 3 |   Training | Elapsed Time: 0:00:07 | Steps: 4 | Loss: 83.427853\n",
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      "\u001b[34mEpoch 3 |   Training | Elapsed Time: 0:00:08 | Steps: 5 | Loss: 80.183524\n",
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      "\u001b[34mEpoch 3 |   Training | Elapsed Time: 0:00:09 | Steps: 6 | Loss: 78.188332\n",
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      "\u001b[34mEpoch 3 |   Training | Elapsed Time: 0:00:10 | Steps: 7 | Loss: 78.883179\n",
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      "\u001b[34mEpoch 3 |   Training | Elapsed Time: 0:00:14 | Steps: 11 | Loss: 81.247827\n",
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      "\u001b[34mEpoch 3 |   Training | Elapsed Time: 0:00:15 | Steps: 12 | Loss: 81.298007\n",
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      "\u001b[34mEpoch 3 |   Training | Elapsed Time: 0:00:16 | Steps: 13 | Loss: 81.818421\n",
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      "\u001b[34mEpoch 3 |   Training | Elapsed Time: 0:00:17 | Steps: 14 | Loss: 82.295567\n",
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      "\u001b[34mEpoch 3 |   Training | Elapsed Time: 0:00:18 | Steps: 15 | Loss: 83.144705\n",
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      "\u001b[34mEpoch 3 |   Training | Elapsed Time: 0:00:19 | Steps: 16 | Loss: 84.175196\n",
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      "\u001b[34mEpoch 3 |   Training | Elapsed Time: 0:00:20 | Steps: 17 | Loss: 85.612758\n",
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      "\u001b[34mEpoch 3 |   Training | Elapsed Time: 0:00:21 | Steps: 18 | Loss: 86.953043\n",
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      "\u001b[34mEpoch 3 |   Training | Elapsed Time: 0:00:22 | Steps: 19 | Loss: 88.407673\n",
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      "\u001b[34mEpoch 3 |   Training | Elapsed Time: 0:00:23 | Steps: 20 | Loss: 90.131919\n",
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      "\u001b[34mEpoch 3 |   Training | Elapsed Time: 0:00:24 | Steps: 21 | Loss: 92.110905\n",
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      "\u001b[34mEpoch 3 |   Training | Elapsed Time: 0:00:26 | Steps: 22 | Loss: 94.236834\n",
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      "\u001b[34mEpoch 3 |   Training | Elapsed Time: 0:00:27 | Steps: 23 | Loss: 96.875353\n",
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      "\u001b[34mEpoch 3 |   Training | Elapsed Time: 0:00:28 | Steps: 24 | Loss: 99.605672\n",
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      "\u001b[34mEpoch 3 |   Training | Elapsed Time: 0:00:30 | Steps: 25 | Loss: 102.506900\n",
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      "\u001b[34mEpoch 3 |   Training | Elapsed Time: 0:00:32 | Steps: 26 | Loss: 105.787391\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 3 |   Training | Elapsed Time: 0:00:34 | Steps: 27 | Loss: 109.476940\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 3 |   Training | Elapsed Time: 0:00:34 | Steps: 27 | Loss: 109.476940\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:05 | Steps: 1 | Loss: 100.798233\n",
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      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:05 | Steps: 2 | Loss: 91.872025\n",
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      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:07 | Steps: 4 | Loss: 81.324682\n",
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      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:08 | Steps: 5 | Loss: 78.473244\n",
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      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:09 | Steps: 6 | Loss: 76.454442\n",
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      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:10 | Steps: 7 | Loss: 76.633042\n",
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      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:11 | Steps: 8 | Loss: 76.231275\n",
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      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:12 | Steps: 9 | Loss: 77.421394\n",
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      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:13 | Steps: 10 | Loss: 77.607692\n",
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      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:14 | Steps: 11 | Loss: 78.636379\n",
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      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:15 | Steps: 12 | Loss: 79.005077\n",
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      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:16 | Steps: 13 | Loss: 79.834703\n",
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      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:17 | Steps: 14 | Loss: 80.432813\n",
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      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 81.193575\n",
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      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 82.045666\n",
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      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 83.454791\n",
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      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 84.861937\n",
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      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 86.448641\n",
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      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 88.268356\n",
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      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 90.225968\n",
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      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 92.296753\n",
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      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 94.820299\n",
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      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 97.511279\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 100.493674\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 103.782348\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 107.364050\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 4 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 107.364050\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:05 | Steps: 1 | Loss: 99.741119\n",
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      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:05 | Steps: 2 | Loss: 93.041321\n",
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      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:06 | Steps: 3 | Loss: 89.150635\n",
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      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:07 | Steps: 4 | Loss: 85.610212\n",
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      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:08 | Steps: 5 | Loss: 83.261366\n",
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      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:09 | Steps: 6 | Loss: 80.831332\n",
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      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:10 | Steps: 7 | Loss: 80.066798\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:11 | Steps: 8 | Loss: 78.656390\n",
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      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:12 | Steps: 9 | Loss: 78.943950\n",
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      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:13 | Steps: 10 | Loss: 78.913742\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:14 | Steps: 11 | Loss: 79.726339\n",
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      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:15 | Steps: 12 | Loss: 80.041386\n",
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      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:16 | Steps: 13 | Loss: 81.070378\n",
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      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:17 | Steps: 14 | Loss: 81.887569\n",
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      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:18 | Steps: 15 | Loss: 82.796777\n",
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      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:19 | Steps: 16 | Loss: 83.617261\n",
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      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:20 | Steps: 17 | Loss: 84.937922\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:21 | Steps: 18 | Loss: 86.141460\n",
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      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:22 | Steps: 19 | Loss: 87.558796\n",
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      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:23 | Steps: 20 | Loss: 89.292319\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:24 | Steps: 21 | Loss: 91.279665\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:26 | Steps: 22 | Loss: 93.417177\n",
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      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:27 | Steps: 23 | Loss: 95.893309\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:29 | Steps: 24 | Loss: 98.442505\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:30 | Steps: 25 | Loss: 101.253384\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:32 | Steps: 26 | Loss: 104.443520\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:34 | Steps: 27 | Loss: 107.996753\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 5 |   Training | Elapsed Time: 0:00:34 | Steps: 27 | Loss: 107.996753\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:05 | Steps: 1 | Loss: 94.946625\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:06 | Steps: 2 | Loss: 88.377663\n",
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      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:06 | Steps: 3 | Loss: 84.514005\n",
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      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:07 | Steps: 4 | Loss: 81.257412\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:08 | Steps: 5 | Loss: 79.641621\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:09 | Steps: 6 | Loss: 77.688054\n",
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      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:10 | Steps: 7 | Loss: 77.372692\n",
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      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:11 | Steps: 8 | Loss: 76.223194\n",
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      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:12 | Steps: 9 | Loss: 76.576275\n",
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      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:13 | Steps: 10 | Loss: 76.302072\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:14 | Steps: 11 | Loss: 76.925333\n",
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      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:15 | Steps: 12 | Loss: 77.273309\n",
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      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:16 | Steps: 13 | Loss: 78.376755\n",
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      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:17 | Steps: 14 | Loss: 79.227480\n",
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      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:18 | Steps: 15 | Loss: 80.222591\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:19 | Steps: 16 | Loss: 81.142746\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:20 | Steps: 17 | Loss: 82.603079\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 83.910317\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:23 | Steps: 19 | Loss: 85.401439\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:24 | Steps: 20 | Loss: 87.194345\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:25 | Steps: 21 | Loss: 89.210944\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:27 | Steps: 22 | Loss: 91.346480\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:28 | Steps: 23 | Loss: 93.911620\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 96.544396\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:31 | Steps: 25 | Loss: 99.416877\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:33 | Steps: 26 | Loss: 102.597015\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 106.163057\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 6 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 106.163057\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:05 | Steps: 1 | Loss: 92.547012\n",
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      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:06 | Steps: 2 | Loss: 85.037354\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:07 | Steps: 3 | Loss: 81.927584\n",
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      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:08 | Steps: 4 | Loss: 78.918821\n",
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      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 77.278580\n",
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      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 75.570554\n",
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      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 75.591867\n",
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      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 74.635543\n",
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      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 75.038078\n",
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      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 74.972744\n",
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      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 75.644121\n",
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      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 76.004276\n",
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      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 77.090626\n",
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      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 77.990663\n",
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      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 79.023555\n",
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      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 80.042487\n",
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      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 81.616053\n",
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      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 82.984553\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 84.494641\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 86.235202\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 88.195489\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 90.324010\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 92.918562\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 95.610470\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 98.466574\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 101.612094\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 105.116766\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 7 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 105.116766\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:05 | Steps: 1 | Loss: 91.722366\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:06 | Steps: 2 | Loss: 84.207443\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:07 | Steps: 3 | Loss: 80.080409\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:08 | Steps: 4 | Loss: 76.952654\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 75.443068\n",
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      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 73.774962\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 73.936849\n",
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      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:11 | Steps: 8 | Loss: 73.202875\n",
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      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 73.747903\n",
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      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:13 | Steps: 10 | Loss: 73.637871\n",
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      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 74.282512\n",
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      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 74.640721\n",
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      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 75.668406\n",
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      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 76.536477\n",
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      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 77.602345\n",
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      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 78.677291\n",
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      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 80.350231\n",
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      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 81.759279\n",
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      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 83.326274\n",
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      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 85.133913\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 87.101719\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 89.226123\n",
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      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 91.824132\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 94.522712\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 97.436687\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 100.653709\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 104.173434\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 8 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 104.173434\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:05 | Steps: 1 | Loss: 91.903061\n",
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      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:06 | Steps: 2 | Loss: 84.752396\n",
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      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:07 | Steps: 3 | Loss: 80.525828\n",
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      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:08 | Steps: 4 | Loss: 77.098930\n",
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      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 75.336914\n",
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      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 73.742584\n",
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      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 73.790329\n",
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      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 72.948402\n",
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      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 73.528590\n",
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      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 73.450707\n",
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      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 74.183474\n",
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      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 74.636859\n",
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      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 75.778961\n",
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      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 76.732584\n",
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      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 77.904302\n",
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      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 78.977658\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 80.733143\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 82.146428\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 83.681164\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 85.427666\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 87.350770\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 89.433793\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 91.990374\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 94.689091\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 97.555533\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 100.674064\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 104.132141\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 9 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 104.132141\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:05 | Steps: 1 | Loss: 90.885139\n",
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      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:06 | Steps: 2 | Loss: 84.142159\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:07 | Steps: 3 | Loss: 79.969635\n",
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      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:07 | Steps: 4 | Loss: 76.817535\n",
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      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:08 | Steps: 5 | Loss: 75.171477\n",
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      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 73.493455\n",
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      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 73.590780\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:11 | Steps: 8 | Loss: 72.807854\n",
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      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:12 | Steps: 9 | Loss: 73.350930\n",
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      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:13 | Steps: 10 | Loss: 73.270368\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:14 | Steps: 11 | Loss: 73.906210\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:15 | Steps: 12 | Loss: 74.272134\n",
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      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:16 | Steps: 13 | Loss: 75.294702\n",
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      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 76.241816\n",
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      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 77.368538\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 78.475680\n",
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      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 80.300834\n",
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      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 81.748037\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 83.341999\n",
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      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 85.154569\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 87.057712\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:27 | Steps: 22 | Loss: 89.138234\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 91.670270\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 94.317940\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 97.240558\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 100.470642\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 103.950988\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 10 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 103.950988\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:05 | Steps: 1 | Loss: 92.187508\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:06 | Steps: 2 | Loss: 85.121170\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:07 | Steps: 3 | Loss: 81.297948\n",
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      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:08 | Steps: 4 | Loss: 78.136793\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 76.385390\n",
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      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 74.524994\n",
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      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 74.402033\n",
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      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 73.419134\n",
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      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 73.783936\n",
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      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 73.514182\n",
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      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 74.100424\n",
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      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 74.476861\n",
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      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 75.569131\n",
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      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 76.546683\n",
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      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 77.742401\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 78.945641\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 80.768257\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 82.311846\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 83.961679\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 85.785402\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 87.686570\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 89.668487\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 92.145121\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 94.782507\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 97.733807\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 100.978687\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 104.487338\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 11 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 104.487338\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:05 | Steps: 1 | Loss: 92.657227\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:06 | Steps: 2 | Loss: 85.634640\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:06 | Steps: 3 | Loss: 81.557625\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:07 | Steps: 4 | Loss: 78.300650\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:08 | Steps: 5 | Loss: 76.420424\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:09 | Steps: 6 | Loss: 74.622693\n",
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      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:10 | Steps: 7 | Loss: 74.425179\n",
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      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:11 | Steps: 8 | Loss: 73.513289\n",
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      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:12 | Steps: 9 | Loss: 73.874864\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:12 | Steps: 10 | Loss: 73.656253\n",
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      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:13 | Steps: 11 | Loss: 74.133238\n",
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      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:14 | Steps: 12 | Loss: 74.434654\n",
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      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:15 | Steps: 13 | Loss: 75.432475\n",
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      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:17 | Steps: 14 | Loss: 76.375981\n",
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      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:18 | Steps: 15 | Loss: 77.482343\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:19 | Steps: 16 | Loss: 78.630938\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:20 | Steps: 17 | Loss: 80.452029\n",
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      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:21 | Steps: 18 | Loss: 82.019555\n",
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      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:22 | Steps: 19 | Loss: 83.713821\n",
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      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:23 | Steps: 20 | Loss: 85.644595\n",
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      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:24 | Steps: 21 | Loss: 87.652248\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:26 | Steps: 22 | Loss: 89.660849\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:27 | Steps: 23 | Loss: 92.113910\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:29 | Steps: 24 | Loss: 94.716071\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:30 | Steps: 25 | Loss: 97.603581\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:32 | Steps: 26 | Loss: 100.860460\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:34 | Steps: 27 | Loss: 104.427937\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 12 |   Training | Elapsed Time: 0:00:34 | Steps: 27 | Loss: 104.427937\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:05 | Steps: 1 | Loss: 94.343910\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:06 | Steps: 2 | Loss: 89.075008\n",
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      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:07 | Steps: 3 | Loss: 85.444079\n",
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      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:08 | Steps: 4 | Loss: 82.508736\n",
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      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 80.659042\n",
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      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 78.684174\n",
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      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 78.104893\n",
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      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 76.805353\n",
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      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 76.726827\n",
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      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 76.176343\n",
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      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 76.361294\n",
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      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 76.411825\n",
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      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 77.194681\n",
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      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 77.941472\n",
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      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 78.962242\n",
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      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 80.057287\n",
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      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 81.892303\n",
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      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 83.493524\n",
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      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 85.206245\n",
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      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 87.181767\n",
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      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 89.167008\n",
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      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 91.145427\n",
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      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:31 | Steps: 23 | Loss: 93.579198\n",
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      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 96.099290\n",
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      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 98.940957\n",
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      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:36 | Steps: 26 | Loss: 102.189548\n",
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      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 105.775604\n",
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      "\u001b[34mEpoch 13 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 105.775604\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:05 | Steps: 1 | Loss: 92.816223\n",
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      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:06 | Steps: 2 | Loss: 87.080009\n",
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      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:07 | Steps: 3 | Loss: 83.063980\n",
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      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:08 | Steps: 4 | Loss: 80.254045\n",
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      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 78.425069\n",
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      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:09 | Steps: 6 | Loss: 76.703753\n",
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      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:10 | Steps: 7 | Loss: 76.482795\n",
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      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:11 | Steps: 8 | Loss: 75.447694\n",
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      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:12 | Steps: 9 | Loss: 75.442604\n",
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      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:13 | Steps: 10 | Loss: 74.969184\n",
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      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:14 | Steps: 11 | Loss: 75.153039\n",
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      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 75.210073\n",
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      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 75.990004\n",
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      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 76.731259\n",
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      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 77.760561\n",
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      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 78.872604\n",
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      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 80.654924\n",
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      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 82.217513\n",
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      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 83.957891\n",
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      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 85.972961\n",
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      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 88.045868\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 90.134575\n",
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      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 92.651832\n",
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      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 95.223448\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 98.035966\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 101.151767\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 104.665986\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 14 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 104.665986\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:05 | Steps: 1 | Loss: 94.532158\n",
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      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:06 | Steps: 2 | Loss: 89.223194\n",
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      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:07 | Steps: 3 | Loss: 86.539477\n",
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      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:08 | Steps: 4 | Loss: 84.341801\n",
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      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 83.211786\n",
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      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:09 | Steps: 6 | Loss: 81.732513\n",
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      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 81.345354\n",
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      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 80.160184\n",
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      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 79.933267\n",
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      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 79.243192\n",
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      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 79.063509\n",
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      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 78.754234\n",
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      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 79.164879\n",
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      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 79.563285\n",
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      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 80.316302\n",
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      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 81.226043\n",
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      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 82.887756\n",
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      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 84.371015\n",
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      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 86.069659\n",
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      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 88.128991\n",
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      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 90.200539\n",
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      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 92.245986\n",
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      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 94.708725\n",
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      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 97.180643\n",
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      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 99.861691\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 102.917747\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 106.413324\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 15 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 106.413324\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 90.427750\n",
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      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 84.916054\n",
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      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:07 | Steps: 3 | Loss: 81.951543\n",
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      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 79.825684\n",
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      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 78.770334\n",
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      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 77.363197\n",
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      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 77.290189\n",
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      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 76.398721\n",
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      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 76.387325\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 75.945867\n",
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      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 75.968860\n",
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      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 75.893263\n",
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      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 76.450073\n",
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      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 77.875691\n",
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      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 78.866241\n",
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      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 80.545295\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 82.111809\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 83.869876\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 85.921833\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 88.010197\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 90.112302\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 92.665346\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 95.294308\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 98.090407\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:36 | Steps: 26 | Loss: 101.154276\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 104.551446\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 16 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 104.551446\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 88.586670\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 84.198307\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:07 | Steps: 3 | Loss: 81.590459\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:08 | Steps: 4 | Loss: 79.864662\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 79.307361\n",
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      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 78.493584\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 78.813438\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 78.253028\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 78.405742\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 77.993727\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 78.044590\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 77.822456\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 78.195016\n",
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      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 78.545900\n",
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      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 79.263814\n",
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      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 80.092561\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 81.634364\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 83.141279\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 84.814182\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 86.803332\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 88.932561\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 91.069719\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 93.544165\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 96.106727\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 98.813030\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 101.909171\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 105.406083\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 17 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 105.406083\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 18 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 18 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 88.830521\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 18 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 82.735413\n",
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      "\u001b[34mEpoch 18 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 79.537816\n",
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      "\u001b[34mEpoch 18 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 76.920876\n",
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      "\u001b[34mEpoch 18 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 75.650385\n",
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      "\u001b[34mEpoch 18 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 74.428205\n",
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      "\u001b[34mEpoch 18 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 74.538431\n",
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      "\u001b[34mEpoch 18 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 73.819185\n",
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      "\u001b[34mEpoch 18 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 74.000034\n",
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      "\u001b[34mEpoch 18 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 73.654462\n",
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      "\u001b[34mEpoch 18 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 73.928751\n",
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      "\u001b[34mEpoch 18 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 73.971357\n",
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      "\u001b[34mEpoch 18 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 74.624530\n",
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      "\u001b[34mEpoch 18 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 75.241570\n",
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      "\u001b[34mEpoch 18 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 76.131282\n",
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      "\u001b[34mEpoch 18 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 78.684418\n",
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      "\u001b[34mEpoch 18 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 81.829048\n",
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      "\u001b[34mEpoch 18 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 83.827848\n",
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      "\u001b[34mEpoch 18 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 85.913961\n",
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      "\u001b[34mEpoch 18 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 88.034040\n",
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      "\u001b[34mEpoch 18 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 90.687041\n",
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      "\u001b[34mEpoch 18 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 93.394369\n",
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      "\u001b[34mEpoch 18 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 96.268641\n",
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      "\u001b[34mEpoch 18 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 99.400371\n",
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      "\u001b[34mEpoch 18 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 102.805170\n",
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      "\u001b[34mEpoch 18 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 102.805170\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 19 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 19 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 86.957207\n",
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      "\u001b[34mEpoch 19 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 81.604721\n",
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      "\u001b[34mEpoch 19 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 78.869871\n",
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      "\u001b[34mEpoch 19 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 76.805742\n",
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      "\u001b[34mEpoch 19 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 74.940444\n",
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      "\u001b[34mEpoch 19 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 74.923122\n",
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      "\u001b[34mEpoch 19 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 75.197463\n",
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      "\u001b[34mEpoch 19 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 75.168688\n",
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      "\u001b[34mEpoch 19 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 75.812823\n",
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      "\u001b[34mEpoch 19 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 76.331420\n",
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      "\u001b[34mEpoch 19 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 77.161296\n",
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      "\u001b[34mEpoch 19 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 78.121342\n",
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      "\u001b[34mEpoch 19 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 79.627604\n",
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      "\u001b[34mEpoch 19 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 81.106608\n",
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      "\u001b[34mEpoch 19 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 82.756224\n",
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      "\u001b[34mEpoch 19 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 84.729482\n",
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      "\u001b[34mEpoch 19 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 86.789217\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 19 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 88.844652\n",
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      "\u001b[34mEpoch 19 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 91.390043\n",
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      "\u001b[34mEpoch 19 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 93.999403\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 19 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 96.807112\n",
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      "\u001b[34mEpoch 19 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 99.877882\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 19 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 103.350900\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 19 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 103.350900\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 85.435181\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 80.226162\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 77.107979\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 75.009087\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 74.085342\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 72.946009\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 73.201255\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 72.608723\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 72.842449\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 72.557259\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 72.860453\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 72.956647\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 73.729208\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 74.407404\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 75.446866\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 76.569027\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 78.259598\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 79.834241\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 81.560973\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 83.539820\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 85.617621\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 87.723633\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 90.255762\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 92.837274\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 95.681968\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 98.849637\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 102.366685\n",
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      "\u001b[34mEpoch 20 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 102.366685\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 85.722282\n",
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      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 80.624531\n",
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      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 77.696139\n",
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      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 75.647997\n",
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      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 74.905156\n",
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      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 73.791271\n",
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      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 74.207857\n",
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      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 73.570050\n",
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      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 73.888972\n",
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      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 73.585072\n",
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      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 73.745862\n",
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      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 73.787966\n",
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      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 74.428770\n",
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      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 75.000531\n",
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      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 75.885449\n",
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      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 76.871843\n",
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      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 78.483901\n",
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      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 80.034544\n",
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      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 81.741546\n",
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      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 83.720578\n",
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      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 85.778730\n",
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      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:27 | Steps: 22 | Loss: 87.848701\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 90.381966\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 92.935741\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 95.691184\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 98.773199\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 102.248073\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 21 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 102.248073\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 86.121628\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 81.114609\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 78.045695\n",
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      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:08 | Steps: 4 | Loss: 76.329258\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 75.723138\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 74.806145\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 75.164734\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 74.630151\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 74.919463\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 74.701530\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 74.831365\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 74.796862\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 75.335040\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 75.822668\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 76.597373\n",
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      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 77.518403\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 79.055560\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 80.518735\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 82.177357\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 84.100603\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 86.129779\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 88.155098\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 90.623620\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 93.159410\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 95.874329\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:36 | Steps: 26 | Loss: 98.866503\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 102.223394\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 22 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 102.223394\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 88.793892\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:06 | Steps: 2 | Loss: 82.768970\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:07 | Steps: 3 | Loss: 78.985125\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:08 | Steps: 4 | Loss: 76.530621\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 75.637468\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 74.679499\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:10 | Steps: 7 | Loss: 74.989870\n",
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      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:11 | Steps: 8 | Loss: 74.505076\n",
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      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:12 | Steps: 9 | Loss: 74.812994\n",
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      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:13 | Steps: 10 | Loss: 74.610429\n",
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      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:14 | Steps: 11 | Loss: 74.847110\n",
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      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:15 | Steps: 12 | Loss: 74.824088\n",
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      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:16 | Steps: 13 | Loss: 75.387137\n",
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      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:17 | Steps: 14 | Loss: 75.905988\n",
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      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:18 | Steps: 15 | Loss: 76.710764\n",
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      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 79.132992\n",
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      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 80.560459\n",
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      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:23 | Steps: 19 | Loss: 82.186763\n",
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      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:24 | Steps: 20 | Loss: 84.076834\n",
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      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:25 | Steps: 21 | Loss: 86.121737\n",
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      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:27 | Steps: 22 | Loss: 88.141458\n",
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      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:28 | Steps: 23 | Loss: 90.640632\n",
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      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 93.166917\n",
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      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:31 | Steps: 25 | Loss: 95.858978\n",
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      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:33 | Steps: 26 | Loss: 98.878672\n",
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      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 102.279135\n",
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      "\u001b[34mEpoch 23 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 102.279135\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 24 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 24 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 79.680611\n",
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      "\u001b[34mEpoch 24 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 76.681414\n",
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      "\u001b[34mEpoch 24 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 72.682168\n",
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      "\u001b[34mEpoch 24 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 72.685535\n",
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      "\u001b[34mEpoch 24 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 72.757086\n",
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      "\u001b[34mEpoch 24 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 75.935230\n",
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      "\u001b[34mEpoch 24 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 79.076558\n",
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      "\u001b[34mEpoch 24 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 80.726694\n",
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      "\u001b[34mEpoch 24 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 82.665147\n",
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      "\u001b[34mEpoch 24 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 84.667559\n",
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      "\u001b[34mEpoch 24 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 86.708605\n",
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      "\u001b[34mEpoch 24 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 89.204619\n",
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      "\u001b[34mEpoch 24 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 91.747282\n",
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      "\u001b[34mEpoch 24 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 94.503647\n",
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      "\u001b[34mEpoch 24 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 97.550242\n",
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      "\u001b[34mEpoch 24 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 100.967655\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 24 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 100.967655\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 86.078583\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 81.609573\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:07 | Steps: 3 | Loss: 78.127736\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:08 | Steps: 4 | Loss: 75.738308\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 74.581183\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 73.356701\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 73.529180\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 72.970025\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 73.424165\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 73.115289\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 73.341003\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 73.389746\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 74.016985\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 74.583062\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 75.428418\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 76.363888\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 77.900142\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 79.315709\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 80.955142\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 82.817744\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 84.728063\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 86.697530\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 89.092146\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 91.576033\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 94.298789\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 97.323488\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 100.722647\n",
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      "\u001b[34mEpoch 25 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 100.722647\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 85.851929\n",
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      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 79.598965\n",
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      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:07 | Steps: 3 | Loss: 75.910393\n",
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      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:08 | Steps: 4 | Loss: 73.246365\n",
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      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 71.990886\n",
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      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 70.810970\n",
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      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 71.230396\n",
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      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 70.712339\n",
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      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 71.069884\n",
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      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 70.877838\n",
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      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 71.222364\n",
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      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 71.377703\n",
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      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 72.168409\n",
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      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 72.883526\n",
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      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 73.839756\n",
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      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 74.896114\n",
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      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 76.501753\n",
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      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 78.043251\n",
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      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 79.744847\n",
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      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 81.677000\n",
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      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 83.654175\n",
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      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 85.665129\n",
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      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 88.127289\n",
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      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 90.636686\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 93.406425\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 96.465948\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 99.883744\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 26 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 99.883744\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 27 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 27 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 82.604004\n",
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      "\u001b[34mEpoch 27 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 77.747597\n",
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      "\u001b[34mEpoch 27 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 74.553034\n",
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      "\u001b[34mEpoch 27 |   Training | Elapsed Time: 0:00:08 | Steps: 4 | Loss: 72.377613\n",
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      "\u001b[34mEpoch 27 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 71.469974\n",
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      "\u001b[34mEpoch 27 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 70.437836\n",
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      "\u001b[34mEpoch 27 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 70.826173\n",
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      "\u001b[34mEpoch 27 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 70.385262\n",
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      "\u001b[34mEpoch 27 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 70.814284\n",
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      "\u001b[34mEpoch 27 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 70.701427\n",
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      "\u001b[34mEpoch 27 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 71.088413\n",
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      "\u001b[34mEpoch 27 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 72.641209\n",
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      "\u001b[34mEpoch 27 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 73.564840\n",
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      "\u001b[34mEpoch 27 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 74.568059\n",
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      "\u001b[34mEpoch 27 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 76.182898\n",
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      "\u001b[34mEpoch 27 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 77.669992\n",
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      "\u001b[34mEpoch 27 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 79.319707\n",
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      "\u001b[34mEpoch 27 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 81.214237\n",
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      "\u001b[34mEpoch 27 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 83.222872\n",
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      "\u001b[34mEpoch 27 |   Training | Elapsed Time: 0:00:27 | Steps: 22 | Loss: 85.225964\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 27 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 87.664260\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 27 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 90.198301\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 27 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 92.931156\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 27 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 95.997758\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 27 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 99.374641\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 27 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 99.374641\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 83.178078\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 77.132816\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 73.737811\n",
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      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 70.742963\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 69.821360\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 70.192012\n",
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      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:11 | Steps: 8 | Loss: 69.781437\n",
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      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:12 | Steps: 9 | Loss: 70.195938\n",
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      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:13 | Steps: 10 | Loss: 70.144443\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:14 | Steps: 11 | Loss: 70.557241\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:15 | Steps: 12 | Loss: 70.759127\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 71.538632\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 72.240826\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 73.192430\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 74.211552\n",
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      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 75.813537\n",
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      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 77.294549\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:23 | Steps: 19 | Loss: 78.908353\n",
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      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 80.749056\n",
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      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 82.685931\n",
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      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 84.634279\n",
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      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 87.021571\n",
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      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 89.501568\n",
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      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 92.183691\n",
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      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 95.210455\n",
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      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 98.568534\n",
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      "\u001b[34mEpoch 28 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 98.568534\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 85.226479\n",
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      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 78.753338\n",
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      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 74.890442\n",
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      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 72.301285\n",
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      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 71.083884\n",
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      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 69.846077\n",
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      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 70.132289\n",
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      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 69.591327\n",
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      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 70.028754\n",
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      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 69.897517\n",
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      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 70.362729\n",
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      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 70.553725\n",
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      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 71.349727\n",
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      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 72.062519\n",
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      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 73.036490\n",
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      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 74.120989\n",
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      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 75.707228\n",
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      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 77.172600\n",
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      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 78.821213\n",
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      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 80.668828\n",
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      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 82.646821\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 84.629258\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 87.014633\n",
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      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 89.535241\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 92.269177\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 95.285512\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 98.657501\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 29 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 98.657501\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 81.401680\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 75.927666\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 72.487717\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 70.181587\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 69.277750\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 68.350433\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 68.812128\n",
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      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 68.476368\n",
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      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 68.939092\n",
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      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 68.955548\n",
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      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 69.412712\n",
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      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 69.668276\n",
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      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 70.488047\n",
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      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 71.209900\n",
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      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 72.194429\n",
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      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 73.265054\n",
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      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 74.894905\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 76.386631\n",
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      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 78.044039\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 79.913656\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 81.894181\n",
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      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 83.889110\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 86.312677\n",
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      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 88.866486\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 91.577731\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 94.621363\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 98.011858\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 30 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 98.011858\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 80.207291\n",
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      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 74.945190\n",
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      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 71.923070\n",
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      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 70.150860\n",
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      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 69.392314\n",
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      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 68.471990\n",
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      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 68.927996\n",
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      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 68.579085\n",
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      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 69.023463\n",
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      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 69.000891\n",
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      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 69.429418\n",
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      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 69.631357\n",
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      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 70.442028\n",
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      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 71.147746\n",
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      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 72.116540\n",
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      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 73.140117\n",
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      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 74.718303\n",
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      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 76.188871\n",
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      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 77.813225\n",
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      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 79.624697\n",
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      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 81.536976\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 83.510497\n",
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      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 85.852735\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 88.361713\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 91.065640\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 94.093626\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 97.439749\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 31 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 97.439749\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 79.913025\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 74.330727\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 70.753756\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 68.402625\n",
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      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 67.484303\n",
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      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 66.531178\n",
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      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 66.977434\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 66.722378\n",
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      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 67.272751\n",
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      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 67.403155\n",
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      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 67.995435\n",
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      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 68.363629\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 69.283235\n",
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      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 70.109929\n",
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      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 71.153461\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 72.245595\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 73.861513\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 75.347448\n",
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      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 76.949140\n",
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      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 78.783153\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 80.714799\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 82.694510\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 85.079894\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 87.579597\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 90.268685\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 93.277493\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 96.693861\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 32 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 96.693861\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 33 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 33 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 81.302681\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 33 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 75.946808\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 33 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 72.777827\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 33 |   Training | Elapsed Time: 0:00:08 | Steps: 4 | Loss: 70.556658\n",
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      "\u001b[34mEpoch 33 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 69.313725\n",
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      "\u001b[34mEpoch 33 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 68.167475\n",
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      "\u001b[34mEpoch 33 |   Training | Elapsed Time: 0:00:10 | Steps: 7 | Loss: 68.377706\n",
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      "\u001b[34mEpoch 33 |   Training | Elapsed Time: 0:00:11 | Steps: 8 | Loss: 67.949538\n",
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      "\u001b[34mEpoch 33 |   Training | Elapsed Time: 0:00:12 | Steps: 9 | Loss: 68.325920\n",
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      "\u001b[34mEpoch 33 |   Training | Elapsed Time: 0:00:13 | Steps: 10 | Loss: 68.279937\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 33 |   Training | Elapsed Time: 0:00:14 | Steps: 11 | Loss: 68.908562\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 33 |   Training | Elapsed Time: 0:00:15 | Steps: 12 | Loss: 69.121853\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 33 |   Training | Elapsed Time: 0:00:16 | Steps: 13 | Loss: 69.949026\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 33 |   Training | Elapsed Time: 0:00:16 | Steps: 14 | Loss: 70.690263\n",
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      "\u001b[34mEpoch 33 |   Training | Elapsed Time: 0:00:21 | Steps: 18 | Loss: 75.721380\n",
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      "\u001b[34mEpoch 33 |   Training | Elapsed Time: 0:00:23 | Steps: 19 | Loss: 77.308112\n",
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      "\u001b[34mEpoch 33 |   Training | Elapsed Time: 0:00:26 | Steps: 22 | Loss: 82.949391\n",
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      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 34 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 34 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 84.779997\n",
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      "\u001b[34mEpoch 34 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 96.390395\n",
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      "\u001b[34mEpoch 34 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 96.390395\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 35 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 35 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 80.476974\n",
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      "\u001b[34mEpoch 35 |   Training | Elapsed Time: 0:00:14 | Steps: 11 | Loss: 68.075926\n",
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      "\u001b[34mEpoch 35 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 69.240050\n",
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      "\u001b[34mEpoch 35 |   Training | Elapsed Time: 0:00:18 | Steps: 15 | Loss: 70.975169\n",
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      "\u001b[34mEpoch 35 |   Training | Elapsed Time: 0:00:19 | Steps: 16 | Loss: 72.061255\n",
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      "\u001b[34mEpoch 35 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 75.020157\n",
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      "\u001b[34mEpoch 35 |   Training | Elapsed Time: 0:00:24 | Steps: 20 | Loss: 78.324418\n",
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      "\u001b[34mEpoch 35 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 80.211345\n",
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      "\u001b[34mEpoch 35 |   Training | Elapsed Time: 0:00:27 | Steps: 22 | Loss: 82.169450\n",
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      "\u001b[34mEpoch 35 |   Training | Elapsed Time: 0:00:28 | Steps: 23 | Loss: 84.528017\n",
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      "\u001b[34mEpoch 35 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 86.993140\n",
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      "\u001b[34mEpoch 35 |   Training | Elapsed Time: 0:00:31 | Steps: 25 | Loss: 89.679841\n",
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      "\u001b[34mEpoch 35 |   Training | Elapsed Time: 0:00:33 | Steps: 26 | Loss: 92.660765\n",
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      "\u001b[34mEpoch 35 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 95.965376\n",
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      "\u001b[34mEpoch 35 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 95.965376\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 36 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 36 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 80.537842\n",
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      "\u001b[34mEpoch 36 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 73.226627\n",
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      "\u001b[34mEpoch 36 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 69.602994\n",
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      "\u001b[34mEpoch 36 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 77.842895\n",
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      "\u001b[34mEpoch 36 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 81.703819\n",
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      "\u001b[34mEpoch 36 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 84.080371\n",
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      "\u001b[34mEpoch 36 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 86.525159\n",
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      "\u001b[34mEpoch 36 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 89.223673\n",
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      "\u001b[34mEpoch 36 |   Training | Elapsed Time: 0:00:36 | Steps: 26 | Loss: 92.272523\n",
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      "\u001b[34mEpoch 36 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 95.626404\n",
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      "\u001b[34mEpoch 36 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 95.626404\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 37 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 37 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 79.848091\n",
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      "\u001b[34mEpoch 37 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 71.465287\n",
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      "\u001b[34mEpoch 37 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 72.992075\n",
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      "\u001b[34mEpoch 37 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 74.425769\n",
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      "\u001b[34mEpoch 37 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 75.961740\n",
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      "\u001b[34mEpoch 37 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 77.712226\n",
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      "\u001b[34mEpoch 37 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 79.598450\n",
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      "\u001b[34mEpoch 37 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 81.560122\n",
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      "\u001b[34mEpoch 37 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 83.899975\n",
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      "\u001b[34mEpoch 37 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 86.346988\n",
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      "\u001b[34mEpoch 37 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 88.999447\n",
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      "\u001b[34mEpoch 37 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 91.932352\n",
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      "\u001b[34mEpoch 37 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 95.220987\n",
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      "\u001b[34mEpoch 37 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 95.220987\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 38 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 38 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 78.820877\n",
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      "\u001b[34mEpoch 38 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 69.063169\n",
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      "\u001b[34mEpoch 38 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 65.151160\n",
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      "\u001b[34mEpoch 38 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 69.934227\n",
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      "\u001b[0m\n",
      "\u001b[34mEpoch 38 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 74.043166\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 38 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 75.615730\n",
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      "\u001b[34mEpoch 38 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 77.421509\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 38 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 79.315487\n",
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      "\u001b[34mEpoch 38 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 81.315166\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 38 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 83.728480\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 38 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 86.218032\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 38 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 88.943680\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 38 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 91.963295\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 38 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 95.311260\n",
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      "\u001b[34mEpoch 38 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 95.311260\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 76.944565\n",
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      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 70.294777\n",
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      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 67.366553\n",
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      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 65.400935\n",
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      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 64.119155\n",
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      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 64.689642\n",
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      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 64.678571\n",
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      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 65.380375\n",
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      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 65.548403\n",
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      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 66.187069\n",
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      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 66.587672\n",
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      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 67.533248\n",
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      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 68.391135\n",
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      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 69.465026\n",
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      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 70.527591\n",
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      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 72.075843\n",
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      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 73.510606\n",
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      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 75.077987\n",
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      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 76.856894\n",
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      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 78.749903\n",
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      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 80.719544\n",
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      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 83.080473\n",
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      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 85.534228\n",
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      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 88.253301\n",
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      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 91.225197\n",
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      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 94.512233\n",
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      "\u001b[34mEpoch 39 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 94.512233\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 76.262390\n",
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      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 70.002388\n",
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      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 67.137767\n",
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      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 65.164989\n",
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      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:11 | Steps: 5 | Loss: 64.350620\n",
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      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 63.653171\n",
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      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 64.408298\n",
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      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 64.347377\n",
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      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:15 | Steps: 9 | Loss: 65.012748\n",
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      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:16 | Steps: 10 | Loss: 65.240123\n",
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      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:17 | Steps: 11 | Loss: 65.881843\n",
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      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:18 | Steps: 12 | Loss: 66.318051\n",
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      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:19 | Steps: 13 | Loss: 67.291767\n",
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      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:20 | Steps: 14 | Loss: 68.156690\n",
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      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:21 | Steps: 15 | Loss: 69.240789\n",
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      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 70.349288\n",
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      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 71.965587\n",
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      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 73.422664\n",
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      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:26 | Steps: 19 | Loss: 75.009728\n",
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      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:27 | Steps: 20 | Loss: 76.821348\n",
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      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 78.749328\n",
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      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:30 | Steps: 22 | Loss: 80.720970\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:32 | Steps: 23 | Loss: 83.048893\n",
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      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:33 | Steps: 24 | Loss: 85.557025\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:35 | Steps: 25 | Loss: 88.270981\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:37 | Steps: 26 | Loss: 91.233306\n",
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      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:39 | Steps: 27 | Loss: 94.533185\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 40 |   Training | Elapsed Time: 0:00:39 | Steps: 27 | Loss: 94.533185\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 76.090752\n",
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      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 70.657127\n",
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      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 67.187279\n",
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      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 65.272779\n",
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      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 64.796566\n",
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      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 64.052952\n",
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      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 64.676854\n",
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      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 64.671968\n",
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      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 65.295020\n",
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      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 65.464772\n",
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      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 66.091617\n",
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      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 66.493513\n",
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      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 67.449304\n",
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      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 68.298589\n",
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      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 69.362722\n",
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      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 70.427322\n",
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      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 71.975503\n",
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      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 73.414691\n",
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      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 74.970760\n",
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      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 76.760447\n",
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      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 78.651510\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 80.601022\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 82.942843\n",
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      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 85.373149\n",
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      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 88.059696\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 91.044422\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 94.346759\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 41 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 94.346759\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 77.430222\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 71.349968\n",
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      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 67.563850\n",
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      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 65.086258\n",
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      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 64.154098\n",
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      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 63.682448\n",
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      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 64.186871\n",
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      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 64.112355\n",
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      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 64.700447\n",
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      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 64.882296\n",
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      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 65.558438\n",
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      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 66.001417\n",
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      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 66.978715\n",
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      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 67.831544\n",
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      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 68.885859\n",
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      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 69.983091\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 71.538584\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 72.965963\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 74.586115\n",
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      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 76.398415\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 78.323046\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 80.305475\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 82.685347\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 85.137463\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 87.829422\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 90.811295\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 94.091445\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 42 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 94.091445\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 43 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 43 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 76.333069\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 43 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 70.035774\n",
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      "\u001b[34mEpoch 43 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 67.085779\n",
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      "\u001b[34mEpoch 43 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 65.475499\n",
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      "\u001b[34mEpoch 43 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 64.634991\n",
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      "\u001b[34mEpoch 43 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 64.061026\n",
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      "\u001b[34mEpoch 43 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 64.746678\n",
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      "\u001b[34mEpoch 43 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 64.644853\n",
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      "\u001b[34mEpoch 43 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 65.208205\n",
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      "\u001b[34mEpoch 43 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 65.950023\n",
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      "\u001b[34mEpoch 43 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 66.372200\n",
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      "\u001b[34mEpoch 43 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 70.242422\n",
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      "\u001b[34mEpoch 43 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 71.755341\n",
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      "\u001b[34mEpoch 43 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 73.152380\n",
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      "\u001b[34mEpoch 43 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 74.707215\n",
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      "\u001b[34mEpoch 43 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 78.367271\n",
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      "\u001b[34mEpoch 43 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 80.314127\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 43 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 82.665085\n",
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      "\u001b[34mEpoch 43 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 85.129056\n",
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      "\u001b[34mEpoch 43 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 87.801773\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 43 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 90.750751\n",
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      "\u001b[34mEpoch 43 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 94.025474\n",
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      "\u001b[34mEpoch 43 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 94.025474\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 44 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 44 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 74.063629\n",
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      "\u001b[34mEpoch 44 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 69.282749\n",
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      "\u001b[34mEpoch 44 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 65.709229\n",
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      "\u001b[34mEpoch 44 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 63.500940\n",
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      "\u001b[34mEpoch 44 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 63.276477\n",
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      "\u001b[34mEpoch 44 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 62.528383\n",
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      "\u001b[34mEpoch 44 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 62.948936\n",
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      "\u001b[34mEpoch 44 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 63.956009\n",
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      "\u001b[34mEpoch 44 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 64.673212\n",
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      "\u001b[34mEpoch 44 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 66.249841\n",
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      "\u001b[34mEpoch 44 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 72.360534\n",
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      "\u001b[34mEpoch 44 |   Training | Elapsed Time: 0:00:23 | Steps: 19 | Loss: 73.923555\n",
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      "\u001b[34mEpoch 44 |   Training | Elapsed Time: 0:00:24 | Steps: 20 | Loss: 75.704523\n",
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      "\u001b[34mEpoch 44 |   Training | Elapsed Time: 0:00:25 | Steps: 21 | Loss: 77.593370\n",
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      "\u001b[34mEpoch 44 |   Training | Elapsed Time: 0:00:27 | Steps: 22 | Loss: 79.575787\n",
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      "\u001b[34mEpoch 44 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 81.965673\n",
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      "\u001b[34mEpoch 44 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 84.475785\n",
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      "\u001b[34mEpoch 44 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 87.197426\n",
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      "\u001b[34mEpoch 44 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 90.228505\n",
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      "\u001b[34mEpoch 44 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 93.549442\n",
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      "\u001b[34mEpoch 44 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 93.549442\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 45 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 45 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 71.362282\n",
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      "\u001b[34mEpoch 45 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 65.282700\n",
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      "\u001b[34mEpoch 45 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 61.013984\n",
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      "\u001b[34mEpoch 45 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 62.060713\n",
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      "\u001b[34mEpoch 45 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 62.511856\n",
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      "\u001b[34mEpoch 45 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 63.315463\n",
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      "\u001b[34mEpoch 45 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 63.975010\n",
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      "\u001b[34mEpoch 45 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 65.049071\n",
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      "\u001b[34mEpoch 45 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 67.191889\n",
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      "\u001b[34mEpoch 45 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 68.314852\n",
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      "\u001b[34mEpoch 45 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 69.870520\n",
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      "\u001b[34mEpoch 45 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 71.302102\n",
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      "\u001b[34mEpoch 45 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 72.889547\n",
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      "\u001b[34mEpoch 45 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 74.682580\n",
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      "\u001b[34mEpoch 45 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 76.609006\n",
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      "\u001b[34mEpoch 45 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 78.617084\n",
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      "\u001b[34mEpoch 45 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 80.995034\n",
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      "\u001b[34mEpoch 45 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 83.468750\n",
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      "\u001b[34mEpoch 45 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 86.163542\n",
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      "\u001b[34mEpoch 45 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 89.138021\n",
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      "\u001b[34mEpoch 45 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 92.430549\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 45 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 92.430549\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 71.207603\n",
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      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 65.894392\n",
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      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 62.395868\n",
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      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 60.626663\n",
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      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 59.999994\n",
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      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 59.701667\n",
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      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 60.233935\n",
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      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 60.507672\n",
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      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 61.272341\n",
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      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 61.731754\n",
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      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 62.603437\n",
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      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 63.335521\n",
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      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 64.439655\n",
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      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 65.453797\n",
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      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 66.614917\n",
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      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 67.733443\n",
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      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 69.287681\n",
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      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 70.758453\n",
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      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 72.345895\n",
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      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 74.169663\n",
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      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 76.112552\n",
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      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 78.145291\n",
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      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 80.586144\n",
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      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 83.148377\n",
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      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 85.865374\n",
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      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 88.834989\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 92.097729\n",
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      "\u001b[34mEpoch 46 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 92.097729\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 47 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 47 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 71.661858\n",
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      "\u001b[34mEpoch 47 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 65.190159\n",
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      "\u001b[34mEpoch 47 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 62.484656\n",
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      "\u001b[34mEpoch 47 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 60.647816\n",
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      "\u001b[34mEpoch 47 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 60.109634\n",
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      "\u001b[34mEpoch 47 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 62.923921\n",
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      "\u001b[34mEpoch 47 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 65.649898\n",
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      "\u001b[34mEpoch 47 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 67.920759\n",
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      "\u001b[34mEpoch 47 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 69.449911\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 47 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 70.895360\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 47 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 72.466133\n",
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      "\u001b[34mEpoch 47 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 74.244002\n",
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      "\u001b[34mEpoch 47 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 76.195649\n",
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      "\u001b[34mEpoch 47 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 78.206183\n",
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      "\u001b[34mEpoch 47 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 80.587017\n",
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      "\u001b[34mEpoch 47 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 83.108723\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 47 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 85.815838\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 47 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 88.804793\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 47 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 92.068363\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 47 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 92.068363\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 68.697769\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 62.698921\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 60.360119\n",
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      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 58.886758\n",
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      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 58.601457\n",
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      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 58.288643\n",
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      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 58.963009\n",
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      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 59.298533\n",
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      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 60.325200\n",
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      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 60.803253\n",
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      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 61.627557\n",
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      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 62.395351\n",
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      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 63.532564\n",
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      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 64.611941\n",
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      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 65.802582\n",
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      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 66.991256\n",
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      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 68.600474\n",
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      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 70.081007\n",
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      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 71.682458\n",
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      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:27 | Steps: 20 | Loss: 73.499909\n",
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      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 75.428474\n",
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      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:30 | Steps: 22 | Loss: 77.444303\n",
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      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:31 | Steps: 23 | Loss: 79.866937\n",
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      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:33 | Steps: 24 | Loss: 82.374078\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:35 | Steps: 25 | Loss: 85.098370\n",
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      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:36 | Steps: 26 | Loss: 88.093710\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 91.388099\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 48 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 91.388099\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 68.320518\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 63.019073\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 60.417987\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 59.268229\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 58.908343\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 58.507984\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 59.228360\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 59.468252\n",
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      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 60.341668\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 60.765393\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 61.612331\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 62.348400\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 63.458959\n",
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      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 64.517908\n",
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      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 65.722076\n",
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      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 66.897338\n",
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      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 68.469088\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 69.938457\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 71.537604\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 73.348981\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 75.287791\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 77.311609\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 79.725068\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 82.252467\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 84.986853\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 88.000236\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 91.290496\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 49 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 91.290496\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 67.757645\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 61.912455\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 59.756247\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 58.484426\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 58.162822\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 57.927711\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 58.977887\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 59.335528\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 60.258818\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 60.708707\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 61.513320\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 62.250855\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 63.400515\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 64.426831\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 65.586335\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 66.745711\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 68.314938\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 69.754520\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 71.361820\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 73.158786\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 75.082164\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 77.079511\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 79.486490\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 81.974997\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 84.670779\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 87.638825\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 90.886793\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 50 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 90.886793\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 66.391472\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 61.226158\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 59.009827\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 57.625492\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 57.313489\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 57.127209\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 57.883779\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 58.257343\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 59.457961\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 59.876582\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 60.720831\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 61.471416\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 62.642371\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 63.686253\n",
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      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 64.881732\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 66.073355\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 67.622059\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 69.115599\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 70.725115\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 72.561114\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 74.511607\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 76.541753\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 78.968026\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 81.488306\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 84.197457\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 87.174298\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 90.454225\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 51 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 90.454225\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 64.851120\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 59.927404\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 58.256653\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 57.306135\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 57.137874\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 57.117924\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 57.831978\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 58.226223\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 59.073529\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 59.517610\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 60.363342\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 61.143051\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 62.298605\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 63.352503\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 64.563786\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 65.771682\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 67.382407\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 68.859012\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 70.484956\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 72.290879\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 74.236828\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 76.269813\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 78.722477\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 81.282465\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 84.039747\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 87.034093\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 90.316735\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 52 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 90.316735\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 65.484344\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 60.838913\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 58.746941\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 57.402485\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 57.091925\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 56.897056\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 57.662972\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 58.075201\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 58.905127\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 59.474165\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 60.451448\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 61.326962\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 62.520456\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:17 | Steps: 14 | Loss: 63.632072\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:18 | Steps: 15 | Loss: 64.837585\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:19 | Steps: 16 | Loss: 66.044757\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 67.634071\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 69.118191\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:23 | Steps: 19 | Loss: 70.760369\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:24 | Steps: 20 | Loss: 72.586027\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 74.538588\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:27 | Steps: 22 | Loss: 76.573871\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:28 | Steps: 23 | Loss: 78.960868\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 81.515274\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:31 | Steps: 25 | Loss: 84.177500\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 87.138742\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 90.412785\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 53 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 90.412785\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 66.356041\n",
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      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 60.852261\n",
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      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 57.899888\n",
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      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 56.390699\n",
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      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 56.025824\n",
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      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 55.918598\n",
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      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 56.630434\n",
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      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 56.960570\n",
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      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 57.935299\n",
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      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 58.573875\n",
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      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 59.518140\n",
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      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 60.365154\n",
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      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 61.571664\n",
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      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 62.693993\n",
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      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 63.916404\n",
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      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 65.133629\n",
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      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 66.703794\n",
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      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 68.203498\n",
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      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:23 | Steps: 19 | Loss: 69.828418\n",
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      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 71.648944\n",
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      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 73.601253\n",
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      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 75.667283\n",
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      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 78.095838\n",
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      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 80.584529\n",
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      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 83.255771\n",
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      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 86.230489\n",
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      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 89.491968\n",
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      "\u001b[34mEpoch 54 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 89.491968\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 55 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 55 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 63.023354\n",
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      "\u001b[34mEpoch 55 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 55.483125\n",
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      "\u001b[34mEpoch 55 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 54.624192\n",
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      "\u001b[34mEpoch 55 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 54.374492\n",
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      "\u001b[34mEpoch 55 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 55.324272\n",
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      "\u001b[34mEpoch 55 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 55.830125\n",
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      "\u001b[34mEpoch 55 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 56.697795\n",
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      "\u001b[34mEpoch 55 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 57.391276\n",
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      "\u001b[34mEpoch 55 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 58.371292\n",
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      "\u001b[34mEpoch 55 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 59.285876\n",
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      "\u001b[34mEpoch 55 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 60.488479\n",
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      "\u001b[34mEpoch 55 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 61.601133\n",
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      "\u001b[34mEpoch 55 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 62.867657\n",
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      "\u001b[34mEpoch 55 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 64.099408\n",
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      "\u001b[34mEpoch 55 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 65.679264\n",
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      "\u001b[34mEpoch 55 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 67.187180\n",
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      "\u001b[34mEpoch 55 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 68.813940\n",
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      "\u001b[34mEpoch 55 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 70.627640\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 55 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 72.604329\n",
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      "\u001b[34mEpoch 55 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 74.639472\n",
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      "\u001b[34mEpoch 55 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 77.030398\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 55 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 79.509877\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 55 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 82.207207\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 55 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 85.168408\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 55 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 88.422378\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 55 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 88.422378\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:06 | Steps: 1 | Loss: 62.514118\n",
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      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 57.437399\n",
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      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 55.499518\n",
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      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 54.472168\n",
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      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 54.270097\n",
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      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 54.320319\n",
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      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 55.006272\n",
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      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 55.442857\n",
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      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 56.403758\n",
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      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 57.072103\n",
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      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 58.007094\n",
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      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 58.882128\n",
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      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 60.050713\n",
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      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 61.168012\n",
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      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 62.399882\n",
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      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 63.635839\n",
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      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 65.152646\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 66.681754\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 68.324923\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 70.141476\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 72.105354\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 74.147432\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 76.547413\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 79.011096\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 81.700239\n",
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      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 84.642947\n",
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      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 87.859172\n",
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      "\u001b[34mEpoch 56 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 87.859172\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 61.368538\n",
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      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 55.097595\n",
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      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 53.612132\n",
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      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 53.060081\n",
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      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 52.901289\n",
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      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 53.163736\n",
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      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 54.079685\n",
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      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 54.645213\n",
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      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 55.621767\n",
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      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 56.307385\n",
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      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 57.277530\n",
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      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 58.230152\n",
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      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 59.427184\n",
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      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 60.554880\n",
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      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 61.823342\n",
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      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 63.067057\n",
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      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 64.669401\n",
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      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 66.193132\n",
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      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 67.829733\n",
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      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 69.675253\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 71.635839\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 73.665175\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 76.060732\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 78.536360\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 81.222645\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 84.162143\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 87.406272\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 57 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 87.406272\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 61.278805\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 56.714685\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 54.949554\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 54.027943\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 53.375894\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 53.453517\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 54.310603\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 54.871278\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 55.763041\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 56.420683\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 57.363140\n",
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      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 58.274143\n",
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      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 59.441231\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 60.551189\n",
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      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:21 | Steps: 15 | Loss: 61.793303\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 63.031978\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 64.617768\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 66.145081\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 67.789489\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 69.608526\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 71.567082\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 73.595545\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 75.984257\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 78.445704\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 81.136736\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 84.067937\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 87.275507\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 58 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 87.275507\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 58.342865\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 54.679192\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 52.958361\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:10 | Steps: 4 | Loss: 52.390496\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:11 | Steps: 5 | Loss: 52.115469\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 52.387174\n",
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      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 53.293949\n",
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      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 53.954917\n",
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      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 54.903129\n",
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      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 55.664811\n",
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      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 56.691707\n",
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      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 57.642748\n",
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      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 58.818123\n",
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      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 59.978627\n",
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      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 62.532441\n",
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      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 64.143724\n",
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      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 65.693364\n",
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      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 67.364801\n",
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      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 69.202427\n",
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      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 71.160069\n",
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      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 73.185899\n",
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      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 75.587624\n",
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      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 78.086275\n",
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      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 80.796413\n",
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      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 83.750499\n",
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      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 86.976783\n",
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      "\u001b[34mEpoch 59 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 86.976783\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 57.477280\n",
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      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 53.489716\n",
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      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 52.387564\n",
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      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 51.864307\n",
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      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 51.721722\n",
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      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 52.033587\n",
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      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 52.915899\n",
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      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 53.622289\n",
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      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 54.603757\n",
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      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 55.412228\n",
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      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 56.429006\n",
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      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 57.380925\n",
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      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 58.559756\n",
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      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 59.707347\n",
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      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 61.001386\n",
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      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 62.265666\n",
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      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 63.888847\n",
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      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 65.438433\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 67.122503\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 68.966698\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 70.958741\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:27 | Steps: 22 | Loss: 73.004801\n",
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      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 75.414932\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 77.904147\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 80.621116\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 83.587742\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 86.820286\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 60 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 86.820286\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 53.199604\n",
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      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 51.464127\n",
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      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 50.651787\n",
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      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 50.284710\n",
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      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 50.552237\n",
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      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 51.073606\n",
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      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 52.219202\n",
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      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 53.037624\n",
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      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 54.033404\n",
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      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 54.824051\n",
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      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 55.944234\n",
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      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 56.994781\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 58.228450\n",
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      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 59.469513\n",
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      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 60.798734\n",
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      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 62.103388\n",
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      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 63.724663\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 65.292695\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 66.974500\n",
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      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 68.832345\n",
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      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 70.805833\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 72.842780\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 75.249679\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 77.735653\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 80.427738\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 83.379707\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 86.610029\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 61 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 86.610029\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 55.377357\n",
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      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 52.431807\n",
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      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 51.574281\n",
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      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 51.318550\n",
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      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 51.121870\n",
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      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 51.475607\n",
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      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 52.442475\n",
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      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 53.134124\n",
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      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 53.992425\n",
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      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 54.821289\n",
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      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 55.890927\n",
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      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 56.857305\n",
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      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 58.051316\n",
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      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 59.202768\n",
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      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 60.511157\n",
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      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 61.806696\n",
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      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 63.414117\n",
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      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 64.962005\n",
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      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:23 | Steps: 19 | Loss: 66.649117\n",
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      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:24 | Steps: 20 | Loss: 68.506552\n",
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      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 70.478413\n",
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      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:27 | Steps: 22 | Loss: 72.509800\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:28 | Steps: 23 | Loss: 74.905737\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 77.392227\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 80.072941\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:33 | Steps: 26 | Loss: 83.037807\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 86.262269\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 62 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 86.262269\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 54.495049\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 51.561203\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 50.676085\n",
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      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 50.624998\n",
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      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 50.625805\n",
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      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 51.075720\n",
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      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 52.073642\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 52.859610\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 53.884552\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 54.685905\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 55.779189\n",
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      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 56.803790\n",
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      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 58.048403\n",
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      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 59.217767\n",
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      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 60.534845\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 61.845486\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 63.412646\n",
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      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 64.957790\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 66.658962\n",
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      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 68.499802\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 70.465221\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 72.505354\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 74.913995\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 77.398342\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 80.068348\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 83.006207\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 86.228851\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 63 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 86.228851\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 64 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 64 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 55.262436\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 64 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 52.562443\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 64 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 51.192235\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 64 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 50.860891\n",
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      "\u001b[34mEpoch 64 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 50.782201\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 64 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 51.147928\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 64 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 52.067369\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 64 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 52.822782\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 64 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 53.866099\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 64 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 54.614103\n",
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      "\u001b[34mEpoch 64 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 55.662697\n",
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      "\u001b[34mEpoch 64 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 57.880871\n",
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      "\u001b[34mEpoch 64 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 63.402994\n",
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      "\u001b[34mEpoch 64 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 64.951604\n",
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      "\u001b[34mEpoch 64 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 68.475138\n",
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      "\u001b[34mEpoch 64 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 70.447230\n",
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      "\u001b[34mEpoch 64 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 72.483850\n",
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      "\u001b[34mEpoch 64 |   Training | Elapsed Time: 0:00:31 | Steps: 23 | Loss: 74.887020\n",
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      "\u001b[34mEpoch 64 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 77.369725\n",
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      "\u001b[34mEpoch 64 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 80.068495\n",
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      "\u001b[34mEpoch 64 |   Training | Elapsed Time: 0:00:36 | Steps: 26 | Loss: 83.003976\n",
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      "\u001b[34mEpoch 64 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 86.232074\n",
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      "\u001b[34mEpoch 64 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 86.232074\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 65 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 65 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 64.302313\n",
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      "\u001b[34mEpoch 65 |   Training | Elapsed Time: 0:00:24 | Steps: 20 | Loss: 67.898073\n",
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      "\u001b[34mEpoch 65 |   Training | Elapsed Time: 0:00:25 | Steps: 21 | Loss: 69.902764\n",
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      "\u001b[34mEpoch 65 |   Training | Elapsed Time: 0:00:27 | Steps: 22 | Loss: 71.972458\n",
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      "\u001b[34mEpoch 65 |   Training | Elapsed Time: 0:00:28 | Steps: 23 | Loss: 74.392520\n",
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      "\u001b[34mEpoch 65 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 76.899374\n",
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      "\u001b[34mEpoch 65 |   Training | Elapsed Time: 0:00:31 | Steps: 25 | Loss: 79.603926\n",
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      "\u001b[34mEpoch 65 |   Training | Elapsed Time: 0:00:33 | Steps: 26 | Loss: 82.572580\n",
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      "\u001b[34mEpoch 65 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 85.787784\n",
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      "\u001b[34mEpoch 65 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 85.787784\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 49.624794\n",
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      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 47.896309\n",
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      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 47.820956\n",
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      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 48.147671\n",
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      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 48.553944\n",
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      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 49.167389\n",
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      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 50.371288\n",
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      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 51.323977\n",
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      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 52.377505\n",
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      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 53.271667\n",
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      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 54.439945\n",
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      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 55.512119\n",
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      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 56.820008\n",
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      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 58.080124\n",
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      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 59.482420\n",
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      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 60.864482\n",
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      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 62.540153\n",
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      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 64.148745\n",
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      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 65.910268\n",
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      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 67.846963\n",
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      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 69.897107\n",
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      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:27 | Steps: 22 | Loss: 71.986989\n",
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      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 74.432287\n",
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      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 76.975430\n",
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      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 79.714617\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:33 | Steps: 26 | Loss: 82.680562\n",
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      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 85.926553\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 66 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 85.926553\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 67 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 67 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 45.920986\n",
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      "\u001b[34mEpoch 67 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 45.792562\n",
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      "\u001b[34mEpoch 67 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 45.917840\n",
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      "\u001b[34mEpoch 67 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 46.988892\n",
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      "\u001b[34mEpoch 67 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 48.030705\n",
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      "\u001b[34mEpoch 67 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 49.311540\n",
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      "\u001b[34mEpoch 67 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 50.602756\n",
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      "\u001b[34mEpoch 67 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 54.106214\n",
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      "\u001b[34mEpoch 67 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 61.041962\n",
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      "\u001b[34mEpoch 67 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 62.795125\n",
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      "\u001b[34mEpoch 67 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 64.509555\n",
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      "\u001b[34mEpoch 67 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 66.328791\n",
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      "\u001b[34mEpoch 67 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 70.497394\n",
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      "\u001b[34mEpoch 67 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 72.692289\n",
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      "\u001b[34mEpoch 67 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 75.277710\n",
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      "\u001b[34mEpoch 67 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 77.940095\n",
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      "\u001b[34mEpoch 67 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 80.816450\n",
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      "\u001b[34mEpoch 67 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 83.951071\n",
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      "\u001b[34mEpoch 67 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 87.349981\n",
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      "\u001b[34mEpoch 67 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 87.349981\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 68 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 68 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 40.373520\n",
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      "\u001b[34mEpoch 68 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 42.326862\n",
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      "\u001b[34mEpoch 68 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 43.277313\n",
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      "\u001b[34mEpoch 68 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 49.199593\n",
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      "\u001b[34mEpoch 68 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 50.269411\n",
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      "\u001b[34mEpoch 68 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 52.622627\n",
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      "\u001b[34mEpoch 68 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 53.812331\n",
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      "\u001b[34mEpoch 68 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 61.149038\n",
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      "\u001b[34mEpoch 68 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 62.812856\n",
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      "\u001b[34mEpoch 68 |   Training | Elapsed Time: 0:00:23 | Steps: 19 | Loss: 64.606728\n",
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      "\u001b[34mEpoch 68 |   Training | Elapsed Time: 0:00:24 | Steps: 20 | Loss: 66.597289\n",
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      "\u001b[34mEpoch 68 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 68.699409\n",
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      "\u001b[34mEpoch 68 |   Training | Elapsed Time: 0:00:27 | Steps: 22 | Loss: 70.852033\n",
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      "\u001b[34mEpoch 68 |   Training | Elapsed Time: 0:00:28 | Steps: 23 | Loss: 73.373033\n",
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      "\u001b[34mEpoch 68 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 75.994336\n",
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      "\u001b[34mEpoch 68 |   Training | Elapsed Time: 0:00:31 | Steps: 25 | Loss: 78.780567\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 68 |   Training | Elapsed Time: 0:00:33 | Steps: 26 | Loss: 81.839720\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 68 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 85.180275\n",
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      "\u001b[34mEpoch 68 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 85.180275\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 38.425392\n",
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      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 40.368093\n",
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      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 41.653275\n",
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      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 42.898808\n",
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      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 43.937030\n",
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      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 45.311347\n",
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      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 46.837238\n",
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      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 48.229913\n",
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      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 49.461013\n",
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      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 50.511228\n",
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      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:17 | Steps: 11 | Loss: 51.750444\n",
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      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:18 | Steps: 12 | Loss: 52.907794\n",
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      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:19 | Steps: 13 | Loss: 54.303732\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:20 | Steps: 14 | Loss: 55.657472\n",
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      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:21 | Steps: 15 | Loss: 57.108102\n",
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      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 58.540203\n",
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      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 60.240452\n",
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      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 61.896011\n",
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      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:26 | Steps: 19 | Loss: 63.684505\n",
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      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:27 | Steps: 20 | Loss: 65.652174\n",
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      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:29 | Steps: 21 | Loss: 67.716139\n",
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      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:30 | Steps: 22 | Loss: 69.856951\n",
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      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:32 | Steps: 23 | Loss: 72.341612\n",
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      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:33 | Steps: 24 | Loss: 74.936759\n",
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      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:36 | Steps: 25 | Loss: 77.672702\n",
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      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:37 | Steps: 26 | Loss: 80.699130\n",
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      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:39 | Steps: 27 | Loss: 83.974853\n",
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      "\u001b[34mEpoch 69 |   Training | Elapsed Time: 0:00:39 | Steps: 27 | Loss: 83.974853\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 70 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 70 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 37.146652\n",
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      "\u001b[34mEpoch 70 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 39.503593\n",
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      "\u001b[34mEpoch 70 |   Training | Elapsed Time: 0:00:10 | Steps: 4 | Loss: 42.536028\n",
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      "\u001b[34mEpoch 70 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 44.805923\n",
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      "\u001b[34mEpoch 70 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 46.205367\n",
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      "\u001b[34mEpoch 70 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 48.703968\n",
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      "\u001b[34mEpoch 70 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 49.788699\n",
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      "\u001b[34mEpoch 70 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 51.056049\n",
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      "\u001b[34mEpoch 70 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 52.222630\n",
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      "\u001b[34mEpoch 70 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 53.596782\n",
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      "\u001b[34mEpoch 70 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 54.919006\n",
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      "\u001b[34mEpoch 70 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 56.375454\n",
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      "\u001b[34mEpoch 70 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 57.825259\n",
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      "\u001b[34mEpoch 70 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 59.529894\n",
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      "\u001b[34mEpoch 70 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 61.173143\n",
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      "\u001b[34mEpoch 70 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 62.932818\n",
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      "\u001b[34mEpoch 70 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 64.898433\n",
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      "\u001b[34mEpoch 70 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 66.964079\n",
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      "\u001b[34mEpoch 70 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 69.081712\n",
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      "\u001b[34mEpoch 70 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 71.541210\n",
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      "\u001b[34mEpoch 70 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 74.103217\n",
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      "\u001b[34mEpoch 70 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 76.832859\n",
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      "\u001b[34mEpoch 70 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 79.837990\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 70 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 83.089597\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 70 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 83.089597\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 36.798538\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 38.930851\n",
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      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 40.471138\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 41.924469\n",
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      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 43.044884\n",
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      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 44.337388\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 45.764417\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 47.064726\n",
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      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 48.273827\n",
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      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 49.357738\n",
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      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 50.628371\n",
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      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 51.804090\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 53.202991\n",
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      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 54.551468\n",
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      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 55.984131\n",
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      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 57.432033\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 59.139758\n",
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      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 60.779214\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 62.521218\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 64.445613\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 66.488388\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 68.607720\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 71.071802\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 73.620194\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 76.341352\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:36 | Steps: 26 | Loss: 79.341218\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 82.573788\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 71 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 82.573788\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 36.337502\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 38.671865\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 40.244310\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:10 | Steps: 4 | Loss: 41.728129\n",
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      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:11 | Steps: 5 | Loss: 42.859951\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 44.165467\n",
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      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:13 | Steps: 7 | Loss: 45.541818\n",
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      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 46.826782\n",
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      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:15 | Steps: 9 | Loss: 48.006304\n",
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      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 49.086845\n",
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      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 50.349675\n",
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      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 51.511008\n",
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      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 52.905128\n",
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      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 54.241190\n",
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      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 55.685372\n",
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      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 57.106978\n",
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      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 58.800251\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 60.438394\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 62.197765\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 64.149706\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 66.206158\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 68.298067\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 70.729664\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 73.256784\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 75.968669\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 78.950932\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 82.167540\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 72 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 82.167540\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 36.160793\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 38.430906\n",
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      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 40.029123\n",
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      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 41.445695\n",
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      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 42.532253\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 43.840973\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 45.256402\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 46.547530\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 47.736232\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 48.824389\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 50.094018\n",
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      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 51.271847\n",
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      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 52.635551\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 53.957110\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 55.397688\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 56.806682\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 58.505832\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 60.139095\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 61.881745\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 63.808208\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 65.845817\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 67.940865\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 70.381818\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 72.925665\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 75.625929\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 78.588123\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 81.807100\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 73 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 81.807100\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 74 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 74 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 35.891113\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 74 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 38.277622\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 74 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 39.859942\n",
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      "\u001b[34mEpoch 74 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 42.407766\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 74 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 43.709421\n",
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      "\u001b[34mEpoch 74 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 45.101266\n",
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      "\u001b[34mEpoch 74 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 46.389652\n",
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      "\u001b[34mEpoch 74 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 48.626245\n",
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      "\u001b[34mEpoch 74 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 49.887216\n",
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      "\u001b[34mEpoch 74 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 51.058921\n",
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      "\u001b[34mEpoch 74 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 52.434822\n",
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      "\u001b[34mEpoch 74 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 53.762460\n",
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      "\u001b[34mEpoch 74 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 55.172936\n",
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      "\u001b[34mEpoch 74 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 58.243831\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 74 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 59.877933\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 74 |   Training | Elapsed Time: 0:00:23 | Steps: 19 | Loss: 61.617791\n",
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      "\u001b[34mEpoch 74 |   Training | Elapsed Time: 0:00:24 | Steps: 20 | Loss: 63.533321\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 74 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 65.548385\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 74 |   Training | Elapsed Time: 0:00:27 | Steps: 22 | Loss: 67.621432\n",
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      "\u001b[34mEpoch 74 |   Training | Elapsed Time: 0:00:28 | Steps: 23 | Loss: 70.057302\n",
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      "\u001b[34mEpoch 74 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 72.556005\n",
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      "\u001b[34mEpoch 74 |   Training | Elapsed Time: 0:00:31 | Steps: 25 | Loss: 75.240629\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 74 |   Training | Elapsed Time: 0:00:33 | Steps: 26 | Loss: 78.195258\n",
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      "\u001b[34mEpoch 74 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 81.383144\n",
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      "\u001b[34mEpoch 74 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 81.383144\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 75 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 75 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 35.615952\n",
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      "\u001b[34mEpoch 75 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 37.985073\n",
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      "\u001b[34mEpoch 75 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 41.122440\n",
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      "\u001b[34mEpoch 75 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 42.206778\n",
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      "\u001b[34mEpoch 75 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 43.495333\n",
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      "\u001b[34mEpoch 75 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 44.871678\n",
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      "\u001b[34mEpoch 75 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 46.144564\n",
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      "\u001b[34mEpoch 75 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 48.397506\n",
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      "\u001b[34mEpoch 75 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 49.632298\n",
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      "\u001b[34mEpoch 75 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 50.780998\n",
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      "\u001b[34mEpoch 75 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 52.152750\n",
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      "\u001b[34mEpoch 75 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 53.471148\n",
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      "\u001b[34mEpoch 75 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 54.893563\n",
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      "\u001b[34mEpoch 75 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 56.314176\n",
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      "\u001b[34mEpoch 75 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 57.994204\n",
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      "\u001b[34mEpoch 75 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 59.607692\n",
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      "\u001b[34mEpoch 75 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 61.321196\n",
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      "\u001b[34mEpoch 75 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 63.201240\n",
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      "\u001b[34mEpoch 75 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 65.232133\n",
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      "\u001b[34mEpoch 75 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 67.284252\n",
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      "\u001b[34mEpoch 75 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 69.683325\n",
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      "\u001b[34mEpoch 75 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 72.175402\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 75 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 74.845931\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 75 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 77.786683\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 75 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 80.977181\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 75 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 80.977181\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 35.688164\n",
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      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 37.915928\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 39.620518\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 41.046054\n",
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      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 42.088463\n",
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      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 43.291214\n",
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      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 44.651318\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 45.920778\n",
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      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 47.083945\n",
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      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 48.138212\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 49.371979\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 50.517871\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 51.861585\n",
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      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 53.160884\n",
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      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 54.549821\n",
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      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 55.952617\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 57.610383\n",
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      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 59.225713\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 60.942146\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 62.840250\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 64.853516\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:27 | Steps: 22 | Loss: 66.916413\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 69.296247\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 71.759901\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 74.424350\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 77.320817\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 80.461627\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 76 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 80.461627\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 35.490913\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 37.703663\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 39.332029\n",
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      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 40.820549\n",
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      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 41.862994\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 43.075289\n",
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      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 44.401487\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 45.658336\n",
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      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 46.796755\n",
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      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 47.818551\n",
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      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 49.052592\n",
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      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 50.183060\n",
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      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 51.527797\n",
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      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 52.807701\n",
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      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 54.181295\n",
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      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 55.578699\n",
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      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 57.236868\n",
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      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 58.838764\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 60.540927\n",
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      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 62.405289\n",
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      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 64.395852\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 66.431416\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 68.797785\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 71.239938\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 73.856195\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 76.761762\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 79.900429\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 77 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 79.900429\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 35.352989\n",
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      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 37.459358\n",
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      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 39.102676\n",
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      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 40.542597\n",
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      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 41.614249\n",
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      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 42.895969\n",
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      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 44.225209\n",
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      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 45.466355\n",
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      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 46.593627\n",
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      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 47.605120\n",
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      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 48.843590\n",
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      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 49.976160\n",
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      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 51.317714\n",
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      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 52.605853\n",
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      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 53.972155\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 55.360592\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 56.980339\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 58.563544\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 60.255970\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 62.103145\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 64.090726\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 66.112438\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 68.462859\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 70.891906\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 73.514292\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 76.375795\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 79.467541\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 78 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 79.467541\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 35.047325\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 37.282528\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 38.792250\n",
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      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 40.204258\n",
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      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 41.224325\n",
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      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 42.425276\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 43.757891\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 44.972291\n",
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      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 46.111677\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 47.097245\n",
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      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 48.325343\n",
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      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 49.443747\n",
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      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 50.762510\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 52.012286\n",
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      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 53.387319\n",
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      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 54.721965\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 56.343857\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 57.903287\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 59.613834\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 61.500664\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 63.500273\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 65.531566\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 67.930090\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 70.409540\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 73.052425\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:36 | Steps: 26 | Loss: 75.958581\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 79.146742\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 79 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 79.146742\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 35.270210\n",
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      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 38.185013\n",
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      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 39.728195\n",
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      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:10 | Steps: 4 | Loss: 40.838953\n",
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      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:11 | Steps: 5 | Loss: 41.761349\n",
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      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:12 | Steps: 6 | Loss: 43.005940\n",
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      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:13 | Steps: 7 | Loss: 44.288126\n",
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      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:14 | Steps: 8 | Loss: 45.460885\n",
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      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:15 | Steps: 9 | Loss: 46.557384\n",
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      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 47.528648\n",
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      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:17 | Steps: 11 | Loss: 48.716569\n",
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      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:18 | Steps: 12 | Loss: 49.805876\n",
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      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:19 | Steps: 13 | Loss: 51.105958\n",
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      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:20 | Steps: 14 | Loss: 52.339055\n",
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      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:21 | Steps: 15 | Loss: 53.676187\n",
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      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 55.012438\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 56.586010\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 58.135753\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 59.769642\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 61.579193\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 63.513734\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 65.497477\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 67.799769\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 70.226130\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 72.797245\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 75.629194\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 78.658871\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 80 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 78.658871\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 34.508209\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 36.641823\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 38.099491\n",
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      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 39.501252\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 40.553850\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 41.790529\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 43.101237\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 44.305639\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 45.399069\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 46.400984\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 47.607162\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 48.720126\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:19 | Steps: 13 | Loss: 50.045468\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:20 | Steps: 14 | Loss: 51.280720\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 52.628202\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 53.949622\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 55.547770\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 57.089133\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 58.736991\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 60.554179\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 62.468294\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 64.426946\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 66.718991\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 69.083224\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 71.624988\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 74.424149\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 77.449565\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 81 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 77.449565\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 34.521233\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 36.625267\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 37.892502\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 39.220320\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 40.152535\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 41.363160\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 42.650420\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 43.840960\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 44.939014\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 45.935572\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 47.118207\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 48.243769\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 49.565026\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 50.829461\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 52.158250\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 53.471533\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 55.050026\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 56.572024\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 58.189633\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 59.990083\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 61.899876\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 63.822508\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 66.096572\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 68.465604\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 70.947823\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 73.720952\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 76.791086\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 82 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 76.791086\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 33.982655\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 36.227541\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 37.814444\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 39.437496\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 40.576431\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 41.797321\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 43.139410\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 44.368131\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 45.528094\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 46.543875\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 47.781090\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 48.906312\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 50.209855\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 51.461547\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 52.834082\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 54.141459\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 55.727046\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 57.256896\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 58.894464\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 60.698058\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 62.613951\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 64.571928\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 66.889868\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 69.295108\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 71.830518\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 74.606703\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 77.597599\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 83 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 77.597599\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 33.769081\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 36.023483\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 37.532294\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 38.877599\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 39.824101\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 40.936485\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 42.143424\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 43.328827\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 44.376419\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 45.330846\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 46.490535\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 47.577472\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 48.847295\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 50.058677\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 51.364782\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 52.611560\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 54.155892\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 55.660533\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 57.243633\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 58.970509\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 60.843144\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 62.740306\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 64.966282\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 67.270573\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 69.749746\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 72.468061\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 75.387092\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 84 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 75.387092\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 32.898563\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 35.198273\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 36.817596\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 38.104545\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 39.100065\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 40.211981\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 41.439367\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 42.576617\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 43.609994\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 44.534467\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 45.677379\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 46.728252\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 47.980099\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 49.145174\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 50.456475\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 51.693405\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 53.214979\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 54.682903\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 56.280985\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 57.979477\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 59.813750\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 61.678590\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 63.861420\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 66.146375\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 68.542239\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 71.239494\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 74.133522\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 85 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 74.133522\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 32.828819\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 35.013285\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 36.316741\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 37.566747\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 38.552827\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 39.684397\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 40.927827\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 42.032149\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 43.070045\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 43.985500\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 45.102238\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 46.149801\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 47.338734\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 48.524940\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 49.818941\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 51.097813\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 52.610727\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 54.087977\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 55.690893\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:27 | Steps: 20 | Loss: 57.439680\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 59.285066\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 61.176120\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:31 | Steps: 23 | Loss: 63.393288\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 65.682728\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 68.131465\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:36 | Steps: 26 | Loss: 70.830080\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 73.696311\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 86 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 73.696311\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 32.821873\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 35.035419\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 36.440810\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 37.543601\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 38.414880\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 39.437503\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 40.666462\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 41.711986\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 42.681452\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 43.566331\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:14 | Steps: 11 | Loss: 44.694983\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:15 | Steps: 12 | Loss: 45.759969\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:16 | Steps: 13 | Loss: 46.957774\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:17 | Steps: 14 | Loss: 48.111779\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:18 | Steps: 15 | Loss: 49.380214\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:19 | Steps: 16 | Loss: 50.623328\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:20 | Steps: 17 | Loss: 52.060750\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:21 | Steps: 18 | Loss: 53.517831\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:23 | Steps: 19 | Loss: 55.042917\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:24 | Steps: 20 | Loss: 56.718527\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:25 | Steps: 21 | Loss: 58.535620\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:26 | Steps: 22 | Loss: 60.342248\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:28 | Steps: 23 | Loss: 62.482687\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:29 | Steps: 24 | Loss: 64.696030\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:31 | Steps: 25 | Loss: 67.059943\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:33 | Steps: 26 | Loss: 69.676767\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 72.454665\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 87 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 72.454665\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 32.356892\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 34.101442\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 35.455018\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 36.660078\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 37.566357\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 38.748284\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 39.983555\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 41.132404\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 42.128153\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 43.018784\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 44.092140\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 45.111795\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 46.267336\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 47.389435\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 48.625929\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 49.844928\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 51.315631\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 52.747266\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 54.280436\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 55.953325\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 57.758158\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 59.542698\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 61.620039\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 63.788102\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 66.075809\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 68.652720\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 71.381316\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 88 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 71.381316\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 31.868980\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 34.070286\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 35.330070\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 36.572296\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 37.419107\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 38.494758\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 39.689016\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 40.719103\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 41.669723\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 42.539262\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 43.658546\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 44.680427\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 45.882959\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 46.997597\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 48.286437\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 49.547514\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 51.020621\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 52.440032\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 53.931325\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 55.547249\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 57.324374\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 59.094914\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 61.225479\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 63.415810\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 65.917152\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 68.747761\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 71.928978\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 89 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 71.928978\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 33.144424\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 36.735413\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 38.913929\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 40.289211\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 41.134531\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 42.221081\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 43.472828\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 44.510322\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 45.459668\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 46.340761\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 47.497788\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 48.533889\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 49.703934\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 50.766742\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 52.023083\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 53.234415\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 54.646994\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 56.082006\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:23 | Steps: 19 | Loss: 57.581943\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:24 | Steps: 20 | Loss: 59.222842\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 60.993932\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:27 | Steps: 22 | Loss: 62.789717\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 64.905530\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 67.069432\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 69.351263\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 71.903554\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 74.665392\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 90 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 74.665392\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 31.698763\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 33.996110\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 35.464965\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 36.692922\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 37.508845\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 38.482650\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 39.668038\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 40.787582\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 41.736244\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 42.555117\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 43.674327\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 44.669642\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 45.857260\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 46.929120\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 48.139257\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 49.307009\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 50.727930\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 52.096225\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 53.568121\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 55.209782\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 56.973922\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 58.722247\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 60.807750\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 62.943711\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 65.216485\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 67.742983\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 70.452871\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 91 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 70.452871\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 31.540342\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 33.898007\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 35.191907\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 36.383278\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 37.233347\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 38.279141\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 39.373291\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 40.391100\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 41.316203\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 42.125947\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 43.200910\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 44.157975\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 45.301881\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 46.376895\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 47.639575\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 48.823385\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 50.269152\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 51.728990\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 53.198611\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 54.864340\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 56.628970\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 58.361629\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 60.483282\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 62.584286\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 64.856066\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 67.383437\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 70.052132\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 92 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 70.052132\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 31.583126\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 33.742119\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 34.794305\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 35.935992\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 36.905802\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 37.963817\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 39.115257\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 40.077678\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 40.994000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 41.798993\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 42.857331\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:18 | Steps: 12 | Loss: 43.851424\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 44.981799\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 46.006184\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 47.183448\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 48.322464\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 49.687151\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 51.014536\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 52.491042\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 54.025539\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 55.712313\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 57.407351\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 59.419165\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 61.464168\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 63.616602\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 66.059951\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 68.605770\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 93 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 68.605770\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 30.791674\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 32.735291\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 33.954351\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 35.184042\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 36.010430\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 37.014119\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 38.080180\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 39.122723\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 39.993791\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 40.784451\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 41.794251\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 42.767516\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 43.933070\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 44.999547\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:21 | Steps: 15 | Loss: 46.170315\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 47.300480\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 48.704225\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 49.992431\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 51.415602\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 52.939365\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 54.624398\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 56.321189\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 58.333000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 60.323493\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 62.490665\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 64.840855\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 67.364824\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 94 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 67.364824\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 29.644114\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 31.826770\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 32.948343\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 34.175615\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 34.972786\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 35.888771\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 36.967033\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 37.948766\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 38.836160\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 39.585775\n",
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      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 40.606794\n",
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      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 41.540354\n",
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      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 42.646534\n",
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      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 43.644439\n",
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      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 44.784034\n",
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      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 45.867509\n",
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      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 47.201453\n",
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      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 48.530713\n",
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      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 49.892801\n",
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      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 51.464362\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 53.106264\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 54.733293\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 56.686889\n",
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      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 58.661059\n",
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      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 60.733673\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 63.071937\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 65.546018\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 95 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 65.546018\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 29.391094\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 31.326591\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 32.357934\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 33.464257\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 34.339233\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 35.267433\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 36.310640\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 37.199472\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 38.092103\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 38.811471\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 39.835243\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 40.783390\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 41.819852\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 42.815199\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 43.960851\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 45.048343\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 46.356489\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 47.639977\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 49.057272\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 50.545607\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 52.129470\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 53.728038\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 55.610863\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 57.562618\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 59.594861\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:36 | Steps: 26 | Loss: 61.838229\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 64.244582\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 96 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 64.244582\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 28.880842\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 30.805263\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 31.661834\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 32.709562\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 33.505079\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 34.441593\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 35.413305\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 36.309841\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 37.244583\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 37.965180\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 38.930463\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 39.835849\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 40.942978\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 41.902638\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 43.038934\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 44.109741\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 45.317535\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 46.540886\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 47.881780\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 49.316183\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 50.888035\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 52.484083\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 54.357471\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 56.257979\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 58.189893\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 60.416511\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 62.808502\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 97 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 62.808502\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 28.058529\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 30.226797\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 31.341549\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 32.288198\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 33.055032\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 33.935434\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 34.879812\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 35.761441\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 36.618891\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 37.264294\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 38.240302\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 39.134713\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 40.211361\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 41.154713\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 42.228874\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 43.294794\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 44.524540\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 45.770833\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 47.056025\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 48.488647\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 50.044460\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 51.571633\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 53.417818\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 55.307484\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 57.211676\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 59.268305\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 61.456873\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 98 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 61.456873\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 27.516108\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 29.412148\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 30.476416\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 31.336449\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 32.045717\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 32.962530\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 33.935586\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 34.825200\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 35.701637\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 36.355700\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 37.364103\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 38.219815\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 39.275785\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 40.160001\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 41.195938\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 42.200118\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 43.408406\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 44.584387\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 45.916741\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 47.285733\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 48.872145\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 50.367998\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:31 | Steps: 23 | Loss: 52.206343\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 54.054726\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 55.922775\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 58.028993\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 60.247984\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 99 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 60.247984\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 27.283985\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 29.273293\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 29.994146\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 31.053643\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 31.765607\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 32.557667\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 33.492492\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 34.300927\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 35.110295\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 35.696412\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 36.621347\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 37.418770\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:19 | Steps: 13 | Loss: 38.418741\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:20 | Steps: 14 | Loss: 39.306187\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:21 | Steps: 15 | Loss: 40.351808\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 41.287051\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:24 | Steps: 17 | Loss: 42.495501\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:25 | Steps: 18 | Loss: 43.681874\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:26 | Steps: 19 | Loss: 44.964190\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:27 | Steps: 20 | Loss: 46.303124\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 47.786579\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:30 | Steps: 22 | Loss: 49.241086\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:31 | Steps: 23 | Loss: 51.040858\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 52.747354\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 54.592494\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:36 | Steps: 26 | Loss: 56.725264\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 58.875596\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 100 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 58.875596\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 26.240688\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 28.428200\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 29.599032\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 30.423223\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 31.007141\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 31.870261\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 32.783227\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 33.510359\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 34.365571\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 34.973601\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 35.927436\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 36.734688\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 37.749449\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:20 | Steps: 14 | Loss: 38.637648\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:21 | Steps: 15 | Loss: 39.627730\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 40.554537\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:24 | Steps: 17 | Loss: 41.708749\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:25 | Steps: 18 | Loss: 42.813550\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:26 | Steps: 19 | Loss: 44.056593\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:28 | Steps: 20 | Loss: 45.343060\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:29 | Steps: 21 | Loss: 46.782863\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:30 | Steps: 22 | Loss: 48.169975\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:32 | Steps: 23 | Loss: 49.930070\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:34 | Steps: 24 | Loss: 51.631163\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:36 | Steps: 25 | Loss: 53.336720\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:38 | Steps: 26 | Loss: 55.274931\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:40 | Steps: 27 | Loss: 57.354602\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 101 |   Training | Elapsed Time: 0:00:40 | Steps: 27 | Loss: 57.354602\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 26.812031\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 28.535658\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 29.188797\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 29.911621\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 30.603101\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 31.327342\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 32.212847\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 33.043298\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 33.864399\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 34.458615\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 35.362488\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 36.157408\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 37.149823\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 37.978092\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 38.941969\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 39.880511\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 41.028710\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 42.155730\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 43.403104\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 44.651225\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 46.054344\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 47.473549\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 49.142065\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 50.819656\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 52.603893\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 54.611841\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 56.626359\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 102 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 56.626359\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 25.574303\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 27.404528\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 28.252376\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 29.064853\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 29.723742\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 30.585457\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 31.398042\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 32.203488\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 33.000900\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 33.567852\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 34.458024\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 35.254909\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 36.196105\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 36.999995\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 38.022504\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 38.897581\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 40.036870\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 41.178608\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 42.314937\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 43.550464\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 44.980137\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 46.350134\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 48.046388\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 49.688595\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 51.370463\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 53.220525\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 55.152622\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 103 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 55.152622\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 25.066078\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 26.557642\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 27.564643\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 28.430284\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 29.103840\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 29.956276\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 30.872173\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 31.585663\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 32.327755\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 32.902662\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 33.689212\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 34.475523\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 35.372031\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 36.181038\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 37.160275\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 38.026404\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 39.107613\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 40.219681\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 41.344376\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 42.587238\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 44.066788\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 45.394699\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 46.944986\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 48.520486\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 50.184335\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 52.071987\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 54.001546\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 104 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 54.001546\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 24.104986\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 26.523099\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 27.411088\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 28.038805\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 28.629303\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 29.489807\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 30.458527\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 31.179489\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 31.976405\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 32.460363\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 33.300522\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 34.028938\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 34.922267\n",
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      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 35.715256\n",
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      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 36.643975\n",
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      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 37.440135\n",
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      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 38.516228\n",
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      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 39.553003\n",
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      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 40.686439\n",
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      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 41.886391\n",
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      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 43.278303\n",
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      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 44.550623\n",
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      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 46.097283\n",
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      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 47.660415\n",
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      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 49.229350\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 51.058287\n",
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      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 52.965217\n",
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      "\u001b[34mEpoch 105 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 52.965217\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 23.843849\n",
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      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 25.803433\n",
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      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 26.630322\n",
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      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 27.334808\n",
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      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 27.996743\n",
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      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 28.887759\n",
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      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 29.805250\n",
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      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 30.520433\n",
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      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 31.278276\n",
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      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 31.712626\n",
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      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 32.549105\n",
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      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 33.255230\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:16 | Steps: 13 | Loss: 34.212993\n",
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      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:17 | Steps: 14 | Loss: 34.983452\n",
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      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:18 | Steps: 15 | Loss: 35.905856\n",
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      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:19 | Steps: 16 | Loss: 36.804821\n",
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      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:20 | Steps: 17 | Loss: 37.892566\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:21 | Steps: 18 | Loss: 38.889141\n",
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      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:23 | Steps: 19 | Loss: 39.938856\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:24 | Steps: 20 | Loss: 41.120438\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:25 | Steps: 21 | Loss: 42.450738\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:27 | Steps: 22 | Loss: 43.776172\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:28 | Steps: 23 | Loss: 45.332464\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 46.885997\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:31 | Steps: 25 | Loss: 48.492893\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:33 | Steps: 26 | Loss: 50.253238\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 52.025415\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 106 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 52.025415\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 23.754490\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 25.704084\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 26.373157\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 27.097468\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 27.705997\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 28.384116\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 29.222836\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 29.964242\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 30.687645\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 31.203175\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 31.980805\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 32.714449\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 33.561737\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 34.288223\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 35.124545\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 35.954559\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 36.995935\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 37.991305\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 39.077837\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 40.238902\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 41.600352\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 42.925930\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 44.438492\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 45.919651\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 47.412060\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 49.150361\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 50.861551\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 107 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 50.861551\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 23.973434\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 25.320381\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 26.092101\n",
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      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 26.874171\n",
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      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 27.270700\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 27.929224\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 28.657472\n",
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      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 29.370824\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 30.070624\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 30.466256\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 31.260023\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 31.900515\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 32.711548\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 33.406349\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 34.294160\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 35.059853\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 36.115736\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 37.057294\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 38.188150\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 39.358955\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 40.677573\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 41.867026\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 43.315886\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 44.780805\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 46.309879\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 47.941974\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 49.700763\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 108 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 49.700763\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 23.296066\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 24.612717\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 25.644660\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 26.162870\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 26.724335\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 27.443595\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 28.261390\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 28.846837\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 29.718750\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 30.093130\n",
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      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 30.881870\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 31.581209\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 32.417440\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 33.109872\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 34.010685\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 34.797029\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 35.726613\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 36.637026\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 37.706009\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:27 | Steps: 20 | Loss: 38.874616\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 40.172118\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 41.422336\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:31 | Steps: 23 | Loss: 42.837784\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 44.245733\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 45.785972\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:36 | Steps: 26 | Loss: 47.447906\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 49.104933\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 109 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 49.104933\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 110 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 110 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 22.700172\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 110 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 24.475563\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 110 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 25.325511\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 110 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 25.873133\n",
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      "\u001b[34mEpoch 110 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 26.624685\n",
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      "\u001b[34mEpoch 110 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 27.233691\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 110 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 28.023149\n",
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      "\u001b[34mEpoch 110 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 28.661341\n",
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      "\u001b[34mEpoch 110 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 29.344986\n",
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      "\u001b[34mEpoch 110 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 29.753914\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 110 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 30.554244\n",
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      "\u001b[34mEpoch 110 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 31.170076\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 110 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 32.007409\n",
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      "\u001b[34mEpoch 110 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 32.680680\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 110 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 33.503133\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 110 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 34.315545\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 110 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 35.317813\n",
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      "\u001b[34mEpoch 110 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 36.206324\n",
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      "\u001b[34mEpoch 110 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 38.284343\n",
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      "\u001b[34mEpoch 110 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 42.173196\n",
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      "\u001b[34mEpoch 110 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 43.587424\n",
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      "\u001b[34mEpoch 110 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 45.053701\n",
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      "\u001b[34mEpoch 110 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 46.643645\n",
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      "\u001b[34mEpoch 110 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 48.295163\n",
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      "\u001b[34mEpoch 110 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 48.295163\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 111 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 111 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 22.093594\n",
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      "\u001b[34mEpoch 111 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 25.968972\n",
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      "\u001b[34mEpoch 111 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 27.431988\n",
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      "\u001b[34mEpoch 111 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 28.892027\n",
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      "\u001b[34mEpoch 111 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 30.615841\n",
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      "\u001b[34mEpoch 111 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 31.503733\n",
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      "\u001b[34mEpoch 111 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 32.231355\n",
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      "\u001b[34mEpoch 111 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 33.121204\n",
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      "\u001b[34mEpoch 111 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 33.902675\n",
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      "\u001b[34mEpoch 111 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 34.894199\n",
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      "\u001b[34mEpoch 111 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 35.875237\n",
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      "\u001b[34mEpoch 111 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 36.928842\n",
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      "\u001b[34mEpoch 111 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 37.946082\n",
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      "\u001b[34mEpoch 111 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 39.166080\n",
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      "\u001b[34mEpoch 111 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 40.411960\n",
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      "\u001b[34mEpoch 111 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 41.787172\n",
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      "\u001b[34mEpoch 111 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 43.132676\n",
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      "\u001b[34mEpoch 111 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 44.731325\n",
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      "\u001b[34mEpoch 111 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 46.316053\n",
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      "\u001b[34mEpoch 111 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 47.932140\n",
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      "\u001b[34mEpoch 111 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 47.932140\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 22.506840\n",
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      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 24.158198\n",
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      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 24.654842\n",
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      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 24.878995\n",
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      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 25.354739\n",
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      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 26.111446\n",
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      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 26.991549\n",
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      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 27.636523\n",
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      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 28.257680\n",
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      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 28.624071\n",
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      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 29.362693\n",
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      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 29.998936\n",
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      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 30.829963\n",
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      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 31.481420\n",
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      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 32.364610\n",
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      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 33.078873\n",
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      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 33.977817\n",
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      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 34.974447\n",
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      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 35.960286\n",
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      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 37.028954\n",
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      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 38.119444\n",
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      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 39.306795\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 40.655488\n",
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      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 42.030363\n",
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      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 43.494233\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 45.040273\n",
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      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 46.651661\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 112 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 46.651661\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 21.109959\n",
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      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 23.245112\n",
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      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 23.985835\n",
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      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 24.726423\n",
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      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 25.272717\n",
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      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 25.806724\n",
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      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 26.594620\n",
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      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 27.188048\n",
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      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 27.855416\n",
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      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 28.187860\n",
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      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 28.968146\n",
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      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 29.580835\n",
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      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 30.375899\n",
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      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 31.098049\n",
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      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 32.650592\n",
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      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 33.575774\n",
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      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 34.440463\n",
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      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 35.373467\n",
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      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 36.399785\n",
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      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 37.581018\n",
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      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 38.775189\n",
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      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 40.239369\n",
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      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 41.586648\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 42.911479\n",
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      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 44.406154\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 45.856182\n",
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      "\u001b[34mEpoch 113 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 45.856182\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 114 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 114 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 21.548847\n",
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      "\u001b[34mEpoch 114 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 23.052396\n",
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      "\u001b[34mEpoch 114 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 28.383266\n",
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      "\u001b[34mEpoch 114 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 29.006103\n",
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      "\u001b[34mEpoch 114 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 29.744467\n",
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      "\u001b[34mEpoch 114 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 30.398829\n",
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      "\u001b[34mEpoch 114 |   Training | Elapsed Time: 0:00:21 | Steps: 15 | Loss: 31.174182\n",
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      "\u001b[34mEpoch 114 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 31.931805\n",
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      "\u001b[34mEpoch 114 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 32.826067\n",
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      "\u001b[34mEpoch 114 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 33.755561\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 114 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 34.669074\n",
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      "\u001b[34mEpoch 114 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 35.646303\n",
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      "\u001b[34mEpoch 114 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 36.836043\n",
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      "\u001b[34mEpoch 114 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 37.959302\n",
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      "\u001b[34mEpoch 114 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 39.333540\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 114 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 40.699475\n",
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      "\u001b[34mEpoch 114 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 42.045262\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 114 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 43.453785\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 114 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 44.991878\n",
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      "\u001b[34mEpoch 114 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 44.991878\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 115 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 115 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 20.819662\n",
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      "\u001b[34mEpoch 115 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 22.360227\n",
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      "\u001b[34mEpoch 115 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 22.860533\n",
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      "\u001b[34mEpoch 115 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 26.345313\n",
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      "\u001b[34mEpoch 115 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 27.979716\n",
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      "\u001b[34mEpoch 115 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 28.573237\n",
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      "\u001b[34mEpoch 115 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 29.423234\n",
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      "\u001b[34mEpoch 115 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 31.576880\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 115 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 32.483293\n",
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      "\u001b[34mEpoch 115 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 33.373812\n",
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      "\u001b[34mEpoch 115 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 34.363953\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 115 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 35.467160\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 115 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 36.649200\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 115 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 37.771588\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 115 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 39.129420\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 115 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 40.405455\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 115 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 41.714307\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 115 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 43.095940\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 115 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 44.558796\n",
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      "\u001b[34mEpoch 115 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 44.558796\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 20.767067\n",
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      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 22.276454\n",
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      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 23.130776\n",
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      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 23.690071\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 24.210727\n",
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      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 24.782920\n",
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      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 25.522782\n",
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      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 26.212698\n",
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      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 26.863450\n",
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      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 27.207903\n",
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      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:17 | Steps: 11 | Loss: 27.867643\n",
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      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 28.466039\n",
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      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:19 | Steps: 13 | Loss: 29.204158\n",
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      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:20 | Steps: 14 | Loss: 29.845660\n",
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      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:21 | Steps: 15 | Loss: 30.580693\n",
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      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 31.238009\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 32.169822\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:25 | Steps: 18 | Loss: 32.975639\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:26 | Steps: 19 | Loss: 33.886797\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:27 | Steps: 20 | Loss: 34.841730\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 36.015771\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:30 | Steps: 22 | Loss: 37.131936\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:31 | Steps: 23 | Loss: 38.471821\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:33 | Steps: 24 | Loss: 39.732137\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:35 | Steps: 25 | Loss: 41.034834\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:36 | Steps: 26 | Loss: 42.492230\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 43.885605\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 116 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 43.885605\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 20.331131\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 22.280568\n",
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      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 22.816286\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 23.377090\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 23.893827\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 24.475097\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 25.140899\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 25.694951\n",
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      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 26.195217\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 26.511760\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 27.160705\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 27.769856\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 28.517537\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 29.100405\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 29.911034\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 30.550373\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 31.399296\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 32.164427\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 33.141683\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 34.121503\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 35.377243\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 36.371929\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 37.659878\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 38.890208\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 40.241020\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 41.648177\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 43.118330\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 117 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 43.118330\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 19.420977\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 21.214525\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 22.261620\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 23.144631\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 23.852663\n",
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      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 24.310237\n",
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      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 24.951377\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 25.429405\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 25.979798\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 26.362900\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 26.963622\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 27.513900\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 28.218609\n",
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      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:20 | Steps: 14 | Loss: 28.882163\n",
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      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:21 | Steps: 15 | Loss: 29.674054\n",
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      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 30.312958\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 31.198984\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 31.948920\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 32.822739\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:27 | Steps: 20 | Loss: 33.801158\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 34.849516\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 35.863815\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:31 | Steps: 23 | Loss: 37.038245\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 38.286987\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 39.536863\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 40.994136\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 42.353761\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 118 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 42.353761\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 19.744724\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 21.483368\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 22.432728\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 22.948648\n",
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      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 23.264194\n",
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      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 23.860702\n",
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      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 24.646842\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 25.157801\n",
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      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 25.846742\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 26.108462\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 26.774692\n",
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      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 27.343576\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 28.072123\n",
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      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 28.700831\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 29.402938\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 30.048939\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 30.879395\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 31.625823\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 32.453070\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 33.351493\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 34.396781\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 35.457586\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 36.711385\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 37.913966\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 39.102885\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 40.509850\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 41.815973\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 119 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 41.815973\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 19.483841\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 20.767248\n",
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      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 21.112213\n",
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      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 21.832977\n",
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      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 22.333002\n",
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      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:12 | Steps: 6 | Loss: 23.023940\n",
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      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:13 | Steps: 7 | Loss: 23.690983\n",
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      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 24.316463\n",
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      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:15 | Steps: 9 | Loss: 24.852892\n",
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      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 25.185195\n",
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      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 25.972853\n",
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      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 26.586963\n",
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      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:19 | Steps: 13 | Loss: 27.312874\n",
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      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 27.902479\n",
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      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 28.731234\n",
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      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 29.408648\n",
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      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 30.167721\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 30.886404\n",
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      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 31.723598\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 32.667370\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 33.769198\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 34.694868\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:31 | Steps: 23 | Loss: 35.886892\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 37.050381\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 38.274930\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:36 | Steps: 26 | Loss: 39.681939\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 40.949125\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 120 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 40.949125\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 19.358860\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 20.829158\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 21.275322\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 21.964927\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 22.417836\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 22.904071\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 23.618664\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 24.097517\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 24.671681\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 24.898652\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 25.667175\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 26.307171\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 27.040353\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 27.623849\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 28.293441\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 28.945127\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 29.748806\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 30.519652\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 31.433549\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 32.257084\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 33.245906\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 34.251511\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 35.390727\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 36.608213\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 37.889034\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 39.182477\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 40.462812\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 121 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 40.462812\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 19.422035\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 20.759287\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 21.421865\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 21.887149\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 22.160394\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 22.804022\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 23.490055\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 24.029846\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 24.622994\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 25.014936\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 25.610549\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 26.058531\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 26.778478\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 27.374626\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 28.066624\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 28.700673\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 29.584738\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 30.291133\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 31.132899\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 32.038150\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 33.075716\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 34.093679\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 35.307823\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 36.513717\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 37.596354\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 38.811772\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 39.970844\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 122 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 39.970844\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 18.902958\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 20.192624\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 20.940144\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:10 | Steps: 4 | Loss: 21.518215\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 21.792450\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 22.440257\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 22.907918\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 23.474133\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 24.118355\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 24.416006\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 25.081891\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 25.772005\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 26.459677\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 27.006482\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 27.613275\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 28.338207\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 29.120627\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 29.835857\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:23 | Steps: 19 | Loss: 30.659965\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:24 | Steps: 20 | Loss: 31.575119\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 32.553287\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:27 | Steps: 22 | Loss: 33.482818\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:28 | Steps: 23 | Loss: 34.600723\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 35.719841\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:31 | Steps: 25 | Loss: 36.870399\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:33 | Steps: 26 | Loss: 38.166978\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 39.414565\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 123 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 39.414565\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 18.104286\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 19.910551\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 20.803744\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 21.339390\n",
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      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 21.572435\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 22.128332\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 22.725137\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 23.136544\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 23.740619\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 23.983088\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 24.719842\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 25.296016\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 25.932179\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 26.538628\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 27.227382\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 27.847032\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 28.702323\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 29.498184\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 30.266240\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 31.136616\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 32.095774\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 32.990437\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 34.207993\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 35.330078\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 36.524759\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 37.832638\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 39.021152\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 124 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 39.021152\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 17.790649\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 19.991488\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 20.618554\n",
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      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 21.139424\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 21.388929\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 21.923525\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 22.594448\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 23.057098\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 23.617402\n",
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      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 23.980511\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 24.577031\n",
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      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 25.093898\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 25.839519\n",
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      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 26.358240\n",
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      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 26.973468\n",
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      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 27.623108\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 28.396734\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 29.070487\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 29.863850\n",
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      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 30.714866\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 31.764533\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 32.736330\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 33.869663\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 34.957815\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 36.088717\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 37.417977\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 38.538032\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 125 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 38.538032\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 18.595329\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 19.757349\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 20.027404\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 20.539324\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 20.931705\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 21.518088\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 21.985425\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 22.511922\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 23.007519\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 23.211665\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 23.868480\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 24.418855\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 25.153458\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 25.681529\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 26.288674\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 26.928202\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 27.784316\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 28.406430\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:23 | Steps: 19 | Loss: 29.224227\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:24 | Steps: 20 | Loss: 30.003441\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 30.975184\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:27 | Steps: 22 | Loss: 31.913691\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:28 | Steps: 23 | Loss: 33.008614\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 34.067806\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 35.222580\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 36.413636\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 37.568367\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 126 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 37.568367\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 17.724354\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 19.410907\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 19.991883\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 20.629540\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 20.979114\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 21.424640\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 21.946387\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 22.424749\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 23.049917\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 23.348645\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 24.024458\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 24.574530\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 25.171441\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 25.652688\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 26.263713\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 26.879379\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 27.647728\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 28.277751\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 28.949205\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 29.680352\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 30.637611\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 31.617882\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 32.676249\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 33.721398\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 34.876459\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 36.187762\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 37.216112\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 127 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 37.216112\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 18.233675\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 19.494796\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 20.086037\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 20.570271\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 20.806793\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 21.436749\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 21.893840\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 22.231589\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 22.746498\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 23.032449\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 23.587649\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 24.072292\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 24.662362\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 25.282292\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 25.875018\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 26.520331\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 27.262061\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 27.943266\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:23 | Steps: 19 | Loss: 28.700210\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:24 | Steps: 20 | Loss: 29.475266\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 30.455827\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:27 | Steps: 22 | Loss: 31.376298\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:28 | Steps: 23 | Loss: 32.372702\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 33.417933\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 34.484250\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:33 | Steps: 26 | Loss: 35.794248\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 36.864622\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 128 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 36.864622\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 17.554090\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 19.202572\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 19.710852\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 20.083387\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 20.376844\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 20.914459\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 21.347374\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 21.800479\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 22.301244\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 22.565450\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 23.294606\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 23.785190\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 24.368409\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 24.868568\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 25.468470\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 26.067449\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 26.806556\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 27.493043\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 28.235610\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 29.004000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 29.936026\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:27 | Steps: 22 | Loss: 30.892705\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 31.936708\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 32.912754\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 33.974994\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 35.174803\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 36.252639\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 129 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 36.252639\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 18.272182\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 19.392294\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 19.668222\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 20.008341\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 20.499628\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 20.919274\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 21.447499\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 21.886678\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 22.560413\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 22.722355\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 23.330325\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 23.917089\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 24.627670\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 25.117726\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 25.678467\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 26.193229\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 26.846817\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 27.592757\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 28.362018\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 29.063184\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 30.008328\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 30.932111\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 32.001248\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 33.020865\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 34.004241\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 35.020892\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 36.103387\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 130 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 36.103387\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 16.756306\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 18.102924\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 18.910427\n",
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      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 19.635176\n",
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      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 19.982943\n",
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      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 20.475558\n",
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      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 20.853596\n",
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      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 21.338692\n",
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      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 21.956210\n",
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      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 22.270121\n",
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      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 22.932655\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 23.378101\n",
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      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 24.024128\n",
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      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 24.561167\n",
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      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 25.224537\n",
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      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 25.757581\n",
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      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 26.376293\n",
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      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 27.095318\n",
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      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 27.825300\n",
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      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 28.606648\n",
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      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 29.514429\n",
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      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 30.416790\n",
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      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 31.474085\n",
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      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 32.429631\n",
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      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 33.451918\n",
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      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 34.555040\n",
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      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 35.584469\n",
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      "\u001b[34mEpoch 131 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 35.584469\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 16.871841\n",
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      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 18.349827\n",
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      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 18.885680\n",
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      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 19.449635\n",
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      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 19.800718\n",
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      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 20.212308\n",
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      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 20.952875\n",
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      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 21.162351\n",
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      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 21.725611\n",
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      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 21.938130\n",
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      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 22.550794\n",
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      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 22.997732\n",
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      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 23.512365\n",
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      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 23.993476\n",
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      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:21 | Steps: 15 | Loss: 24.538861\n",
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      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 25.073654\n",
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      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 25.731614\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 26.419183\n",
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      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 27.068342\n",
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      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 27.861636\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 28.713535\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 29.614561\n",
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      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 30.629359\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 31.610471\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 32.662412\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 33.776710\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 34.828904\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 132 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 34.828904\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 16.835640\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 18.349579\n",
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      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 18.372122\n",
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      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 18.746197\n",
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      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 19.295153\n",
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      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 19.812331\n",
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      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 20.424249\n",
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      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 20.752439\n",
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      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 21.286635\n",
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      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 21.685779\n",
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      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 22.254424\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 22.760001\n",
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      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 23.476495\n",
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      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 24.000800\n",
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      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 24.586730\n",
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      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 25.210541\n",
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      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 25.909509\n",
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      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 26.581412\n",
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      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 27.195175\n",
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      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 27.944040\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 28.847377\n",
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      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 29.555265\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 30.560413\n",
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      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 31.554703\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 32.614863\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 33.703043\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 34.838567\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 133 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 34.838567\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 16.318130\n",
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      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 17.890957\n",
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      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 18.267674\n",
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      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 18.785164\n",
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      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 19.344602\n",
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      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 19.717705\n",
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      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 20.221134\n",
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      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 20.562271\n",
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      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 21.060491\n",
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      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 21.392086\n",
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      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 21.997431\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 22.406599\n",
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      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 23.010251\n",
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      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 23.572834\n",
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      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 24.162091\n",
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      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 24.650336\n",
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      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 25.288836\n",
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      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 25.976268\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 26.775360\n",
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      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 27.501052\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 28.447872\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 29.326160\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 30.287019\n",
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      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 31.196520\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 32.121269\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 33.201868\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 34.238849\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 134 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 34.238849\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 17.089813\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 18.421749\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 18.865639\n",
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      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 19.214003\n",
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      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 19.381729\n",
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      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 19.757507\n",
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      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 20.183274\n",
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      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 20.646221\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 21.007036\n",
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      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 21.361416\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 21.908796\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 22.379885\n",
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      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 22.902109\n",
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      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 23.346836\n",
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      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 23.954064\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 24.406876\n",
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      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 25.091675\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 25.771547\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 26.389955\n",
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      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 27.135137\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 28.040588\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 28.902973\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 29.889381\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 30.810811\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 31.731674\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 32.675817\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 33.597964\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 135 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 33.597964\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 15.309847\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 16.875912\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 17.741379\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 18.398994\n",
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      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 18.652094\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 19.241498\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 19.783343\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 20.167894\n",
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      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 20.737247\n",
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      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 20.951719\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 21.502647\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 21.865760\n",
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      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 22.388290\n",
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      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 22.852403\n",
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      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 23.443748\n",
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      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 23.981819\n",
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      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 24.763045\n",
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      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 25.347807\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 26.099935\n",
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      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 26.805674\n",
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      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 27.726069\n",
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      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 28.668029\n",
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      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 29.620014\n",
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      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 30.466331\n",
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      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 31.365230\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 32.409814\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 33.450215\n",
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      "\u001b[34mEpoch 136 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 33.450215\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 16.398678\n",
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      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 17.730299\n",
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      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 18.442816\n",
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      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 18.758237\n",
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      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 19.009235\n",
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      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 19.262463\n",
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      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 19.701356\n",
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      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 20.094078\n",
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      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 20.459443\n",
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      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 20.618110\n",
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      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 21.193132\n",
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      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 21.704876\n",
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      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:16 | Steps: 13 | Loss: 22.297696\n",
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      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 22.717989\n",
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      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 23.320293\n",
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      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 23.763863\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 24.369818\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 25.052551\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:23 | Steps: 19 | Loss: 25.758462\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:24 | Steps: 20 | Loss: 26.492587\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 27.240239\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:27 | Steps: 22 | Loss: 27.928116\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:28 | Steps: 23 | Loss: 28.861427\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 29.864750\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:31 | Steps: 25 | Loss: 30.746549\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:33 | Steps: 26 | Loss: 31.717968\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 32.621682\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 137 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 32.621682\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 15.884069\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 17.365377\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 17.771205\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 18.038881\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 18.398903\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 18.920254\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 19.345833\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 19.717667\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 20.114357\n",
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      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 20.340806\n",
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      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 20.973939\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 21.357961\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 21.932291\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 22.452706\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 22.984422\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 23.463768\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 24.140542\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 24.708915\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:23 | Steps: 19 | Loss: 25.359219\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:24 | Steps: 20 | Loss: 26.045472\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 26.988171\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:27 | Steps: 22 | Loss: 27.792281\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:28 | Steps: 23 | Loss: 28.724133\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 29.565363\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:31 | Steps: 25 | Loss: 30.536074\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:33 | Steps: 26 | Loss: 31.479658\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 32.452379\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 138 |   Training | Elapsed Time: 0:00:35 | Steps: 27 | Loss: 32.452379\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 16.500031\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 17.493406\n",
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      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 17.750563\n",
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      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 18.228369\n",
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      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 18.625119\n",
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      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 19.085444\n",
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      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 19.317955\n",
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      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 19.434440\n",
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      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 19.996141\n",
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      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 20.195457\n",
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      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 20.759049\n",
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      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 21.217015\n",
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      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 21.676316\n",
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      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 22.211250\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 22.741698\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 23.215083\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 23.921499\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 24.543577\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 25.174017\n",
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      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 25.973411\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 26.837742\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:27 | Steps: 22 | Loss: 27.519126\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 28.405600\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 29.342773\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 30.152738\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 31.189583\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 32.146827\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 139 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 32.146827\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 15.727100\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 16.558041\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 17.180667\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 17.721939\n",
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      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 18.161440\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 18.573459\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 19.044759\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 19.363984\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 19.902380\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 20.074411\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 20.681588\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 21.091367\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 21.666220\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 22.181533\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:21 | Steps: 15 | Loss: 22.720598\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 23.143553\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 23.761782\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 24.264095\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:26 | Steps: 19 | Loss: 24.866072\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:27 | Steps: 20 | Loss: 25.520345\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 26.435307\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 27.145977\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:31 | Steps: 23 | Loss: 28.007012\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 28.864462\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 29.670682\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:36 | Steps: 26 | Loss: 30.788513\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 31.702973\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 140 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 31.702973\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 15.694540\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 16.444810\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 16.603856\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 17.238513\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 17.634481\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 18.050665\n",
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      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 18.556737\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 18.893073\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 19.513677\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 19.685850\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 20.240766\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 20.646543\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 21.303226\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 21.753516\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 22.295646\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 22.822761\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 23.461663\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 23.993414\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 24.546423\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 25.219566\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 26.092418\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 26.754295\n",
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      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 27.543532\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 28.449099\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 29.306816\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 30.265366\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 31.222515\n",
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      "\u001b[34mEpoch 141 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 31.222515\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 14.889126\n",
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      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 15.850504\n",
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      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 16.411835\n",
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      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:10 | Steps: 4 | Loss: 16.811015\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:11 | Steps: 5 | Loss: 17.197408\n",
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      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:12 | Steps: 6 | Loss: 17.728654\n",
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      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 18.270651\n",
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      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 18.620390\n",
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      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 19.096584\n",
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      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 19.304004\n",
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      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 19.882199\n",
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      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 20.328121\n",
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      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 20.824107\n",
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      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 21.210345\n",
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      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 21.852080\n",
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      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 22.255516\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 22.904992\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 23.483817\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 24.067784\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 24.676427\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 25.511510\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 26.174014\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 27.130532\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 27.867647\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 28.752720\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 29.740443\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 30.564069\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 142 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 30.564069\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 15.726049\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 16.816367\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 16.752195\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 17.158793\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 17.522512\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 18.061308\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 18.468336\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 18.921400\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 19.268521\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 19.440103\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 20.135781\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 20.444936\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 21.023465\n",
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      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 21.432745\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 22.006090\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 22.450550\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 23.022936\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 23.563977\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 24.078622\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 24.833729\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 25.557391\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 26.305675\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 27.092037\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 27.970705\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 28.804953\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 29.846718\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 30.790975\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 143 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 30.790975\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 15.261625\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 16.399873\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 17.080041\n",
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      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:10 | Steps: 4 | Loss: 17.387371\n",
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      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:11 | Steps: 5 | Loss: 17.656678\n",
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      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:12 | Steps: 6 | Loss: 17.868059\n",
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      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 18.425130\n",
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      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 18.835219\n",
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      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 19.210229\n",
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      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 19.540486\n",
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      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 19.967563\n",
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      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 20.285863\n",
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      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 20.836542\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 21.240051\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 21.744659\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 22.217558\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 22.843386\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 23.378156\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 23.916106\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 24.543644\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 25.386702\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 26.016472\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 26.837668\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 27.599065\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 28.591088\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 29.454648\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 30.434616\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 144 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 30.434616\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 15.388172\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 16.299156\n",
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      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 16.702525\n",
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      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 17.199347\n",
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      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 17.466798\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 17.913030\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 18.338124\n",
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      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 18.576658\n",
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      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 18.981219\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 19.179021\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 19.633464\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 20.050661\n",
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      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 20.683232\n",
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      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 21.041380\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 21.477725\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 21.999231\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 22.563526\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 23.042515\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 23.721817\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 24.337237\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 25.116288\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 25.731826\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 26.448235\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 27.219738\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 28.106422\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 29.191127\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 30.232433\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 145 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 30.232433\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 15.426412\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 16.506394\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 16.992232\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 17.311392\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 17.492900\n",
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      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 17.700115\n",
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      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 18.212556\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 18.706617\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 19.122279\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 19.324083\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 19.762036\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 20.271362\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 20.815367\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 21.210424\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 21.656237\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 22.175738\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 22.847376\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 23.476595\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:23 | Steps: 19 | Loss: 24.048290\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 24.780160\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 25.466874\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:27 | Steps: 22 | Loss: 26.190451\n",
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      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 26.986556\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 27.744425\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 28.521263\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 29.346867\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 30.127236\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 146 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 30.127236\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 14.335980\n",
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      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 16.086587\n",
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      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 16.423217\n",
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      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 16.757248\n",
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      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 17.204666\n",
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      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 17.651542\n",
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      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 18.103711\n",
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      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 18.418006\n",
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      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 18.728961\n",
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      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 18.860123\n",
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      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 19.244127\n",
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      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 19.554161\n",
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      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 20.089329\n",
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      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 20.720919\n",
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      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 21.278640\n",
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      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 21.690723\n",
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      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 22.405914\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 23.028550\n",
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      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 23.591479\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 24.324480\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 25.131661\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 25.758880\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 26.637539\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 27.406334\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 28.156425\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 29.195353\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 30.030855\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 147 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 30.030855\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 14.876175\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 16.052034\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 16.772212\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 17.034404\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 17.321966\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 17.622084\n",
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      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 18.119226\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 18.552830\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 18.942158\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 19.049311\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 19.546385\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 19.805475\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 20.252521\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 20.705984\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 21.174028\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 21.557224\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 22.168660\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 22.750675\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 23.276432\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 23.904883\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 24.575137\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 25.251647\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 26.094855\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 26.846517\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 27.592629\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 28.450722\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 29.380362\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 148 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 29.380362\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 14.522829\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 15.403081\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 15.843267\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 16.349654\n",
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      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 16.704625\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 17.105197\n",
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      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 17.414174\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 17.794524\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 18.199339\n",
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      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:16 | Steps: 10 | Loss: 18.296433\n",
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      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 18.804419\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:18 | Steps: 12 | Loss: 19.144281\n",
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      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:19 | Steps: 13 | Loss: 19.700131\n",
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      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:20 | Steps: 14 | Loss: 20.049880\n",
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      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:21 | Steps: 15 | Loss: 20.546694\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 20.940898\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 21.517551\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 21.976697\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 22.600125\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:27 | Steps: 20 | Loss: 23.199116\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 23.877393\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 24.559189\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:31 | Steps: 23 | Loss: 25.388498\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 26.143150\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 27.001670\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 27.698843\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 28.432350\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 149 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 28.432350\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 14.027735\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 15.684525\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 15.985632\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 16.305175\n",
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      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 16.598374\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 17.021179\n",
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      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 17.506859\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 17.820394\n",
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      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 18.355243\n",
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      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 18.588605\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 18.997644\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 19.460336\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 19.828720\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 20.234255\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 20.806931\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 21.139966\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 21.665090\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 22.137546\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 22.704571\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 23.348254\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 24.097120\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 24.802620\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 25.616482\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 26.271621\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 26.946485\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 27.693627\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 28.523367\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 150 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 28.523367\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 14.360074\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 15.392855\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 15.844503\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 15.986771\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 16.201287\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 16.466104\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 16.856495\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 17.155796\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 17.593351\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 17.772009\n",
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      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 18.172470\n",
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      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 18.519373\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 19.036253\n",
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      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 19.529042\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 19.961466\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 20.417480\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 21.078459\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 21.610018\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 22.077317\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 22.701511\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 23.393125\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 24.145173\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 24.965749\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 25.674150\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 26.482104\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 27.288862\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 28.041276\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 151 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 28.041276\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 13.657787\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 14.960255\n",
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      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 15.858164\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 16.030787\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 16.397803\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 16.710832\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 16.905101\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 17.306840\n",
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      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 17.646075\n",
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      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 17.814078\n",
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      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 18.242917\n",
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      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 18.588047\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 19.073138\n",
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      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 19.433524\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:21 | Steps: 15 | Loss: 19.939146\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 20.329514\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 20.947709\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 21.432808\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 21.933612\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:27 | Steps: 20 | Loss: 22.406894\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 23.129595\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 23.844198\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:31 | Steps: 23 | Loss: 24.654474\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 25.440272\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 26.175978\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 26.966694\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 27.886723\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 152 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 27.886723\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 13.290501\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 15.011576\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 15.135856\n",
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      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 15.541428\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 15.867641\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 16.168823\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 16.717825\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 17.101189\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 17.467225\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 17.652631\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 18.046485\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 18.486425\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 19.096694\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 19.493069\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 19.869394\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 20.299097\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 20.881683\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 21.433355\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 21.814470\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 22.472079\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 23.152341\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 23.758556\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 24.503768\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 25.168104\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 26.059286\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 26.907644\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 27.707401\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 153 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 27.707401\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 13.416533\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 14.516973\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 15.011827\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 15.375279\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 15.773234\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 16.381345\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 16.864904\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 17.081729\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 17.339313\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 17.525296\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 17.985581\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 18.358116\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 18.686917\n",
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      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 19.063818\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 19.452856\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 19.855494\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 20.259409\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 20.806211\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 21.301263\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 21.747228\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 22.429955\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 23.087239\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 23.898721\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 24.591969\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 25.293739\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 26.075566\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 26.975122\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 154 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 26.975122\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 13.082102\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 13.909285\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 14.391688\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 14.963636\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:09 | Steps: 5 | Loss: 15.370025\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 15.868220\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 16.268591\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 16.607018\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 16.938087\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 17.128733\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 17.615111\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 17.871236\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 18.319978\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 18.737895\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 19.147730\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 19.678830\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 20.173139\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 20.660197\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 21.210361\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 21.956002\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 22.623397\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 23.184321\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 23.994975\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 24.759233\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 25.585001\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 26.383464\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 27.219050\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 155 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 27.219050\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 13.413662\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 14.130997\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 14.350821\n",
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      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 14.805737\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:11 | Steps: 5 | Loss: 15.245301\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 15.501697\n",
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      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 15.952192\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 16.373308\n",
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      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 16.787718\n",
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      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 16.941305\n",
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      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 17.319794\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 17.636998\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 18.164723\n",
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      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 18.432295\n",
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      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:21 | Steps: 15 | Loss: 18.963783\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 19.442864\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 19.987114\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 20.401720\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:26 | Steps: 19 | Loss: 20.938717\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:27 | Steps: 20 | Loss: 21.486227\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 22.150803\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:30 | Steps: 22 | Loss: 22.824945\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:31 | Steps: 23 | Loss: 23.605703\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 24.348122\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 25.098205\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:36 | Steps: 26 | Loss: 25.861820\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 26.666661\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 156 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 26.666661\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 13.611844\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 14.247117\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 14.581391\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:10 | Steps: 4 | Loss: 14.901624\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 15.143239\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 15.464466\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 15.869005\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 16.288542\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 16.555385\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 16.693959\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 17.039811\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 17.450174\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 17.827609\n",
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      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 18.087523\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 18.655028\n",
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      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 19.037661\n",
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      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 19.653513\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 20.257104\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 20.771497\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 21.376319\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 22.053952\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 22.774265\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 23.453379\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 24.202436\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 25.027927\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 25.824259\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 26.669040\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 157 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 26.669040\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 13.030105\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 13.993953\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 14.284400\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 14.729997\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 15.127284\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 15.538963\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 15.981098\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 16.309877\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 16.754625\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 16.843966\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 17.284311\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 17.684657\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 18.020255\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 18.384289\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 18.827033\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 19.092027\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 19.689095\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 20.322450\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 20.863152\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 21.352716\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 22.079945\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 22.879153\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 23.574609\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 24.254125\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 24.946050\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 25.673137\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 26.232861\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 158 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 26.232861\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 13.361137\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 14.258455\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 14.349684\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 14.788945\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 15.094162\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 15.481577\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 15.784525\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:14 | Steps: 8 | Loss: 16.084986\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:15 | Steps: 9 | Loss: 16.507245\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:16 | Steps: 10 | Loss: 16.645588\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 17.071471\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 17.334015\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 17.866948\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 18.317897\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 18.877439\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 19.141515\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 19.658662\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 20.098637\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 20.675452\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 21.187901\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 21.939157\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 22.574819\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 23.266486\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 23.881480\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 24.601544\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 25.302451\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 26.042712\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 159 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 26.042712\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 13.348208\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 14.269102\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 14.632274\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 14.882680\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 15.095521\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 15.227616\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 15.598039\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 15.862018\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 16.307132\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 16.381146\n",
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      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 16.907130\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 17.269777\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 17.616780\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 17.872681\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 18.248151\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 18.581834\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 19.113254\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 19.534093\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 20.030677\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 20.592343\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 21.240869\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 21.793627\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 22.465299\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 23.223558\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 23.869786\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 24.530861\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 25.309083\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 160 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 25.309083\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 13.925295\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 14.720056\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 14.800669\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 14.883404\n",
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      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 15.078026\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 15.522453\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 15.914401\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 16.208608\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 16.542924\n",
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      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 16.453844\n",
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      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 16.897496\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 17.260081\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 17.637580\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 18.027229\n",
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      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 18.463341\n",
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      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 18.766452\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 19.263023\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 19.719494\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 20.207260\n",
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      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 20.619359\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 21.176662\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 21.769974\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 22.421459\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 23.051123\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 23.778966\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 24.460505\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 25.245845\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 161 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 25.245845\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 13.611710\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 14.274059\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 14.809354\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 15.253673\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 15.286045\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 15.490755\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 15.813008\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 16.063472\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 16.418544\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 16.594586\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 17.003908\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 17.337354\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 17.677651\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 17.933723\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 18.382358\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 18.831780\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 19.360708\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 19.967885\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 20.465544\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 21.023552\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 21.641695\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 22.250361\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 22.979150\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 23.565186\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 24.260154\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 24.934323\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 25.733645\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 162 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 25.733645\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 12.511544\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 14.177239\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 14.451467\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 14.896528\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 15.053153\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 15.252744\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 15.588544\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 16.021456\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 16.458970\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 16.542751\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 16.943313\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 17.385196\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 17.741806\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 18.002188\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 18.508882\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 18.867658\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 19.342425\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 19.653596\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 20.161794\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 20.709425\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 21.322256\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 21.822725\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 22.442906\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 23.160096\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 23.910289\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 24.676301\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 25.339034\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 163 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 25.339034\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 12.401585\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 13.397272\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 13.756934\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:10 | Steps: 4 | Loss: 14.129129\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 14.320300\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 14.707775\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 15.000190\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 15.334530\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 15.618753\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 15.603534\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 15.985633\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 16.365729\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 16.825270\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 17.203806\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 17.462801\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 17.794988\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 18.306186\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 18.773231\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 19.325909\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 19.774320\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 20.541856\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 21.053960\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 21.790378\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 22.495456\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 23.193699\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 23.938077\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 24.641477\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 164 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 24.641477\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 12.548208\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 13.122838\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 13.695367\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 13.788947\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:11 | Steps: 5 | Loss: 14.176751\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:12 | Steps: 6 | Loss: 14.578490\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 15.037341\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 15.261457\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 15.585423\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 15.539419\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 15.926835\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 16.252493\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 16.598660\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 16.915425\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 17.380750\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 17.608551\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 18.035038\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 18.521938\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 19.057416\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 19.565263\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 20.166762\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 20.805334\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:31 | Steps: 23 | Loss: 21.368268\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 22.127332\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 22.798875\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:36 | Steps: 26 | Loss: 23.485061\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 24.236875\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 165 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 24.236875\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 11.614463\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 12.864885\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 13.323355\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 13.606445\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 13.827128\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 14.203748\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 14.650162\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 15.021212\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 15.322284\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 15.456250\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 15.722139\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 16.172487\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 16.582602\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 16.975157\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 17.495092\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 17.848386\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 18.284499\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 18.826736\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 19.299798\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 19.842041\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 20.468168\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 21.035811\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 21.716793\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 22.331287\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 23.021653\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 23.693213\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 24.358412\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 166 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 24.358412\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 12.232436\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 13.370829\n",
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      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 13.551667\n",
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      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:10 | Steps: 4 | Loss: 13.663746\n",
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      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:11 | Steps: 5 | Loss: 13.941941\n",
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      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:12 | Steps: 6 | Loss: 14.405976\n",
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      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:13 | Steps: 7 | Loss: 14.679908\n",
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      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:14 | Steps: 8 | Loss: 14.961414\n",
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      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 15.399350\n",
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      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:16 | Steps: 10 | Loss: 15.496254\n",
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      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:17 | Steps: 11 | Loss: 15.992342\n",
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      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:18 | Steps: 12 | Loss: 16.250117\n",
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      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:19 | Steps: 13 | Loss: 16.754125\n",
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      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:20 | Steps: 14 | Loss: 17.065218\n",
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      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:21 | Steps: 15 | Loss: 17.531715\n",
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      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 17.899787\n",
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      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:24 | Steps: 17 | Loss: 18.446221\n",
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      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:25 | Steps: 18 | Loss: 18.883906\n",
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      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:26 | Steps: 19 | Loss: 19.295156\n",
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      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:27 | Steps: 20 | Loss: 19.635953\n",
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      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:29 | Steps: 21 | Loss: 20.290826\n",
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      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:30 | Steps: 22 | Loss: 20.830591\n",
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      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:31 | Steps: 23 | Loss: 21.485524\n",
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      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:33 | Steps: 24 | Loss: 22.187274\n",
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      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:35 | Steps: 25 | Loss: 22.855244\n",
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      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:36 | Steps: 26 | Loss: 23.563675\n",
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      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 24.194494\n",
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      "\u001b[34mEpoch 167 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 24.194494\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 11.504225\n",
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      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 12.627378\n",
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      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 12.791906\n",
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      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 13.250577\n",
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      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 13.657322\n",
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      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 13.964154\n",
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      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 14.319860\n",
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      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 14.566961\n",
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      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 14.765385\n",
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      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 14.929499\n",
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      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:17 | Steps: 11 | Loss: 15.372599\n",
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      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:18 | Steps: 12 | Loss: 15.649175\n",
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      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:19 | Steps: 13 | Loss: 16.039880\n",
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      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:20 | Steps: 14 | Loss: 16.435582\n",
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      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:21 | Steps: 15 | Loss: 16.989737\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 17.305867\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 17.793668\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 18.217022\n",
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      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 18.689503\n",
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      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 19.169007\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 19.765974\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 20.286965\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 20.903403\n",
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      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 21.394849\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 22.153632\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 22.942127\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 23.722667\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 168 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 23.722667\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 11.653759\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 12.893987\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 13.164636\n",
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      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 13.763975\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 14.006343\n",
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      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:10 | Steps: 6 | Loss: 14.390188\n",
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      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 14.580820\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 14.917297\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 15.220522\n",
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      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 15.406982\n",
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      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 15.857455\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 16.129401\n",
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      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:16 | Steps: 13 | Loss: 16.589160\n",
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      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:17 | Steps: 14 | Loss: 16.843764\n",
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      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:18 | Steps: 15 | Loss: 17.211253\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:19 | Steps: 16 | Loss: 17.518624\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 17.987627\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 18.440126\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:23 | Steps: 19 | Loss: 18.831120\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:24 | Steps: 20 | Loss: 19.278490\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:25 | Steps: 21 | Loss: 19.965318\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:26 | Steps: 22 | Loss: 20.459455\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:28 | Steps: 23 | Loss: 21.169029\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:29 | Steps: 24 | Loss: 21.654810\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:31 | Steps: 25 | Loss: 22.261377\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:32 | Steps: 26 | Loss: 22.881590\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:34 | Steps: 27 | Loss: 23.564582\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 169 |   Training | Elapsed Time: 0:00:34 | Steps: 27 | Loss: 23.564582\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 170 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 170 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 12.175123\n",
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      "\u001b[34mEpoch 170 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 13.284594\n",
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      "\u001b[34mEpoch 170 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 13.406513\n",
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      "\u001b[34mEpoch 170 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 13.875381\n",
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      "\u001b[34mEpoch 170 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 13.990060\n",
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      "\u001b[34mEpoch 170 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 14.445628\n",
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      "\u001b[34mEpoch 170 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 14.714212\n",
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      "\u001b[34mEpoch 170 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 14.912860\n",
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      "\u001b[34mEpoch 170 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 15.639216\n",
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      "\u001b[34mEpoch 170 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 15.920015\n",
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      "\u001b[34mEpoch 170 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 16.362821\n",
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      "\u001b[34mEpoch 170 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 16.639398\n",
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      "\u001b[34mEpoch 170 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 16.964843\n",
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      "\u001b[34mEpoch 170 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 17.283967\n",
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      "\u001b[34mEpoch 170 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 17.705354\n",
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      "\u001b[34mEpoch 170 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 18.124804\n",
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      "\u001b[34mEpoch 170 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 18.676644\n",
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      "\u001b[34mEpoch 170 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 19.205690\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 170 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 19.752413\n",
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      "\u001b[34mEpoch 170 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 20.465724\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 170 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 21.168927\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 170 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 21.671263\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 170 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 22.337555\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 170 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 23.057161\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 170 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 23.780555\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 170 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 23.780555\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 12.294464\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 13.300354\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 13.281466\n",
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      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 13.781391\n",
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      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 14.011835\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 14.105801\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 14.325162\n",
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      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 14.515344\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 14.778438\n",
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      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 14.965733\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 15.376951\n",
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      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 15.627849\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 15.955727\n",
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      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 16.272568\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 16.611515\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 16.986020\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 17.450747\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 17.919532\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 18.303158\n",
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      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 18.758802\n",
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      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 19.459352\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 20.035036\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 20.772892\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 21.363216\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 21.837998\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 22.503967\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 23.145019\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 171 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 23.145019\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 12.067915\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 12.891502\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 13.432046\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:10 | Steps: 4 | Loss: 13.692878\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 13.995910\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 14.310482\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 14.630228\n",
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      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 14.783140\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 15.209848\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 15.279236\n",
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      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 15.640883\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 15.899726\n",
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      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 16.217113\n",
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      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 16.545675\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 16.862926\n",
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      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 17.192476\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 17.620180\n",
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      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 18.069126\n",
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      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 18.451123\n",
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      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 18.930447\n",
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      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 19.520741\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 19.983609\n",
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      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 20.677251\n",
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      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 21.331967\n",
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      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 22.000168\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 22.617108\n",
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      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 23.311971\n",
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      "\u001b[34mEpoch 172 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 23.311971\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 12.294584\n",
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      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 13.333994\n",
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      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 13.595409\n",
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      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:10 | Steps: 4 | Loss: 13.790889\n",
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      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:11 | Steps: 5 | Loss: 13.982888\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 14.303845\n",
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      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 14.657751\n",
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      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 14.885851\n",
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      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 15.262427\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 15.401360\n",
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      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 15.900354\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 16.139394\n",
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      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 16.456309\n",
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      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 16.630113\n",
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      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 17.092413\n",
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      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 17.456469\n",
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      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 17.891032\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 18.330775\n",
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      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 18.790615\n",
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      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 19.212684\n",
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      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 19.792347\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 20.364930\n",
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      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 20.864961\n",
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      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 21.388200\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 22.103549\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 22.782543\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 23.463264\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 173 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 23.463264\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 11.765972\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 12.461260\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 12.729396\n",
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      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 13.034882\n",
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      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:11 | Steps: 5 | Loss: 13.400158\n",
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      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 13.851042\n",
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      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 14.048349\n",
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      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 14.229563\n",
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      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 14.671908\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:16 | Steps: 10 | Loss: 14.823676\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:17 | Steps: 11 | Loss: 15.121778\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:18 | Steps: 12 | Loss: 15.594116\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:19 | Steps: 13 | Loss: 15.962642\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:20 | Steps: 14 | Loss: 16.348460\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:21 | Steps: 15 | Loss: 16.703416\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 17.071955\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 17.540100\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:25 | Steps: 18 | Loss: 17.913009\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:26 | Steps: 19 | Loss: 18.380159\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:27 | Steps: 20 | Loss: 18.854705\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 19.420171\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:30 | Steps: 22 | Loss: 20.024911\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:31 | Steps: 23 | Loss: 20.704018\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:33 | Steps: 24 | Loss: 21.273167\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 21.805408\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:36 | Steps: 26 | Loss: 22.526212\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 23.121399\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 174 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 23.121399\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 11.385131\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 12.729420\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 12.762898\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 12.890720\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 13.034211\n",
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      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 13.293944\n",
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      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 13.772110\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 14.081714\n",
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      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 14.555157\n",
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      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 14.688124\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 15.150559\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 15.423880\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 15.807889\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 16.094623\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 16.490665\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 16.797500\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 17.181535\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 17.668131\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 18.194782\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 18.721168\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 19.199648\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 19.740720\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 20.375954\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 20.977051\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 21.616057\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 22.245509\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 22.882351\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 175 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 22.882351\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 11.864082\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 12.730674\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 12.941375\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:10 | Steps: 4 | Loss: 13.208892\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:11 | Steps: 5 | Loss: 13.301478\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:12 | Steps: 6 | Loss: 13.558123\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:13 | Steps: 7 | Loss: 13.765432\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:14 | Steps: 8 | Loss: 14.053764\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 14.352466\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 14.354984\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 14.683213\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:18 | Steps: 12 | Loss: 14.914921\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:19 | Steps: 13 | Loss: 15.430448\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:20 | Steps: 14 | Loss: 15.653781\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:21 | Steps: 15 | Loss: 16.058491\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 16.487616\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 16.941888\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 17.365237\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:26 | Steps: 19 | Loss: 17.757614\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:27 | Steps: 20 | Loss: 18.285950\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 18.899939\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:30 | Steps: 22 | Loss: 19.405212\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:31 | Steps: 23 | Loss: 20.020723\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:33 | Steps: 24 | Loss: 20.811718\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 21.384513\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:36 | Steps: 26 | Loss: 22.105093\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 22.905933\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 176 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 22.905933\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 10.931984\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 11.996084\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 12.569474\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 12.834071\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 12.894640\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 13.150747\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 13.773013\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 14.104146\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 14.394054\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 14.471682\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 14.929707\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 15.087263\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 15.420331\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 15.794603\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 16.232911\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 16.618446\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 17.064095\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 17.527140\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 18.042259\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 18.497322\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 19.116199\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 19.583464\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 20.208247\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 20.744417\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 21.300643\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 21.986412\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 22.564862\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 177 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 22.564862\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 11.292781\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 12.096453\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 12.698145\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 12.997088\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 13.224615\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 13.429846\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 13.821333\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 14.112962\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 14.493977\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 14.589821\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 14.871369\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 15.093773\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 15.456369\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 15.726211\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 16.125631\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 16.323601\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 16.642094\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 17.034684\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 17.477143\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 17.943681\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 18.494472\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 18.913708\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 19.487517\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 20.128305\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 20.655236\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 21.377147\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 22.010191\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 178 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 22.010191\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 10.514585\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 11.285322\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 11.758705\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 12.135272\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 12.482400\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 12.933870\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 13.251217\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 13.481133\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 13.848194\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 14.028055\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 14.309125\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 14.536348\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 14.893736\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 15.289271\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 15.626031\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 16.090041\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 16.447285\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 16.897499\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 17.392881\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 17.942781\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 18.564493\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 19.148263\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 19.842491\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 20.443441\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 21.111362\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 21.973882\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 22.609411\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 179 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 22.609411\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 11.655090\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 12.241167\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 12.279888\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 12.544943\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 12.511764\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 12.956427\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 13.387022\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 13.683948\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 14.036143\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 14.169567\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 14.579689\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 14.788516\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 15.063680\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:20 | Steps: 14 | Loss: 15.497571\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 15.689339\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 15.871558\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 16.394582\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 16.829985\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 17.262726\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 17.689240\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 18.285278\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 18.858490\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 19.453547\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 20.068807\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 20.630183\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 21.393469\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 21.984045\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 180 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 21.984045\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 10.931528\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 11.832341\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 12.541827\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:10 | Steps: 4 | Loss: 13.014724\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:11 | Steps: 5 | Loss: 13.025963\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:12 | Steps: 6 | Loss: 13.134886\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:13 | Steps: 7 | Loss: 13.509137\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:14 | Steps: 8 | Loss: 13.673470\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:15 | Steps: 9 | Loss: 13.914398\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 13.961367\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 14.317302\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:18 | Steps: 12 | Loss: 14.632452\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:19 | Steps: 13 | Loss: 15.037911\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:20 | Steps: 14 | Loss: 15.327334\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:21 | Steps: 15 | Loss: 15.610826\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 15.878685\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 16.450958\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 16.838452\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 17.297081\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:27 | Steps: 20 | Loss: 17.884074\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 18.381975\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 18.853169\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:31 | Steps: 23 | Loss: 19.498210\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 19.994697\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 20.465723\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:36 | Steps: 26 | Loss: 21.184025\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 21.772784\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 181 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 21.772784\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 11.186824\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 11.379848\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 11.834645\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 11.929597\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 12.275511\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 12.704611\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 12.933141\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 13.236097\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 13.643068\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 13.690602\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 13.991805\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 14.335543\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 14.653611\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 14.871067\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 15.271438\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 15.581448\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 16.012203\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 16.408174\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 17.016889\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 17.473972\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 18.034012\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 18.467862\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 19.130964\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 19.647931\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 20.233101\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 21.038896\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 21.736905\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 182 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 21.736905\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 11.264382\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 12.037931\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 12.009732\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:10 | Steps: 4 | Loss: 12.371345\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:11 | Steps: 5 | Loss: 12.675025\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:12 | Steps: 6 | Loss: 12.898495\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:13 | Steps: 7 | Loss: 13.259003\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:14 | Steps: 8 | Loss: 13.511674\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:15 | Steps: 9 | Loss: 13.717621\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:16 | Steps: 10 | Loss: 13.763937\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 14.197928\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 14.411769\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 14.787363\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 15.038419\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 15.283776\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 15.581011\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 16.094336\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 16.579716\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 16.911384\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 17.424181\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 18.068621\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 18.462500\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 19.218594\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 19.873363\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 20.438796\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 21.206672\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 21.789668\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 183 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 21.789668\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 10.421523\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 11.579309\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 11.625754\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:10 | Steps: 4 | Loss: 12.051340\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 12.309811\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 12.488880\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 12.805048\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 12.996428\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 13.264973\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 13.461915\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 13.809276\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 14.066230\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 14.489435\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 14.855848\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 15.255593\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 15.441070\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 15.839034\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 16.354800\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 16.645653\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 17.045406\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 17.436224\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 17.921793\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 18.391251\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 18.926422\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 19.540151\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 20.074836\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 20.658874\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 184 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 20.658874\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 10.535038\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 11.579471\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 11.813045\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 11.927752\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 12.363342\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 12.824297\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 13.109389\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 13.287798\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 13.579055\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 13.608260\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 14.084420\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 14.320950\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 14.573015\n",
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      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:20 | Steps: 14 | Loss: 15.035422\n",
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      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:21 | Steps: 15 | Loss: 15.303420\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 15.513505\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 15.882209\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:25 | Steps: 18 | Loss: 16.370165\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:26 | Steps: 19 | Loss: 16.766809\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:27 | Steps: 20 | Loss: 17.195235\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 17.745873\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:30 | Steps: 22 | Loss: 18.266319\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:31 | Steps: 23 | Loss: 18.903489\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:33 | Steps: 24 | Loss: 19.458854\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 19.960614\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:36 | Steps: 26 | Loss: 20.744516\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 21.353858\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 185 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 21.353858\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 10.311681\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 11.364474\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 11.697929\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 11.925189\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 12.012449\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 12.510569\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:11 | Steps: 7 | Loss: 12.782765\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:12 | Steps: 8 | Loss: 13.046255\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 13.218245\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 13.172993\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 13.657257\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 14.016339\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 14.366803\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 14.593269\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 14.813275\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 15.059832\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 15.423884\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:22 | Steps: 18 | Loss: 15.844727\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 16.191843\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 16.707213\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 17.176731\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:27 | Steps: 22 | Loss: 17.577015\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 18.172809\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 18.654633\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 19.225920\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 19.733273\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 20.496042\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 186 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 20.496042\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 10.650000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 11.540722\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 11.881957\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 12.257073\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 12.485144\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 12.795091\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 13.324290\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 13.472950\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 13.681652\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 13.857043\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 14.245544\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 14.309404\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 14.698044\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 15.057883\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 15.407089\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 15.666656\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 16.087527\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 16.521304\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 16.828601\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 17.155800\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 17.471406\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 17.993387\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 18.592325\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 19.073980\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 19.639203\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 20.212802\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 20.938986\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 187 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 20.938986\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 10.294477\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 11.065598\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 11.584815\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:10 | Steps: 4 | Loss: 11.865986\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 12.172154\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 12.405648\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 12.797168\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 13.090183\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:15 | Steps: 9 | Loss: 13.429076\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:16 | Steps: 10 | Loss: 13.593752\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:17 | Steps: 11 | Loss: 13.988205\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:18 | Steps: 12 | Loss: 14.447727\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:19 | Steps: 13 | Loss: 14.563970\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:20 | Steps: 14 | Loss: 14.865037\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:21 | Steps: 15 | Loss: 15.251431\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:23 | Steps: 16 | Loss: 15.390064\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:24 | Steps: 17 | Loss: 15.799413\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:25 | Steps: 18 | Loss: 16.179509\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:26 | Steps: 19 | Loss: 16.606640\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:28 | Steps: 20 | Loss: 17.114486\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:29 | Steps: 21 | Loss: 17.548631\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:30 | Steps: 22 | Loss: 17.979222\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:32 | Steps: 23 | Loss: 18.546135\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:33 | Steps: 24 | Loss: 19.154643\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:35 | Steps: 25 | Loss: 19.687101\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:37 | Steps: 26 | Loss: 20.285284\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:39 | Steps: 27 | Loss: 20.915186\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 188 |   Training | Elapsed Time: 0:00:39 | Steps: 27 | Loss: 20.915186\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 9.815673\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 10.860237\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 11.287717\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:10 | Steps: 4 | Loss: 11.807176\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 11.948619\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 12.182077\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 12.493700\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 12.784962\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 13.044791\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 13.184564\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 13.575462\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 13.934536\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 14.263759\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 14.330610\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 14.779174\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 15.151540\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 15.573182\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 15.989902\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 16.294600\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 16.754177\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 17.330554\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 17.813812\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 18.386747\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 18.862408\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 19.618133\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 20.186995\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 20.834794\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 189 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 20.834794\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 10.898391\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 11.173969\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 11.666022\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 11.759103\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 11.714649\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 11.991372\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 12.265982\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 12.483078\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 12.897401\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 13.006690\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 13.548558\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 13.881323\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 14.249866\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:20 | Steps: 14 | Loss: 14.540457\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:21 | Steps: 15 | Loss: 14.977005\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 15.237888\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 15.591014\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 15.894070\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 16.353357\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:27 | Steps: 20 | Loss: 16.712102\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 17.161354\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 17.521780\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:31 | Steps: 23 | Loss: 18.126874\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 18.697493\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 19.237554\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:36 | Steps: 26 | Loss: 19.820714\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 20.543197\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 190 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 20.543197\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 10.886605\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 11.362727\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 11.949065\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 12.051200\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 12.123365\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 12.254353\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 12.558721\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 12.863476\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 13.169099\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 13.303234\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 13.533617\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 13.757073\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 14.025531\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 14.277380\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 14.656581\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 15.043845\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 15.345537\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 15.748407\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 16.085903\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 16.466429\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 17.013499\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 17.597406\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 18.183917\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 18.744221\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 19.220675\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 19.772251\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 20.384957\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 191 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 20.384957\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 9.247540\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 10.994434\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 11.630005\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 11.877801\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 12.063940\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 12.349729\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 12.645250\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 12.857448\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 13.084050\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:14 | Steps: 10 | Loss: 13.358660\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 13.569348\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 13.935986\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 14.180618\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:18 | Steps: 14 | Loss: 14.472297\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:19 | Steps: 15 | Loss: 14.847019\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:20 | Steps: 16 | Loss: 15.225563\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:21 | Steps: 17 | Loss: 15.653671\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 15.995558\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 16.421972\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 16.854004\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 17.188225\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 17.565857\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 18.060425\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:30 | Steps: 24 | Loss: 18.692950\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 19.210449\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 19.729044\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 20.265904\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 192 |   Training | Elapsed Time: 0:00:36 | Steps: 27 | Loss: 20.265904\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 10.712158\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 10.837095\n",
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      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 11.142943\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 11.206881\n",
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      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 11.497866\n",
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      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 11.890450\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 12.290407\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 12.662563\n",
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      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:13 | Steps: 9 | Loss: 12.862497\n",
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      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 12.897836\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 13.214703\n",
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      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 13.560544\n",
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      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 13.812452\n",
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      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 14.055723\n",
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      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 14.438048\n",
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      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 14.656716\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 15.058043\n",
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      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 15.269277\n",
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      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 15.534142\n",
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      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 15.925556\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 16.431557\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 16.923991\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 17.451758\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 17.867143\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 18.302332\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 18.905019\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 19.637938\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 193 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 19.637938\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
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      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 10.682274\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 10.918116\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 11.176954\n",
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      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 11.650817\n",
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      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 11.999618\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 12.330611\n",
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      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 12.507772\n",
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      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 12.752418\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 13.011504\n",
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      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 13.208611\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 13.477851\n",
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      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 13.747770\n",
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      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 13.894439\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 14.150031\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 14.468010\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 14.609617\n",
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      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 14.996951\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 15.407620\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 15.828569\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 16.297115\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 16.734842\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 17.199643\n",
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      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 17.729930\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 18.341132\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 18.823485\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 19.452503\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 20.165659\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 194 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 20.165659\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 11.101522\n",
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      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 11.067408\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 11.429643\n",
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      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:10 | Steps: 4 | Loss: 11.115821\n",
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      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:11 | Steps: 5 | Loss: 11.338277\n",
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      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:12 | Steps: 6 | Loss: 11.697303\n",
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      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:13 | Steps: 7 | Loss: 11.850249\n",
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      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:14 | Steps: 8 | Loss: 12.073831\n",
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      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:15 | Steps: 9 | Loss: 12.412323\n",
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      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:16 | Steps: 10 | Loss: 12.495777\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:17 | Steps: 11 | Loss: 12.799640\n",
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      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:18 | Steps: 12 | Loss: 13.078303\n",
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      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:19 | Steps: 13 | Loss: 13.468208\n",
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      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:20 | Steps: 14 | Loss: 13.807505\n",
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      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:21 | Steps: 15 | Loss: 14.125819\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 14.410269\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 14.848123\n",
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      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 15.159279\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:26 | Steps: 19 | Loss: 15.444959\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:27 | Steps: 20 | Loss: 15.906946\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 16.404574\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 16.894028\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:31 | Steps: 23 | Loss: 17.347716\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 17.935327\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 18.522794\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 19.253779\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 19.791412\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 195 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 19.791412\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 9.750450\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 10.840609\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 10.859198\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:10 | Steps: 4 | Loss: 11.044642\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:11 | Steps: 5 | Loss: 11.245376\n",
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      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 11.691553\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 11.928551\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 12.204907\n",
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      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 12.635369\n",
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      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 12.726917\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 13.019672\n",
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      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 13.242695\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:17 | Steps: 13 | Loss: 13.556869\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 13.832272\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 14.252532\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 14.600940\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 15.038891\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 15.437793\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 15.737952\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 16.026876\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:27 | Steps: 21 | Loss: 16.521725\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 16.946578\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:30 | Steps: 23 | Loss: 17.506005\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 17.913827\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:33 | Steps: 25 | Loss: 18.398484\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:35 | Steps: 26 | Loss: 19.013731\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 19.679711\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 196 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 19.679711\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 9.788902\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:07 | Steps: 2 | Loss: 10.775180\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:08 | Steps: 3 | Loss: 11.167570\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 11.276188\n",
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      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 11.490480\n",
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      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 11.652749\n",
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      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 11.963052\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 12.264825\n",
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      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 12.528357\n",
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      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 12.719115\n",
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      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 12.919650\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 13.141485\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 13.483608\n",
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      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 13.730653\n",
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      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 13.910828\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:22 | Steps: 16 | Loss: 14.141615\n",
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      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:23 | Steps: 17 | Loss: 14.444621\n",
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      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:24 | Steps: 18 | Loss: 14.914816\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:25 | Steps: 19 | Loss: 15.353863\n",
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      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:26 | Steps: 20 | Loss: 15.859263\n",
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      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:28 | Steps: 21 | Loss: 16.413030\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:29 | Steps: 22 | Loss: 16.796294\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:31 | Steps: 23 | Loss: 17.345751\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:32 | Steps: 24 | Loss: 17.835833\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:34 | Steps: 25 | Loss: 18.355940\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:36 | Steps: 26 | Loss: 18.911697\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 19.478236\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 197 |   Training | Elapsed Time: 0:00:38 | Steps: 27 | Loss: 19.478236\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 9.820745\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 10.501679\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 10.901557\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:09 | Steps: 4 | Loss: 10.868380\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:10 | Steps: 5 | Loss: 11.104515\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 11.341691\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 11.649046\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 11.794644\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 12.168497\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 12.347268\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:15 | Steps: 11 | Loss: 12.617018\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:16 | Steps: 12 | Loss: 12.921141\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:18 | Steps: 13 | Loss: 13.248412\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:19 | Steps: 14 | Loss: 13.539997\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:20 | Steps: 15 | Loss: 13.837728\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:21 | Steps: 16 | Loss: 14.203218\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:22 | Steps: 17 | Loss: 14.548007\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:23 | Steps: 18 | Loss: 14.844140\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:24 | Steps: 19 | Loss: 15.211341\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:25 | Steps: 20 | Loss: 15.542285\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:26 | Steps: 21 | Loss: 16.139695\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:28 | Steps: 22 | Loss: 16.661681\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:29 | Steps: 23 | Loss: 17.225908\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:31 | Steps: 24 | Loss: 17.767539\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:32 | Steps: 25 | Loss: 18.307852\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:34 | Steps: 26 | Loss: 18.799644\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 19.325992\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 198 |   Training | Elapsed Time: 0:00:37 | Steps: 27 | Loss: 19.325992\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:00 | Steps: 0 | Loss: 0.000000\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:07 | Steps: 1 | Loss: 9.690462\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:08 | Steps: 2 | Loss: 10.411691\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:09 | Steps: 3 | Loss: 10.415277\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:10 | Steps: 4 | Loss: 10.745555\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:11 | Steps: 5 | Loss: 11.253370\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:11 | Steps: 6 | Loss: 11.485801\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:12 | Steps: 7 | Loss: 11.598164\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:13 | Steps: 8 | Loss: 11.892233\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:14 | Steps: 9 | Loss: 12.255351\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:15 | Steps: 10 | Loss: 12.478132\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:16 | Steps: 11 | Loss: 12.795673\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:17 | Steps: 12 | Loss: 13.161471\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:19 | Steps: 13 | Loss: 13.501611\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:20 | Steps: 14 | Loss: 13.684387\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:21 | Steps: 15 | Loss: 14.077975\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:23 | Steps: 16 | Loss: 14.204346\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:24 | Steps: 17 | Loss: 14.517785\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:25 | Steps: 18 | Loss: 14.847635\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:26 | Steps: 19 | Loss: 15.237534\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:27 | Steps: 20 | Loss: 15.722754\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:29 | Steps: 21 | Loss: 16.215155\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:30 | Steps: 22 | Loss: 16.642235\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:31 | Steps: 23 | Loss: 17.103278\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:33 | Steps: 24 | Loss: 17.774183\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:35 | Steps: 25 | Loss: 18.191901\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:36 | Steps: 26 | Loss: 18.818242\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:39 | Steps: 27 | Loss: 19.474323\n",
      "\u001b[0m\n",
      "\u001b[34mEpoch 199 |   Training | Elapsed Time: 0:00:39 | Steps: 27 | Loss: 19.474323\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mI FINISHED optimization in 2:06:49.356624\n",
      "\u001b[0m\n",
      "\u001b[34mI Could not find best validating checkpoint.\n",
      "\u001b[0m\n",
      "\u001b[34mI Loading most recent checkpoint from /opt/ml/input/data/checkpoint/train-5394\n",
      "\u001b[0m\n",
      "\u001b[34mI Loading variable from checkpoint: cudnn_lstm/rnn/multi_rnn_cell/cell_0/cudnn_compatible_lstm_cell/bias\n",
      "\u001b[0m\n",
      "\u001b[34mI Loading variable from checkpoint: cudnn_lstm/rnn/multi_rnn_cell/cell_0/cudnn_compatible_lstm_cell/kernel\n",
      "\u001b[0m\n",
      "\u001b[34mI Loading variable from checkpoint: global_step\n",
      "\u001b[0m\n",
      "\u001b[34mI Loading variable from checkpoint: layer_1/bias\n",
      "\u001b[0m\n",
      "\u001b[34mI Loading variable from checkpoint: layer_1/weights\n",
      "\u001b[0m\n",
      "\u001b[34mI Loading variable from checkpoint: layer_2/bias\n",
      "\u001b[0m\n",
      "\u001b[34mI Loading variable from checkpoint: layer_2/weights\n",
      "\u001b[0m\n",
      "\u001b[34mI Loading variable from checkpoint: layer_3/bias\n",
      "\u001b[0m\n",
      "\u001b[34mI Loading variable from checkpoint: layer_3/weights\n",
      "\u001b[0m\n",
      "\u001b[34mI Loading variable from checkpoint: layer_5/bias\n",
      "\u001b[0m\n",
      "\u001b[34mI Loading variable from checkpoint: layer_5/weights\n",
      "\u001b[0m\n",
      "\u001b[34mI Loading variable from checkpoint: layer_6/bias\n",
      "\u001b[0m\n",
      "\u001b[34mI Loading variable from checkpoint: layer_6/weights\n",
      "\u001b[0m\n",
      "\u001b[34mTesting model on /opt/ml/input/data/test/test.csv\n",
      "\u001b[0m\n",
      "\u001b[34mTest epoch | Steps: 0 | Elapsed Time: 0:00:00\n",
      "\u001b[0m\n",
      "\n",
      "2021-03-21 15:10:36 Uploading - Uploading generated training model\u001b[34mTest epoch | Steps: 1 | Elapsed Time: 0:00:05\n",
      "\u001b[0m\n",
      "\u001b[34mTest epoch | Steps: 2 | Elapsed Time: 0:00:06\n",
      "\u001b[0m\n",
      "\u001b[34mTest epoch | Steps: 3 | Elapsed Time: 0:00:06\n",
      "\u001b[0m\n",
      "\u001b[34mTest epoch | Steps: 3 | Elapsed Time: 0:00:06\n",
      "\u001b[0m\n",
      "\u001b[34mTest on /opt/ml/input/data/test/test.csv - WER: 0.624816, CER: 0.434860, loss: 56.115326\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mBest WER: \n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mWER: 0.000000, CER: 0.000000, loss: 38.661087\n",
      "\n",
      " - wav: file:///opt/ml/input/data/test/common_voice_ar_21341013.wav\n",
      "\n",
      " - src: \"دفع عشرة دولارات فقط لذلك القميص\"\n",
      "\n",
      " - res: \"دفع عشرة دولارات فقط لذلك القميص\"\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mWER: 0.000000, CER: 0.000000, loss: 37.172394\n",
      "\n",
      " - wav: file:///opt/ml/input/data/test/common_voice_ar_23973013.wav\n",
      "\n",
      " - src: \"دعنا لا نستعجل كثيرا\"\n",
      "\n",
      " - res: \"دعنا لا نستعجل كثيرا\"\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mWER: 0.000000, CER: 0.000000, loss: 36.894215\n",
      "\n",
      " - wav: file:///opt/ml/input/data/test/common_voice_ar_19348895.wav\n",
      "\n",
      " - src: \"كان عطشانا جدا فطلب القليل من الماء\"\n",
      "\n",
      " - res: \"كان عطشانا جدا فطلب القليل من الماء\"\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mWER: 0.000000, CER: 0.000000, loss: 36.265190\n",
      "\n",
      " - wav: file:///opt/ml/input/data/test/common_voice_ar_24071210.wav\n",
      "\n",
      " - src: \"أمنتم من في السماء أن يخسف بكم الأرض فإذا هي تمور\"\n",
      "\n",
      " - res: \"أمنتم من في السماء أن يخسف بكم الأرض فإذا هي تمور\"\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mWER: 0.000000, CER: 0.000000, loss: 34.475258\n",
      "\n",
      " - wav: file:///opt/ml/input/data/test/common_voice_ar_21868816.wav\n",
      "\n",
      " - src: \"إنا مسؤولون عن حمايتك من الآن فصاعدا\"\n",
      "\n",
      " - res: \"إنا مسؤولون عن حمايتك من الآن فصاعدا\"\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mMedian WER: \n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mWER: 0.777778, CER: 0.543478, loss: 128.951279\n",
      "\n",
      " - wav: file:///opt/ml/input/data/test/common_voice_ar_20401421.wav\n",
      "\n",
      " - src: \"عند دخولي إلى الغرفة كان مستغرقا في قراءة كتاب\"\n",
      "\n",
      " - res: \"هل لي أن أعرف كان السرقة في كرات \"\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mWER: 0.777778, CER: 0.456522, loss: 116.986488\n",
      "\n",
      " - wav: file:///opt/ml/input/data/test/common_voice_ar_20912783.wav\n",
      "\n",
      " - src: \"إن الذين سبقت لهم منا الحسنى أولئك عنها مبعدون\"\n",
      "\n",
      " - res: \"إن منهم أكلم من حسب لك عن مبعدون\"\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mWER: 0.777778, CER: 0.534884, loss: 111.838676\n",
      "\n",
      " - wav: file:///opt/ml/input/data/test/common_voice_ar_23972704.wav\n",
      "\n",
      " - src: \"قال مارك توين كل التعميمات خطأ بما فيها هذه\"\n",
      "\n",
      " - res: \"قال منكم قمت مهد من في هذه\"\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mWER: 0.777778, CER: 0.600000, loss: 100.809219\n",
      "\n",
      " - wav: file:///opt/ml/input/data/test/common_voice_ar_23407520.wav\n",
      "\n",
      " - src: \"أن تكون هادئا في الفصل هو احترام لنوم الآخرين\"\n",
      "\n",
      " - res: \"من تكون هذا في فستان منه\"\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mWER: 0.800000, CER: 0.600000, loss: 151.029633\n",
      "\n",
      " - wav: file:///opt/ml/input/data/test/common_voice_ar_19436320.wav\n",
      "\n",
      " - src: \"أتذكر أني سمعت هذه الموسيقى في مكان ما من قبل\"\n",
      "\n",
      " - res: \"أتذكر ما لشرف مكان القط\"\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mWorst WER: \n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mWER: 1.200000, CER: 0.516129, loss: 80.103081\n",
      "\n",
      " - wav: file:///opt/ml/input/data/test/common_voice_ar_21644292.wav\n",
      "\n",
      " - src: \"هذان العنصران مستقلان عن بعضهما\"\n",
      "\n",
      " - res: \"بم نصرا واتق ما مع بعضهم\"\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mWER: 1.250000, CER: 0.588235, loss: 73.358994\n",
      "\n",
      " - wav: file:///opt/ml/input/data/test/common_voice_ar_19247899.wav\n",
      "\n",
      " - src: \"الطفل لا يمشي بعد\"\n",
      "\n",
      " - res: \"قل في نعيم شيء عده\"\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mWER: 1.333333, CER: 0.631579, loss: 81.360207\n",
      "\n",
      " - wav: file:///opt/ml/input/data/test/common_voice_ar_20962670.wav\n",
      "\n",
      " - src: \"تكاثر الفئران بسرعة\"\n",
      "\n",
      " - res: \"كان الذي أعم الساعة\"\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mWER: 1.500000, CER: 0.666667, loss: 28.687946\n",
      "\n",
      " - wav: file:///opt/ml/input/data/test/common_voice_ar_21868817.wav\n",
      "\n",
      " - src: \"هيا لنلعب\"\n",
      "\n",
      " - res: \"هي لا العام\"\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mWER: 2.000000, CER: 1.000000, loss: 24.344160\n",
      "\n",
      " - wav: file:///opt/ml/input/data/test/common_voice_ar_21919804.wav\n",
      "\n",
      " - src: \"أربعة\"\n",
      "\n",
      " - res: \"قال بعض\"\n",
      "\u001b[0m\n",
      "\u001b[34m--------------------------------------------------------------------------------\n",
      "\u001b[0m\n",
      "\u001b[34mI Exporting the model...\n",
      "\u001b[0m\n",
      "\u001b[34mI Could not find best validating checkpoint.\n",
      "\u001b[0m\n",
      "\u001b[34mI Loading most recent checkpoint from /opt/ml/input/data/checkpoint/train-5394\n",
      "\u001b[0m\n",
      "\u001b[34mI Loading variable from checkpoint: cudnn_lstm/rnn/multi_rnn_cell/cell_0/cudnn_compatible_lstm_cell/bias\n",
      "\u001b[0m\n",
      "\u001b[34mI Loading variable from checkpoint: cudnn_lstm/rnn/multi_rnn_cell/cell_0/cudnn_compatible_lstm_cell/kernel\n",
      "\u001b[0m\n",
      "\u001b[34mI Loading variable from checkpoint: layer_1/bias\n",
      "\u001b[0m\n",
      "\u001b[34mI Loading variable from checkpoint: layer_1/weights\n",
      "\u001b[0m\n",
      "\u001b[34mI Loading variable from checkpoint: layer_2/bias\n",
      "\u001b[0m\n",
      "\u001b[34mI Loading variable from checkpoint: layer_2/weights\n",
      "\u001b[0m\n",
      "\u001b[34mI Loading variable from checkpoint: layer_3/bias\n",
      "\u001b[0m\n",
      "\u001b[34mI Loading variable from checkpoint: layer_3/weights\n",
      "\u001b[0m\n",
      "\u001b[34mI Loading variable from checkpoint: layer_5/bias\n",
      "\u001b[0m\n",
      "\u001b[34mI Loading variable from checkpoint: layer_5/weights\n",
      "\u001b[0m\n",
      "\u001b[34mI Loading variable from checkpoint: layer_6/bias\n",
      "\u001b[0m\n",
      "\u001b[34mI Loading variable from checkpoint: layer_6/weights\n",
      "\u001b[0m\n",
      "\u001b[34mI Models exported at /opt/ml/model\n",
      "\u001b[0m\n",
      "\u001b[34mI Model metadata file saved to /opt/ml/model/author_model_0.0.1.md. Before submitting the exported model for publishing make sure all information in the metadata file is correct, and complete the URL fields.\n",
      "\u001b[0m\n",
      "\u001b[34m[TRUNCATED MESSAGE] 0 bytes are truncated.\u001b[0m\n",
      "\u001b[34m2021-03-21 15:10:35,310 sagemaker_tensorflow_container.training WARNING  Your model will NOT be servable with SageMaker TensorFlow Serving container. The model artifact was not saved in the TensorFlow SavedModel directory structure:\u001b[0m\n",
      "\u001b[34mhttps://www.tensorflow.org/guide/saved_model#structure_of_a_savedmodel_directory\u001b[0m\n",
      "\u001b[34m2021-03-21 15:10:35,310 sagemaker-training-toolkit INFO     Reporting training SUCCESS\u001b[0m\n",
      "\n",
      "2021-03-21 15:11:02 Completed - Training job completed\n",
      "Training seconds: 9396\n",
      "Billable seconds: 9396\n"
     ]
    }
   ],
   "source": [
    "instance_type = 'ml.g4dn.12xlarge'\n",
    "#instance_type = 'ml.p3.2xlarge'\n",
    "#instance_type = 'ml.g4dn.xlarge'\n",
    "\n",
    "#local training\n",
    "#instance_type = 'local'\n",
    "\n",
    "estimator = Estimator(role=role,\n",
    "                      instance_count=1,\n",
    "                      instance_type=instance_type,\n",
    "                      image_uri='625616379791.dkr.ecr.us-east-2.amazonaws.com/deepspeech',\n",
    "                      hyperparameters=hyperparameters,\n",
    "                      disable_profiler=True)\n",
    "\n",
    "\n",
    "train_config = sagemaker.inputs.TrainingInput('s3://{0}/{1}/{2}/'.format(bucket, prefix, 'train'))\n",
    "test_config = sagemaker.inputs.TrainingInput('s3://{0}/{1}/{2}/'.format(bucket, prefix, 'test'))\n",
    "#checkpoint_config = sagemaker.inputs.TrainingInput('s3://{0}/{1}/checkpoint/'.format(bucket, prefix))\n",
    "vocab_file = sagemaker.inputs.TrainingInput('s3://{0}/{1}/vocab/'.format(bucket, prefix))\n",
    "scorer_file = sagemaker.inputs.TrainingInput('s3://{0}/{1}/scorer/'.format(bucket, prefix))\n",
    "\n",
    "\n",
    "print(train_config)\n",
    "estimator.fit({'train': train_config, 'test': test_config, 'vocabulary': vocab_file, 'scorer': scorer_file})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Install Libraries for inference\n",
    "\n",
    "In the next cell, we will install the deepspeech GPU library to make inference requests from the trained model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: deepspeech-gpu in /home/ec2-user/anaconda3/envs/amazonei_tensorflow2_p36/lib/python3.6/site-packages (0.9.3)\n",
      "Collecting webrtcvad\n",
      "  Downloading webrtcvad-2.0.10.tar.gz (66 kB)\n",
      "\u001b[K     |████████████████████████████████| 66 kB 3.4 MB/s eta 0:00:011\n",
      "\u001b[?25hRequirement already satisfied: numpy in /home/ec2-user/anaconda3/envs/amazonei_tensorflow2_p36/lib/python3.6/site-packages (from deepspeech-gpu) (1.18.5)\n",
      "Building wheels for collected packages: webrtcvad\n",
      "  Building wheel for webrtcvad (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for webrtcvad: filename=webrtcvad-2.0.10-cp36-cp36m-linux_x86_64.whl size=69948 sha256=5f37a0884d0e6e9d1021cb1dbbebf78825d09699d2273c2a15f0179390d95822\n",
      "  Stored in directory: /home/ec2-user/.cache/pip/wheels/ba/22/1c/d4e9707bbb27d469c384efc4263d8c7125219c1f088937289c\n",
      "Successfully built webrtcvad\n",
      "Installing collected packages: webrtcvad\n",
      "Successfully installed webrtcvad-2.0.10\n"
     ]
    }
   ],
   "source": [
    "!pip install deepspeech-gpu webrtcvad"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Download the Model Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "download: s3://sagemaker-us-east-2-625616379791/deepspeech-2021-03-21-12-32-32-432/output/model.tar.gz to ./model.tar.gz\n",
      "author_model_0.0.1.md\n",
      "output_graph.pb\n"
     ]
    }
   ],
   "source": [
    "output_path = estimator.latest_training_job.describe()['ModelArtifacts']['S3ModelArtifacts']\n",
    "!aws s3 cp $output_path ./; tar -xvzf model.tar.gz"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading Trained Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [],
   "source": [
    "import glob\n",
    "import webrtcvad\n",
    "import logging\n",
    "import wavSplit\n",
    "from deepspeech import Model\n",
    "from timeit import default_timer as timer\n",
    "\n",
    "\n",
    "#Load the pre-trained model into the memory\n",
    "\n",
    "def load_model(models, scorer):\n",
    "    model_load_start = timer()\n",
    "    ds = Model(models)\n",
    "    model_load_end = timer() - model_load_start\n",
    "    logging.debug(\"Loaded model in %0.3fs.\" % (model_load_end))\n",
    "\n",
    "    scorer_load_start = timer()\n",
    "    ds.enableExternalScorer(scorer)\n",
    "    scorer_load_end = timer() - scorer_load_start\n",
    "    logging.debug('Loaded external scorer in %0.3fs.' % (scorer_load_end))\n",
    "\n",
    "    return [ds, model_load_end, scorer_load_end]\n",
    "\n",
    "def vad_segment_generator(wavFile, aggressiveness):\n",
    "    logging.debug(\"Caught the wav file @: %s\" % (wavFile))\n",
    "    audio, sample_rate, audio_length = wavSplit.read_wave(wavFile)\n",
    "    assert sample_rate == 16000,\n",
    "    vad = webrtcvad.Vad(int(aggressiveness))\n",
    "    frames = wavSplit.frame_generator(30, audio, sample_rate)\n",
    "    frames = list(frames)\n",
    "    segments = wavSplit.vad_collector(sample_rate, 30, 300, vad, frames)\n",
    "\n",
    "    return segments, sample_rate, audio_length\n",
    "\n",
    "def stt(ds, audio, fs):\n",
    "    inference_time = 0.0\n",
    "    audio_length = len(audio) * (1 / fs)\n",
    "\n",
    "    # Run Deepspeech\n",
    "    logging.debug('Running inference...')\n",
    "    inference_start = timer()\n",
    "    output = ds.stt(audio)\n",
    "    inference_end = timer() - inference_start\n",
    "    inference_time += inference_end\n",
    "    logging.debug('Inference took %0.3fs for %0.3fs audio file.' % (inference_end, audio_length))\n",
    "\n",
    "    return [output, inference_time]\n",
    "\n",
    "#Loading the trained ASR model\n",
    "model = load_model('output_graph.pb', 'kenlm.scorer')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Segment Audio file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [],
   "source": [
    "filename = 'common_voice_ar_19058555.wav'\n",
    "segments, sample_rate, audio_length = vad_segment_generator(filename,3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Make an inference request"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "بنا على تجاه الذي سار فيه أظن أنه كان متجها إلى بدا \n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "inference_time = 0.0\n",
    "for i, segment in enumerate(segments):\n",
    "            # Run deepspeech on the chunk that just completed VAD\n",
    "            logging.debug(\"Processing chunk %002d\" % (i,))\n",
    "            audio = np.frombuffer(segment, dtype=np.int16)\n",
    "            output = stt(model[0], audio, sample_rate)\n",
    "            inference_time += output[1]\n",
    "            logging.debug(\"Transcript: %s\" % output[0])\n",
    "\n",
    "            print(output[0] + \" \")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Next Steps:\n",
    "- Build a SageMaker Inference (WIP)\n",
    "- Include steps to optimize inference requests (tuning lm_alpha and lm_beta values involved in creating scorer) (WIP)\n",
    "- Multi-instance GPU training (WIP)\n",
    "- Support fine tuning.\n",
    "- Support transfer learning.\n",
    "- Add steps to create alphabet, vocab files for any language."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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