{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2c47c646-2d18-427f-9097-daae92c50976",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.\n",
    "# SPDX-License-Identifier: MIT-0\n",
    "\n",
    "# REQUIRED: Set pathname which contains the `BBBC005_v1` dataset used for training the model\n",
    "IMG_PATH = \"/root/BBBC005_v1_images/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0fc96f70-d991-48c0-9ff7-67721b9be236",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import boto3\n",
    "import numpy as np\n",
    "import json\n",
    "import urllib.parse\n",
    "import os\n",
    "\n",
    "from sagemaker import get_execution_role\n",
    "from sagemaker import Session\n",
    "from sagemaker.tensorflow.serving import Model\n",
    "from PIL import Image\n",
    "from io import StringIO\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "fd8bdf76-f633-4c80-8c69-0c99201aa2c4",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "role = get_execution_role()\n",
    "sess = Session()\n",
    "bucket = sess.default_bucket()\n",
    "\n",
    "# Create a low-level client representing Amazon SageMaker Runtime\n",
    "sagemaker_runtime = boto3.client(\"sagemaker-runtime\", region_name=\"ap-southeast-2\")\n",
    "\n",
    "# The name of the endpoint. The name must be unique within an AWS Region in your AWS account. \n",
    "endpoint_name='cell-segmentation-model'\n",
    "\n",
    "IMG_NAME = \"SIMCEPImages_A10_C40_F1_s21_w1.TIF\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "98eea22e-525e-4162-8281-93caf71989c8",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.ndarray'>\n",
      "(512, 512, 1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img=Image.open(IMG_PATH + IMG_NAME)\n",
    "\n",
    "newsize = (512, 512)\n",
    "img = img.resize(newsize)\n",
    "\n",
    "# Show the image for debugging\n",
    "plt.imshow(img)\n",
    "\n",
    "img = np.array(img)# convert to np array\n",
    "img = np.expand_dims(img, axis=-1)\n",
    "print(type(img))\n",
    "print(img.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "45c2cc04-25ae-4170-b525-27737c4f2a95",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'list'>\n",
      "(1, 512, 512, 1)\n"
     ]
    }
   ],
   "source": [
    "# Fire off the image to be processed by our SageMaker inference endpoint\n",
    "data = json.dumps({'input_1': img.tolist()})\n",
    "\n",
    "response = sagemaker_runtime.invoke_endpoint(EndpointName=endpoint_name,\n",
    "                                   ContentType='application/json',\n",
    "                                   Body=data)\n",
    "result = json.loads(response['Body'].read().decode())\n",
    "res = result['predictions']\n",
    "\n",
    "print(type(res))\n",
    "#numpy.fromstring(res)\n",
    "arr = np.array(res)\n",
    "\n",
    "preds_test_thresh = (arr >= 0.5).astype(np.uint8)\n",
    "\n",
    "#print(preds_test_thresh)\n",
    "print(preds_test_thresh.shape)\n",
    "\n",
    "output = preds_test_thresh[0, :, :, 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "1dfb1f3e-ce05-40a3-802c-102f4c3ff10e",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f66f4a36bd0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(output, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "805f3180-765d-455d-8dbe-ed2486c69737",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "availableInstances": [
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    "_isFastLaunch": true,
    "category": "General purpose",
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    "memoryGiB": 4,
    "name": "ml.t3.medium",
    "vcpuNum": 2
   },
   {
    "_defaultOrder": 1,
    "_isFastLaunch": false,
    "category": "General purpose",
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    "memoryGiB": 8,
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   },
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   },
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   },
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   },
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   },
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