image_classification_sagemaker_notebook.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6cd25d8b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sagemaker.config INFO - Not applying SDK defaults from location: C:\\ProgramData\\sagemaker\\sagemaker\\config.yaml\n",
      "sagemaker.config INFO - Not applying SDK defaults from location: C:\\Users\\Miray\\AppData\\Local\\sagemaker\\sagemaker\\config.yaml\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import sagemaker\n",
    "import boto3\n",
    "import numpy as np\n",
    "import keras\n",
    "import tensorflow as tf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2d8c7ff0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sagemaker.config INFO - Not applying SDK defaults from location: C:\\ProgramData\\sagemaker\\sagemaker\\config.yaml\n",
      "sagemaker.config INFO - Not applying SDK defaults from location: C:\\Users\\Miray\\AppData\\Local\\sagemaker\\sagemaker\\config.yaml\n",
      "sagemaker.config INFO - Not applying SDK defaults from location: C:\\ProgramData\\sagemaker\\sagemaker\\config.yaml\n",
      "sagemaker.config INFO - Not applying SDK defaults from location: C:\\Users\\Miray\\AppData\\Local\\sagemaker\\sagemaker\\config.yaml\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Couldn't call 'get_role' to get Role ARN from role name arn:aws:iam::120644112934:root to get Role path.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IAM role could not be obtained. A fallback approach is used.\n",
      "sagemaker role arn: arn:aws:iam::120644112934:role/sagemaker-user\n",
      "sagemaker session region: us-east-1\n"
     ]
    }
   ],
   "source": [
    "sagemaker_session = sagemaker.Session()\n",
    "\n",
    "bucket = sagemaker_session.default_bucket()\n",
    "prefix = 'sagemaker/DEMO-tensorflow-chest-scan-image-classification'\n",
    "\n",
    "# Retrieving the IAM role\n",
    "try:\n",
    "    role = sagemaker.get_execution_role()\n",
    "except Exception as e:\n",
    "    print(\"IAM role could not be obtained. A fallback approach is used.\")\n",
    "    iam = boto3.client('iam')\n",
    "    role_name = \"role_name\"  # Replace with your IAM role name\n",
    "    role = iam.get_role(RoleName=role_name)['Role']['Arn']\n",
    "\n",
    "print(f\"sagemaker role arn: {role}\")\n",
    "print(f\"sagemaker session region: {sagemaker_session.boto_region_name}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "04bdf9e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "keras.utils.set_random_seed(42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a4f1c85f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Completed 4.2 MiB/42.1 MiB (19.7 KiB/s) with 428 file(s) remaining\n",
      "Completed 4.2 MiB/42.1 MiB (19.9 KiB/s) with 428 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000048.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000048.png\n",
      "Completed 4.2 MiB/42.1 MiB (19.9 KiB/s) with 427 file(s) remaining\n",
      "Completed 4.3 MiB/42.1 MiB (20.1 KiB/s) with 427 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000049 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000049 (5).png\n",
      "Completed 4.3 MiB/42.1 MiB (20.1 KiB/s) with 426 file(s) remaining\n",
      "Completed 4.4 MiB/42.1 MiB (20.4 KiB/s) with 426 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000049 (9).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000049 (9).png\n",
      "Completed 4.4 MiB/42.1 MiB (20.4 KiB/s) with 425 file(s) remaining\n",
      "Completed 4.5 MiB/42.1 MiB (20.6 KiB/s) with 425 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000050 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000050 (3).png\n",
      "Completed 4.5 MiB/42.1 MiB (20.6 KiB/s) with 424 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000050 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000050 (5).png\n",
      "Completed 4.5 MiB/42.1 MiB (20.9 KiB/s) with 423 file(s) remaining\n",
      "Completed 4.6 MiB/42.1 MiB (21.2 KiB/s) with 423 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000050 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000050 (7).png\n",
      "Completed 4.6 MiB/42.1 MiB (21.2 KiB/s) with 422 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000050 (8).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000050 (8).png\n",
      "Completed 4.7 MiB/42.1 MiB (21.5 KiB/s) with 421 file(s) remaining\n",
      "Completed 4.8 MiB/42.1 MiB (21.8 KiB/s) with 421 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000029 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000029 (4).png\n",
      "Completed 4.8 MiB/42.1 MiB (21.8 KiB/s) with 420 file(s) remaining\n",
      "Completed 4.9 MiB/42.1 MiB (22.1 KiB/s) with 420 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000051 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000051 (3).png\n",
      "Completed 4.9 MiB/42.1 MiB (22.1 KiB/s) with 419 file(s) remaining\n",
      "Completed 5.0 MiB/42.1 MiB (22.3 KiB/s) with 419 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000052 (10).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000052 (10).png\n",
      "Completed 5.0 MiB/42.1 MiB (22.3 KiB/s) with 418 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000054 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000054 (5).png\n",
      "Completed 5.1 MiB/42.1 MiB (22.5 KiB/s) with 417 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000054 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000054 (6).png\n",
      "Completed 5.1 MiB/42.1 MiB (22.7 KiB/s) with 416 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000054 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000054 (7).png\n",
      "Completed 5.2 MiB/42.1 MiB (23.0 KiB/s) with 415 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000054.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000054.png\n",
      "Completed 5.3 MiB/42.1 MiB (23.1 KiB/s) with 414 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000055 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000055 (2).png\n",
      "Completed 5.4 MiB/42.1 MiB (23.4 KiB/s) with 413 file(s) remaining\n",
      "Completed 5.5 MiB/42.1 MiB (23.7 KiB/s) with 413 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000056 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000056 (7).png\n",
      "Completed 5.5 MiB/42.1 MiB (23.7 KiB/s) with 412 file(s) remaining\n",
      "Completed 5.6 MiB/42.1 MiB (23.8 KiB/s) with 412 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000057 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000057 (2).png\n",
      "Completed 5.6 MiB/42.1 MiB (23.8 KiB/s) with 411 file(s) remaining\n",
      "Completed 5.6 MiB/42.1 MiB (23.9 KiB/s) with 411 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000057.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000057.png\n",
      "Completed 5.6 MiB/42.1 MiB (23.9 KiB/s) with 410 file(s) remaining\n",
      "Completed 5.7 MiB/42.1 MiB (24.2 KiB/s) with 410 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000058 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000058 (4).png\n",
      "Completed 5.7 MiB/42.1 MiB (24.2 KiB/s) with 409 file(s) remaining\n",
      "Completed 5.8 MiB/42.1 MiB (24.3 KiB/s) with 409 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000058 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000058 (5).png\n",
      "Completed 5.8 MiB/42.1 MiB (24.3 KiB/s) with 408 file(s) remaining\n",
      "Completed 5.9 MiB/42.1 MiB (24.6 KiB/s) with 408 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000059 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000059 (7).png\n",
      "Completed 5.9 MiB/42.1 MiB (24.6 KiB/s) with 407 file(s) remaining\n",
      "Completed 5.9 MiB/42.1 MiB (24.7 KiB/s) with 407 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000061.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000061.png\n",
      "Completed 5.9 MiB/42.1 MiB (24.7 KiB/s) with 406 file(s) remaining\n",
      "Completed 6.0 MiB/42.1 MiB (24.9 KiB/s) with 406 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000063 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000063 (3).png\n",
      "Completed 6.0 MiB/42.1 MiB (24.9 KiB/s) with 405 file(s) remaining\n",
      "Completed 6.1 MiB/42.1 MiB (25.1 KiB/s) with 405 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000063 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000063 (5).png\n",
      "Completed 6.1 MiB/42.1 MiB (25.1 KiB/s) with 404 file(s) remaining\n",
      "Completed 6.2 MiB/42.1 MiB (25.3 KiB/s) with 404 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000063 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000063 (7).png\n",
      "Completed 6.2 MiB/42.1 MiB (25.3 KiB/s) with 403 file(s) remaining\n",
      "Completed 6.3 MiB/42.1 MiB (25.5 KiB/s) with 403 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000065 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000065 (3).png\n",
      "Completed 6.3 MiB/42.1 MiB (25.5 KiB/s) with 402 file(s) remaining\n",
      "Completed 6.4 MiB/42.1 MiB (25.7 KiB/s) with 402 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000065 (8).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000065 (8).png\n",
      "Completed 6.4 MiB/42.1 MiB (25.7 KiB/s) with 401 file(s) remaining\n",
      "Completed 6.5 MiB/42.1 MiB (25.9 KiB/s) with 401 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000065 (9).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000065 (9).png\n",
      "Completed 6.5 MiB/42.1 MiB (25.9 KiB/s) with 400 file(s) remaining\n",
      "Completed 6.5 MiB/42.1 MiB (26.0 KiB/s) with 400 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000066 (10).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000066 (10).png\n",
      "Completed 6.5 MiB/42.1 MiB (26.0 KiB/s) with 399 file(s) remaining\n",
      "Completed 6.6 MiB/42.1 MiB (26.2 KiB/s) with 399 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000066 (9).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000066 (9).png\n",
      "Completed 6.6 MiB/42.1 MiB (26.2 KiB/s) with 398 file(s) remaining\n",
      "Completed 6.7 MiB/42.1 MiB (26.3 KiB/s) with 398 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000067 (10).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000067 (10).png\n",
      "Completed 6.7 MiB/42.1 MiB (26.3 KiB/s) with 397 file(s) remaining\n",
      "Completed 6.7 MiB/42.1 MiB (26.4 KiB/s) with 397 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000067.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000067.png\n",
      "Completed 6.7 MiB/42.1 MiB (26.4 KiB/s) with 396 file(s) remaining\n",
      "Completed 6.8 MiB/42.1 MiB (26.5 KiB/s) with 396 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000068 (10).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000068 (10).png\n",
      "Completed 6.8 MiB/42.1 MiB (26.5 KiB/s) with 395 file(s) remaining\n",
      "Completed 6.9 MiB/42.1 MiB (26.7 KiB/s) with 395 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000068 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000068 (3).png\n",
      "Completed 6.9 MiB/42.1 MiB (26.7 KiB/s) with 394 file(s) remaining\n",
      "Completed 7.0 MiB/42.1 MiB (26.9 KiB/s) with 394 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000068 (9).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000068 (9).png\n",
      "Completed 7.0 MiB/42.1 MiB (26.9 KiB/s) with 393 file(s) remaining\n",
      "Completed 7.1 MiB/42.1 MiB (27.1 KiB/s) with 393 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000069 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000069 (6).png\n",
      "Completed 7.1 MiB/42.1 MiB (27.1 KiB/s) with 392 file(s) remaining\n",
      "Completed 7.2 MiB/42.1 MiB (27.3 KiB/s) with 392 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000071 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000071 (3).png\n",
      "Completed 7.2 MiB/42.1 MiB (27.3 KiB/s) with 391 file(s) remaining\n",
      "Completed 7.3 MiB/42.1 MiB (27.6 KiB/s) with 391 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000029 (9).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000029 (9).png\n",
      "Completed 7.3 MiB/42.1 MiB (27.6 KiB/s) with 390 file(s) remaining\n",
      "Completed 7.3 MiB/42.1 MiB (27.7 KiB/s) with 390 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000072 (10).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000072 (10).png\n",
      "Completed 7.3 MiB/42.1 MiB (27.7 KiB/s) with 389 file(s) remaining\n",
      "Completed 7.4 MiB/42.1 MiB (27.9 KiB/s) with 389 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000075 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000075 (5).png\n",
      "Completed 7.4 MiB/42.1 MiB (27.9 KiB/s) with 388 file(s) remaining\n",
      "Completed 7.5 MiB/42.1 MiB (28.0 KiB/s) with 388 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000077 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000077 (6).png\n",
      "Completed 7.5 MiB/42.1 MiB (28.0 KiB/s) with 387 file(s) remaining\n",
      "Completed 7.6 MiB/42.1 MiB (28.3 KiB/s) with 387 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000074 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000074 (5).png\n",
      "Completed 7.6 MiB/42.1 MiB (28.3 KiB/s) with 386 file(s) remaining\n",
      "Completed 7.7 MiB/42.1 MiB (28.5 KiB/s) with 386 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000077 (9).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000077 (9).png\n",
      "Completed 7.7 MiB/42.1 MiB (28.5 KiB/s) with 385 file(s) remaining\n",
      "Completed 7.8 MiB/42.1 MiB (28.6 KiB/s) with 385 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000079 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000079 (6).png\n",
      "Completed 7.8 MiB/42.1 MiB (28.6 KiB/s) with 384 file(s) remaining\n",
      "Completed 7.8 MiB/42.1 MiB (28.8 KiB/s) with 384 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000080 (10).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000080 (10).png\n",
      "Completed 7.8 MiB/42.1 MiB (28.8 KiB/s) with 383 file(s) remaining\n",
      "Completed 7.9 MiB/42.1 MiB (28.9 KiB/s) with 383 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000080 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000080 (6).png\n",
      "Completed 7.9 MiB/42.1 MiB (28.9 KiB/s) with 382 file(s) remaining\n",
      "Completed 8.0 MiB/42.1 MiB (29.1 KiB/s) with 382 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000081 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000081 (2).png\n",
      "Completed 8.0 MiB/42.1 MiB (29.1 KiB/s) with 381 file(s) remaining\n",
      "Completed 8.1 MiB/42.1 MiB (29.4 KiB/s) with 381 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000078 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000078 (6).png\n",
      "Completed 8.1 MiB/42.1 MiB (29.4 KiB/s) with 380 file(s) remaining\n",
      "Completed 8.2 MiB/42.1 MiB (29.6 KiB/s) with 380 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000083 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000083 (3).png\n",
      "Completed 8.2 MiB/42.1 MiB (29.6 KiB/s) with 379 file(s) remaining\n",
      "Completed 8.3 MiB/42.1 MiB (29.7 KiB/s) with 379 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000084 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000084 (2).png\n",
      "Completed 8.3 MiB/42.1 MiB (29.7 KiB/s) with 378 file(s) remaining\n",
      "Completed 8.3 MiB/42.1 MiB (29.8 KiB/s) with 378 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000084 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000084 (3).png\n",
      "Completed 8.3 MiB/42.1 MiB (29.8 KiB/s) with 377 file(s) remaining\n",
      "Completed 8.4 MiB/42.1 MiB (29.9 KiB/s) with 377 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000083 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000083 (6).png\n",
      "Completed 8.4 MiB/42.1 MiB (29.9 KiB/s) with 376 file(s) remaining\n",
      "Completed 8.5 MiB/42.1 MiB (30.3 KiB/s) with 376 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000084 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000084 (7).png\n",
      "Completed 8.5 MiB/42.1 MiB (30.3 KiB/s) with 375 file(s) remaining\n",
      "Completed 8.6 MiB/42.1 MiB (30.4 KiB/s) with 375 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000085 (10).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000085 (10).png\n",
      "Completed 8.6 MiB/42.1 MiB (30.4 KiB/s) with 374 file(s) remaining\n",
      "Completed 8.7 MiB/42.1 MiB (30.5 KiB/s) with 374 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000085 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000085 (4).png\n",
      "Completed 8.7 MiB/42.1 MiB (30.5 KiB/s) with 373 file(s) remaining\n",
      "Completed 8.8 MiB/42.1 MiB (30.7 KiB/s) with 373 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000084.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000084.png\n",
      "Completed 8.8 MiB/42.1 MiB (30.7 KiB/s) with 372 file(s) remaining\n",
      "Completed 8.9 MiB/42.1 MiB (30.9 KiB/s) with 372 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000085 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000085 (7).png\n",
      "Completed 8.9 MiB/42.1 MiB (30.9 KiB/s) with 371 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000086 (8).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000086 (8).png\n",
      "Completed 8.9 MiB/42.1 MiB (31.0 KiB/s) with 370 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000086 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000086 (3).png\n",
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      "upload: train\\adenocarcinoma\\000087 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000087 (4).png\n",
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      "upload: train\\adenocarcinoma\\000089 (8).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000089 (8).png\n",
      "Completed 9.2 MiB/42.1 MiB (31.5 KiB/s) with 367 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000090 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000090 (2).png\n",
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      "upload: train\\adenocarcinoma\\000091 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000091 (3).png\n",
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      "upload: train\\adenocarcinoma\\000087 (8).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000087 (8).png\n",
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      "upload: train\\adenocarcinoma\\000091 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000091 (7).png\n",
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      "upload: train\\adenocarcinoma\\000092 (10).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000092 (10).png\n",
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      "upload: train\\adenocarcinoma\\000091.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000091.png\n",
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      "upload: train\\adenocarcinoma\\000093 (10).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000093 (10).png\n",
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      "upload: train\\adenocarcinoma\\000093 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000093 (6).png\n",
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      "upload: train\\adenocarcinoma\\000093 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000093 (4).png\n",
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      "upload: train\\adenocarcinoma\\000095 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000095 (6).png\n",
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      "upload: train\\adenocarcinoma\\000095.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000095.png\n",
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      "upload: train\\adenocarcinoma\\000096 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000096 (7).png\n",
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      "upload: train\\adenocarcinoma\\000097 (10).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000097 (10).png\n",
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      "upload: train\\adenocarcinoma\\000097 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000097 (2).png\n",
      "Completed 10.4 MiB/42.1 MiB (33.6 KiB/s) with 353 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000097 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000097 (3).png\n",
      "Completed 10.4 MiB/42.1 MiB (33.7 KiB/s) with 352 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000098 (8).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000098 (8).png\n",
      "Completed 10.5 MiB/42.1 MiB (33.6 KiB/s) with 351 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000098 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000098 (5).png\n",
      "Completed 10.6 MiB/42.1 MiB (33.8 KiB/s) with 350 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000099 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000099 (7).png\n",
      "Completed 10.7 MiB/42.1 MiB (33.9 KiB/s) with 349 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000100 (10).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000100 (10).png\n",
      "Completed 10.8 MiB/42.1 MiB (34.1 KiB/s) with 348 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000101 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000101 (7).png\n",
      "Completed 10.9 MiB/42.1 MiB (34.2 KiB/s) with 347 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000102 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000102 (3).png\n",
      "Completed 10.9 MiB/42.1 MiB (34.3 KiB/s) with 346 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000102 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000102 (7).png\n",
      "Completed 11.0 MiB/42.1 MiB (34.4 KiB/s) with 345 file(s) remaining\n",
      "Completed 11.1 MiB/42.1 MiB (34.6 KiB/s) with 345 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000102 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000102 (2).png\n",
      "Completed 11.1 MiB/42.1 MiB (34.6 KiB/s) with 344 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000102.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000102.png\n",
      "Completed 11.2 MiB/42.1 MiB (34.7 KiB/s) with 343 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000104 (10).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000104 (10).png\n",
      "Completed 11.3 MiB/42.1 MiB (34.6 KiB/s) with 342 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000104 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000104 (4).png\n",
      "Completed 11.3 MiB/42.1 MiB (34.7 KiB/s) with 341 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000103 (9).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000103 (9).png\n",
      "Completed 11.4 MiB/42.1 MiB (34.9 KiB/s) with 340 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000105 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000105 (3).png\n",
      "Completed 11.5 MiB/42.1 MiB (35.0 KiB/s) with 339 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000105.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000105.png\n",
      "Completed 11.6 MiB/42.1 MiB (35.0 KiB/s) with 338 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000105 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000105 (4).png\n",
      "Completed 11.7 MiB/42.1 MiB (35.2 KiB/s) with 337 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000106 (10).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000106 (10).png\n",
      "Completed 11.7 MiB/42.1 MiB (35.3 KiB/s) with 336 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000106 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000106 (4).png\n",
      "Completed 11.8 MiB/42.1 MiB (35.3 KiB/s) with 335 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000106 (8).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000106 (8).png\n",
      "Completed 11.9 MiB/42.1 MiB (35.5 KiB/s) with 334 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000107 (9).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000107 (9).png\n",
      "Completed 12.0 MiB/42.1 MiB (35.5 KiB/s) with 333 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000108 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000108 (7).png\n",
      "Completed 12.1 MiB/42.1 MiB (35.5 KiB/s) with 332 file(s) remaining\n",
      "Completed 12.1 MiB/42.1 MiB (35.7 KiB/s) with 332 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000108 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000108 (3).png\n",
      "Completed 12.1 MiB/42.1 MiB (35.7 KiB/s) with 331 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000108 (8).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000108 (8).png\n",
      "Completed 12.2 MiB/42.1 MiB (35.8 KiB/s) with 330 file(s) remaining\n",
      "Completed 12.3 MiB/42.1 MiB (35.9 KiB/s) with 330 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000109 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000109 (2).png\n",
      "Completed 12.3 MiB/42.1 MiB (35.9 KiB/s) with 329 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000109 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000109 (3).png\n",
      "Completed 12.4 MiB/42.1 MiB (36.1 KiB/s) with 328 file(s) remaining\n",
      "Completed 12.5 MiB/42.1 MiB (36.2 KiB/s) with 328 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000109 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000109 (5).png\n",
      "Completed 12.5 MiB/42.1 MiB (36.2 KiB/s) with 327 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000109 (8).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000109 (8).png\n",
      "Completed 12.6 MiB/42.1 MiB (36.3 KiB/s) with 326 file(s) remaining\n",
      "Completed 12.7 MiB/42.1 MiB (36.6 KiB/s) with 326 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000109 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000109 (4).png\n",
      "Completed 12.7 MiB/42.1 MiB (36.6 KiB/s) with 325 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000110 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000110 (7).png\n",
      "Completed 12.8 MiB/42.1 MiB (36.6 KiB/s) with 324 file(s) remaining\n",
      "Completed 12.9 MiB/42.1 MiB (36.7 KiB/s) with 324 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000112 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000112 (2).png\n",
      "Completed 12.9 MiB/42.1 MiB (36.7 KiB/s) with 323 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000112 (9).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000112 (9).png\n",
      "Completed 12.9 MiB/42.1 MiB (36.8 KiB/s) with 322 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000113 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000113 (3).png\n",
      "Completed 13.0 MiB/42.1 MiB (36.8 KiB/s) with 321 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000111 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000111 (2).png\n",
      "Completed 13.1 MiB/42.1 MiB (36.8 KiB/s) with 320 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000113.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000113.png\n",
      "Completed 13.2 MiB/42.1 MiB (36.8 KiB/s) with 319 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000114 (10).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000114 (10).png\n",
      "Completed 13.2 MiB/42.1 MiB (36.9 KiB/s) with 318 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000114 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000114 (5).png\n",
      "Completed 13.3 MiB/42.1 MiB (37.0 KiB/s) with 317 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000114.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000114.png\n",
      "Completed 13.4 MiB/42.1 MiB (37.0 KiB/s) with 316 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000115 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000115 (2).png\n",
      "Completed 13.5 MiB/42.1 MiB (37.1 KiB/s) with 315 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000115 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000115 (4).png\n",
      "Completed 13.6 MiB/42.1 MiB (37.2 KiB/s) with 314 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000115 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000115 (5).png\n",
      "Completed 13.7 MiB/42.1 MiB (37.2 KiB/s) with 313 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000115 (8).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000115 (8).png\n",
      "Completed 13.8 MiB/42.1 MiB (37.3 KiB/s) with 312 file(s) remaining\n",
      "Completed 13.8 MiB/42.1 MiB (37.4 KiB/s) with 312 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000115 (9).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000115 (9).png\n",
      "Completed 13.8 MiB/42.1 MiB (37.4 KiB/s) with 311 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000115.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000115.png\n",
      "Completed 13.9 MiB/42.1 MiB (37.4 KiB/s) with 310 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000116 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000116 (3).png\n",
      "Completed 14.0 MiB/42.1 MiB (37.5 KiB/s) with 309 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000116 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000116 (5).png\n",
      "Completed 14.1 MiB/42.1 MiB (37.5 KiB/s) with 308 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000116 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000116 (7).png\n",
      "Completed 14.2 MiB/42.1 MiB (37.6 KiB/s) with 307 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000116 (8).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000116 (8).png\n",
      "Completed 14.3 MiB/42.1 MiB (37.7 KiB/s) with 306 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000116 (9).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000116 (9).png\n",
      "Completed 14.4 MiB/42.1 MiB (37.8 KiB/s) with 305 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000117 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000117 (4).png\n",
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      "upload: train\\adenocarcinoma\\000117 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000117 (6).png\n",
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      "upload: train\\adenocarcinoma\\000117 (8).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000117 (8).png\n",
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      "upload: train\\adenocarcinoma\\000117.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000117.png\n",
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      "upload: train\\adenocarcinoma\\000118 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000118 (4).png\n",
      "Completed 14.8 MiB/42.1 MiB (38.1 KiB/s) with 300 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000118 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000118 (5).png\n",
      "Completed 14.9 MiB/42.1 MiB (38.2 KiB/s) with 299 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000118 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000118 (6).png\n",
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      "upload: train\\adenocarcinoma\\000118 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000118 (7).png\n",
      "Completed 15.1 MiB/42.1 MiB (38.4 KiB/s) with 297 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000119 (10).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000119 (10).png\n",
      "Completed 15.2 MiB/42.1 MiB (38.5 KiB/s) with 296 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000119 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000119 (4).png\n",
      "Completed 15.3 MiB/42.1 MiB (38.6 KiB/s) with 295 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000119 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000119 (5).png\n",
      "Completed 15.4 MiB/42.1 MiB (38.6 KiB/s) with 294 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000119 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000119 (6).png\n",
      "Completed 15.6 MiB/42.1 MiB (38.7 KiB/s) with 293 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000120.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000120.png\n",
      "Completed 15.7 MiB/42.1 MiB (38.8 KiB/s) with 292 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000121 (10).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000121 (10).png\n",
      "Completed 15.8 MiB/42.1 MiB (38.9 KiB/s) with 290 file(s) remaining\n",
      "Completed 15.9 MiB/42.1 MiB (39.0 KiB/s) with 290 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000121 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000121 (7).png\n",
      "Completed 15.9 MiB/42.1 MiB (39.0 KiB/s) with 289 file(s) remaining\n",
      "Completed 16.0 MiB/42.1 MiB (39.0 KiB/s) with 289 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000121 (9).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000121 (9).png\n",
      "Completed 16.0 MiB/42.1 MiB (39.0 KiB/s) with 288 file(s) remaining\n",
      "Completed 16.1 MiB/42.1 MiB (39.0 KiB/s) with 288 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000121.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000121.png\n",
      "Completed 16.1 MiB/42.1 MiB (39.0 KiB/s) with 287 file(s) remaining\n",
      "Completed 16.2 MiB/42.1 MiB (39.1 KiB/s) with 287 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000122 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000122 (4).png\n",
      "Completed 16.2 MiB/42.1 MiB (39.1 KiB/s) with 286 file(s) remaining\n",
      "Completed 16.3 MiB/42.1 MiB (39.2 KiB/s) with 286 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000122.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000122.png\n",
      "Completed 16.3 MiB/42.1 MiB (39.2 KiB/s) with 285 file(s) remaining\n",
      "Completed 16.4 MiB/42.1 MiB (39.2 KiB/s) with 285 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000123 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000123 (4).png\n",
      "Completed 16.4 MiB/42.1 MiB (39.2 KiB/s) with 284 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000123 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000123 (6).png\n",
      "Completed 16.5 MiB/42.1 MiB (39.3 KiB/s) with 283 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000123 (9).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000123 (9).png\n",
      "Completed 16.6 MiB/42.1 MiB (39.4 KiB/s) with 282 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000124 (9).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000124 (9).png\n",
      "Completed 16.7 MiB/42.1 MiB (39.5 KiB/s) with 281 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000125 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000125 (2).png\n",
      "Completed 16.9 MiB/42.1 MiB (39.7 KiB/s) with 279 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000125 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000125 (5).png\n",
      "Completed 17.0 MiB/42.1 MiB (39.8 KiB/s) with 278 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000125 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000125 (6).png\n",
      "Completed 17.2 MiB/42.1 MiB (40.1 KiB/s) with 276 file(s) remaining\n",
      "Completed 17.4 MiB/42.1 MiB (40.2 KiB/s) with 276 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000126 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000126 (6).png\n",
      "Completed 17.4 MiB/42.1 MiB (40.2 KiB/s) with 275 file(s) remaining\n",
      "Completed 17.5 MiB/42.1 MiB (40.3 KiB/s) with 275 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000127 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000127 (5).png\n",
      "Completed 17.5 MiB/42.1 MiB (40.3 KiB/s) with 274 file(s) remaining\n",
      "Completed 17.6 MiB/42.1 MiB (40.3 KiB/s) with 274 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000128 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000128 (5).png\n",
      "Completed 17.6 MiB/42.1 MiB (40.3 KiB/s) with 273 file(s) remaining\n",
      "Completed 17.7 MiB/42.1 MiB (40.4 KiB/s) with 273 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000129 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000129 (5).png\n",
      "Completed 17.7 MiB/42.1 MiB (40.4 KiB/s) with 272 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000129.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000129.png\n",
      "Completed 17.7 MiB/42.1 MiB (40.4 KiB/s) with 271 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000130 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000130 (6).png\n",
      "Completed 17.8 MiB/42.1 MiB (40.5 KiB/s) with 270 file(s) remaining\n",
      "Completed 17.9 MiB/42.1 MiB (40.5 KiB/s) with 270 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000131 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000131 (2).png\n",
      "Completed 17.9 MiB/42.1 MiB (40.5 KiB/s) with 269 file(s) remaining\n",
      "Completed 18.0 MiB/42.1 MiB (40.6 KiB/s) with 269 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000132 (8).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000132 (8).png\n",
      "Completed 18.0 MiB/42.1 MiB (40.6 KiB/s) with 268 file(s) remaining\n",
      "Completed 18.1 MiB/42.1 MiB (40.7 KiB/s) with 268 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000132.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000132.png\n",
      "Completed 18.1 MiB/42.1 MiB (40.7 KiB/s) with 267 file(s) remaining\n",
      "Completed 18.2 MiB/42.1 MiB (40.7 KiB/s) with 267 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000133 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000133 (2).png\n",
      "Completed 18.2 MiB/42.1 MiB (40.7 KiB/s) with 266 file(s) remaining\n",
      "Completed 18.3 MiB/42.1 MiB (40.8 KiB/s) with 266 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000133 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000133 (4).png\n",
      "Completed 18.3 MiB/42.1 MiB (40.8 KiB/s) with 265 file(s) remaining\n",
      "Completed 18.4 MiB/42.1 MiB (40.9 KiB/s) with 265 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000134 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000134 (2).png\n",
      "Completed 18.4 MiB/42.1 MiB (40.9 KiB/s) with 264 file(s) remaining\n",
      "Completed 18.5 MiB/42.1 MiB (40.9 KiB/s) with 264 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000134 (9).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000134 (9).png\n",
      "Completed 18.5 MiB/42.1 MiB (40.9 KiB/s) with 263 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000051 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000051 (4).png\n",
      "Completed 18.8 MiB/42.1 MiB (39.3 KiB/s) with 260 file(s) remaining\n",
      "Completed 18.9 MiB/42.1 MiB (38.7 KiB/s) with 260 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000135 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000135 (5).png\n",
      "Completed 18.9 MiB/42.1 MiB (38.7 KiB/s) with 259 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000137 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000137 (2).png\n",
      "Completed 19.0 MiB/42.1 MiB (38.7 KiB/s) with 258 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000137 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000137 (4).png\n",
      "Completed 19.1 MiB/42.1 MiB (38.8 KiB/s) with 257 file(s) remaining\n",
      "Completed 19.3 MiB/42.1 MiB (38.9 KiB/s) with 257 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000137 (8).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000137 (8).png\n",
      "Completed 19.3 MiB/42.1 MiB (38.9 KiB/s) with 256 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000138 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000138 (6).png\n",
      "Completed 19.4 MiB/42.1 MiB (39.0 KiB/s) with 255 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000138 (9).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000138 (9).png\n",
      "Completed 19.5 MiB/42.1 MiB (39.0 KiB/s) with 254 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000139 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000139 (5).png\n",
      "Completed 19.6 MiB/42.1 MiB (39.1 KiB/s) with 253 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000139 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000139 (6).png\n",
      "Completed 19.7 MiB/42.1 MiB (39.2 KiB/s) with 252 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000139 (8).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000139 (8).png\n",
      "Completed 19.8 MiB/42.1 MiB (39.3 KiB/s) with 251 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000139 (9).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000139 (9).png\n",
      "Completed 19.9 MiB/42.1 MiB (39.3 KiB/s) with 250 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000139.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000139.png\n",
      "Completed 20.0 MiB/42.1 MiB (39.3 KiB/s) with 249 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000140.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000140.png\n",
      "Completed 20.0 MiB/42.1 MiB (39.4 KiB/s) with 248 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000141 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000141 (2).png\n",
      "Completed 20.2 MiB/42.1 MiB (39.4 KiB/s) with 247 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000142.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000142.png\n",
      "Completed 20.2 MiB/42.1 MiB (39.5 KiB/s) with 246 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000143 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000143 (5).png\n",
      "Completed 20.3 MiB/42.1 MiB (39.5 KiB/s) with 245 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000143 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000143 (6).png\n",
      "Completed 20.4 MiB/42.1 MiB (39.6 KiB/s) with 244 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000144 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000144 (2).png\n",
      "Completed 20.6 MiB/42.1 MiB (39.9 KiB/s) with 242 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000145 (9).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000145 (9).png\n",
      "Completed 20.7 MiB/42.1 MiB (39.9 KiB/s) with 241 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000146 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000146 (3).png\n",
      "Completed 20.8 MiB/42.1 MiB (40.0 KiB/s) with 240 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000146 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000146 (6).png\n",
      "Completed 20.9 MiB/42.1 MiB (40.0 KiB/s) with 239 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000147.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000147.png\n",
      "Completed 21.0 MiB/42.1 MiB (40.1 KiB/s) with 238 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000148 (8).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000148 (8).png\n",
      "Completed 21.1 MiB/42.1 MiB (40.1 KiB/s) with 237 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000148.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000148.png\n",
      "Completed 21.2 MiB/42.1 MiB (40.2 KiB/s) with 236 file(s) remaining\n",
      "Completed 21.3 MiB/42.1 MiB (40.2 KiB/s) with 236 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000149 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000149 (2).png\n",
      "Completed 21.3 MiB/42.1 MiB (40.2 KiB/s) with 235 file(s) remaining\n",
      "Completed 21.4 MiB/42.1 MiB (40.3 KiB/s) with 235 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000149 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000149 (4).png\n",
      "Completed 21.4 MiB/42.1 MiB (40.3 KiB/s) with 234 file(s) remaining\n",
      "Completed 21.5 MiB/42.1 MiB (40.3 KiB/s) with 234 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000149 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000149 (7).png\n",
      "Completed 21.5 MiB/42.1 MiB (40.3 KiB/s) with 233 file(s) remaining\n",
      "Completed 21.5 MiB/42.1 MiB (40.3 KiB/s) with 233 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\ad1.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/ad1.png\n",
      "Completed 21.5 MiB/42.1 MiB (40.3 KiB/s) with 232 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\ad10.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/ad10.png\n",
      "Completed 22.2 MiB/42.1 MiB (40.9 KiB/s) with 231 file(s) remaining\n",
      "Completed 22.2 MiB/42.1 MiB (40.9 KiB/s) with 231 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\ad11.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/ad11.png\n",
      "Completed 22.2 MiB/42.1 MiB (40.9 KiB/s) with 230 file(s) remaining\n",
      "Completed 22.2 MiB/42.1 MiB (40.8 KiB/s) with 230 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\ad12.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/ad12.png\n",
      "Completed 22.2 MiB/42.1 MiB (40.8 KiB/s) with 229 file(s) remaining\n",
      "Completed 22.3 MiB/42.1 MiB (40.8 KiB/s) with 229 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\ad13.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/ad13.png\n",
      "Completed 22.3 MiB/42.1 MiB (40.8 KiB/s) with 228 file(s) remaining\n",
      "Completed 22.3 MiB/42.1 MiB (40.8 KiB/s) with 228 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\ad14.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/ad14.png\n",
      "Completed 22.3 MiB/42.1 MiB (40.8 KiB/s) with 227 file(s) remaining\n",
      "Completed 22.6 MiB/42.1 MiB (41.0 KiB/s) with 227 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\ad15.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/ad15.png\n",
      "Completed 22.6 MiB/42.1 MiB (41.0 KiB/s) with 226 file(s) remaining\n",
      "Completed 22.6 MiB/42.1 MiB (41.1 KiB/s) with 226 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\000040 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000040 (3).png\n",
      "Completed 22.6 MiB/42.1 MiB (41.1 KiB/s) with 225 file(s) remaining\n",
      "Completed 22.7 MiB/42.1 MiB (41.2 KiB/s) with 225 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\ad16.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/ad16.png\n",
      "Completed 22.7 MiB/42.1 MiB (41.2 KiB/s) with 224 file(s) remaining\n",
      "Completed 22.7 MiB/42.1 MiB (41.2 KiB/s) with 224 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\ad18.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/ad18.png\n",
      "Completed 22.7 MiB/42.1 MiB (41.2 KiB/s) with 223 file(s) remaining\n",
      "Completed 23.0 MiB/42.1 MiB (41.3 KiB/s) with 223 file(s) remaining\n",
      "Completed 23.1 MiB/42.1 MiB (41.4 KiB/s) with 223 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\ad19.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/ad19.png\n",
      "Completed 23.1 MiB/42.1 MiB (41.4 KiB/s) with 222 file(s) remaining\n",
      "Completed 23.1 MiB/42.1 MiB (41.4 KiB/s) with 222 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\ad2.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/ad2.png\n",
      "Completed 23.1 MiB/42.1 MiB (41.4 KiB/s) with 221 file(s) remaining\n",
      "Completed 23.2 MiB/42.1 MiB (41.4 KiB/s) with 221 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\ad20.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/ad20.png\n",
      "Completed 23.2 MiB/42.1 MiB (41.4 KiB/s) with 220 file(s) remaining\n",
      "Completed 23.2 MiB/42.1 MiB (41.3 KiB/s) with 220 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\ad21.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/ad21.png\n",
      "Completed 23.2 MiB/42.1 MiB (41.3 KiB/s) with 219 file(s) remaining\n",
      "Completed 23.3 MiB/42.1 MiB (41.3 KiB/s) with 219 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\ad22.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/ad22.png\n",
      "Completed 23.3 MiB/42.1 MiB (41.3 KiB/s) with 218 file(s) remaining\n",
      "Completed 23.3 MiB/42.1 MiB (41.3 KiB/s) with 218 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\ad3.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/ad3.png\n",
      "Completed 23.3 MiB/42.1 MiB (41.3 KiB/s) with 217 file(s) remaining\n",
      "Completed 23.4 MiB/42.1 MiB (41.3 KiB/s) with 217 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\ad4.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/ad4.png\n",
      "Completed 23.4 MiB/42.1 MiB (41.3 KiB/s) with 216 file(s) remaining\n",
      "Completed 23.4 MiB/42.1 MiB (41.3 KiB/s) with 216 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\ad5.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/ad5.png\n",
      "Completed 23.4 MiB/42.1 MiB (41.3 KiB/s) with 215 file(s) remaining\n",
      "Completed 23.4 MiB/42.1 MiB (41.3 KiB/s) with 215 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\ad6.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/ad6.png\n",
      "Completed 23.4 MiB/42.1 MiB (41.3 KiB/s) with 214 file(s) remaining\n",
      "Completed 23.4 MiB/42.1 MiB (41.3 KiB/s) with 214 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\ad7.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/ad7.png\n",
      "Completed 23.4 MiB/42.1 MiB (41.3 KiB/s) with 213 file(s) remaining\n",
      "Completed 23.5 MiB/42.1 MiB (41.3 KiB/s) with 213 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\ad8.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/ad8.png\n",
      "Completed 23.5 MiB/42.1 MiB (41.3 KiB/s) with 212 file(s) remaining\n",
      "Completed 23.5 MiB/42.1 MiB (41.2 KiB/s) with 212 file(s) remaining\n",
      "upload: train\\adenocarcinoma\\ad9.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/ad9.png\n",
      "Completed 23.5 MiB/42.1 MiB (41.2 KiB/s) with 211 file(s) remaining\n",
      "Completed 23.6 MiB/42.1 MiB (41.3 KiB/s) with 211 file(s) remaining\n",
      "upload: train\\squamous\\000008 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000008 (3).png\n",
      "Completed 23.6 MiB/42.1 MiB (41.3 KiB/s) with 210 file(s) remaining\n",
      "Completed 23.7 MiB/42.1 MiB (41.3 KiB/s) with 210 file(s) remaining\n",
      "upload: train\\squamous\\000009 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000009 (2).png\n",
      "Completed 23.7 MiB/42.1 MiB (41.3 KiB/s) with 209 file(s) remaining\n",
      "Completed 23.8 MiB/42.1 MiB (41.4 KiB/s) with 209 file(s) remaining\n",
      "upload: train\\squamous\\000010 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000010 (6).png\n",
      "Completed 23.8 MiB/42.1 MiB (41.4 KiB/s) with 208 file(s) remaining\n",
      "Completed 23.8 MiB/42.1 MiB (41.4 KiB/s) with 208 file(s) remaining\n",
      "upload: train\\squamous\\000013 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000013 (6).png\n",
      "Completed 23.8 MiB/42.1 MiB (41.4 KiB/s) with 207 file(s) remaining\n",
      "Completed 23.9 MiB/42.1 MiB (41.4 KiB/s) with 207 file(s) remaining\n",
      "upload: train\\squamous\\000015 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000015 (5).png\n",
      "Completed 23.9 MiB/42.1 MiB (41.4 KiB/s) with 206 file(s) remaining\n",
      "Completed 24.0 MiB/42.1 MiB (41.5 KiB/s) with 206 file(s) remaining\n",
      "upload: train\\squamous\\000015 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000015 (7).png\n",
      "Completed 24.0 MiB/42.1 MiB (41.5 KiB/s) with 205 file(s) remaining\n",
      "Completed 24.1 MiB/42.1 MiB (41.5 KiB/s) with 205 file(s) remaining\n",
      "upload: train\\squamous\\000016 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000016 (3).png\n",
      "Completed 24.1 MiB/42.1 MiB (41.5 KiB/s) with 204 file(s) remaining\n",
      "Completed 24.2 MiB/42.1 MiB (41.5 KiB/s) with 204 file(s) remaining\n",
      "upload: train\\squamous\\000017 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000017 (4).png\n",
      "Completed 24.2 MiB/42.1 MiB (41.5 KiB/s) with 203 file(s) remaining\n",
      "Completed 24.3 MiB/42.1 MiB (41.6 KiB/s) with 203 file(s) remaining\n",
      "upload: train\\squamous\\000018 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000018 (6).png\n",
      "Completed 24.3 MiB/42.1 MiB (41.6 KiB/s) with 202 file(s) remaining\n",
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      "upload: train\\squamous\\000024 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000024 (5).png\n",
      "Completed 24.3 MiB/42.1 MiB (41.6 KiB/s) with 201 file(s) remaining\n",
      "Completed 24.4 MiB/42.1 MiB (41.6 KiB/s) with 201 file(s) remaining\n",
      "upload: train\\squamous\\000024 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000024 (7).png\n",
      "Completed 24.4 MiB/42.1 MiB (41.6 KiB/s) with 200 file(s) remaining\n",
      "Completed 24.5 MiB/42.1 MiB (41.7 KiB/s) with 200 file(s) remaining\n",
      "upload: train\\squamous\\000027 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000027 (2).png\n",
      "Completed 24.5 MiB/42.1 MiB (41.7 KiB/s) with 199 file(s) remaining\n",
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      "upload: train\\squamous\\000028 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000028 (4).png\n",
      "Completed 24.6 MiB/42.1 MiB (41.7 KiB/s) with 198 file(s) remaining\n",
      "Completed 24.7 MiB/42.1 MiB (41.7 KiB/s) with 198 file(s) remaining\n",
      "upload: train\\squamous\\000028 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000028 (5).png\n",
      "Completed 24.7 MiB/42.1 MiB (41.7 KiB/s) with 197 file(s) remaining\n",
      "Completed 24.8 MiB/42.1 MiB (41.8 KiB/s) with 197 file(s) remaining\n",
      "upload: train\\squamous\\000028 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000028 (7).png\n",
      "Completed 24.8 MiB/42.1 MiB (41.8 KiB/s) with 196 file(s) remaining\n",
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      "upload: train\\squamous\\000029 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000029 (4).png\n",
      "Completed 24.8 MiB/42.1 MiB (41.8 KiB/s) with 195 file(s) remaining\n",
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      "upload: train\\squamous\\000030 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000030 (2).png\n",
      "Completed 25.0 MiB/42.1 MiB (41.9 KiB/s) with 194 file(s) remaining\n",
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      "upload: train\\squamous\\000030 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000030 (5).png\n",
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      "upload: train\\squamous\\000030 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000030 (7).png\n",
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      "upload: train\\squamous\\000032.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000032.png\n",
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      "upload: train\\squamous\\000033.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000033.png\n",
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      "upload: train\\squamous\\000035 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000035 (5).png\n",
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      "upload: train\\squamous\\000035.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000035.png\n",
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      "upload: train\\squamous\\000036 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000036 (4).png\n",
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      "upload: train\\squamous\\000037 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000037 (2).png\n",
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      "upload: train\\squamous\\000038 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000038 (2).png\n",
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      "upload: train\\adenocarcinoma\\000136 (8).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000136 (8).png\n",
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      "upload: train\\squamous\\000038 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000038 (7).png\n",
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      "upload: train\\squamous\\000043 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000043 (3).png\n",
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      "upload: train\\squamous\\000046 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000046 (4).png\n",
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      "upload: train\\squamous\\000046 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000046 (5).png\n",
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      "upload: train\\squamous\\000046 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000046 (6).png\n",
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      "upload: train\\squamous\\000046 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000046 (7).png\n",
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      "upload: train\\squamous\\000048 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000048 (5).png\n",
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      "upload: train\\squamous\\000048 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000048 (7).png\n",
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      "upload: train\\squamous\\000048.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000048.png\n",
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      "upload: train\\squamous\\000049 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000049 (3).png\n",
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      "upload: train\\squamous\\000050 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000050 (2).png\n",
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      "upload: train\\squamous\\000050 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000050 (6).png\n",
      "Completed 27.1 MiB/42.1 MiB (42.4 KiB/s) with 169 file(s) remaining\n",
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      "upload: train\\squamous\\000051 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000051 (3).png\n",
      "Completed 27.2 MiB/42.1 MiB (42.5 KiB/s) with 168 file(s) remaining\n",
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      "upload: train\\squamous\\000052 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000052 (4).png\n",
      "Completed 27.3 MiB/42.1 MiB (42.5 KiB/s) with 167 file(s) remaining\n",
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      "upload: train\\squamous\\000053 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000053 (6).png\n",
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      "upload: train\\squamous\\000053.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000053.png\n",
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      "upload: train\\squamous\\000054 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000054 (3).png\n",
      "Completed 27.6 MiB/42.1 MiB (42.6 KiB/s) with 164 file(s) remaining\n",
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      "upload: train\\squamous\\000054.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000054.png\n",
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      "upload: train\\squamous\\000055 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000055 (2).png\n",
      "Completed 27.7 MiB/42.1 MiB (42.6 KiB/s) with 162 file(s) remaining\n",
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      "upload: train\\squamous\\000055 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000055 (3).png\n",
      "Completed 27.8 MiB/42.1 MiB (42.7 KiB/s) with 161 file(s) remaining\n",
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      "upload: train\\squamous\\000056 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000056 (5).png\n",
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      "upload: train\\squamous\\000056 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000056 (7).png\n",
      "Completed 28.0 MiB/42.1 MiB (42.8 KiB/s) with 159 file(s) remaining\n",
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      "upload: train\\squamous\\000057 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000057 (3).png\n",
      "Completed 28.1 MiB/42.1 MiB (42.8 KiB/s) with 158 file(s) remaining\n",
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      "upload: train\\squamous\\000057 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000057 (4).png\n",
      "Completed 28.2 MiB/42.1 MiB (42.8 KiB/s) with 157 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000144 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000144 (5).png\n",
      "Completed 28.3 MiB/42.1 MiB (41.4 KiB/s) with 156 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000121 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000121 (6).png\n",
      "Completed 28.3 MiB/42.1 MiB (41.3 KiB/s) with 155 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000125 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000125 (4).png\n",
      "Completed 28.4 MiB/42.1 MiB (41.2 KiB/s) with 154 file(s) remaining\n",
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      "upload: train\\squamous\\000057 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000057 (7).png\n",
      "Completed 28.5 MiB/42.1 MiB (41.1 KiB/s) with 153 file(s) remaining\n",
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      "upload: train\\squamous\\000058 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000058 (5).png\n",
      "Completed 28.6 MiB/42.1 MiB (40.2 KiB/s) with 152 file(s) remaining\n",
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      "upload: train\\squamous\\000057 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000057 (6).png\n",
      "Completed 28.7 MiB/42.1 MiB (40.0 KiB/s) with 151 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\ad17.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/ad17.png\n",
      "Completed 28.8 MiB/42.1 MiB (39.9 KiB/s) with 149 file(s) remaining\n",
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      "upload: train\\squamous\\000038 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000038 (5).png\n",
      "Completed 28.9 MiB/42.1 MiB (39.9 KiB/s) with 148 file(s) remaining\n",
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      "upload: train\\squamous\\000058 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000058 (7).png\n",
      "Completed 29.0 MiB/42.1 MiB (40.0 KiB/s) with 147 file(s) remaining\n",
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      "upload: train\\squamous\\000044 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000044 (2).png\n",
      "Completed 29.1 MiB/42.1 MiB (40.1 KiB/s) with 146 file(s) remaining\n",
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      "upload: train\\adenocarcinoma\\000134.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000134.png\n",
      "Completed 29.2 MiB/42.1 MiB (40.2 KiB/s) with 145 file(s) remaining\n",
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      "upload: train\\squamous\\000062 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000062 (5).png\n",
      "Completed 29.3 MiB/42.1 MiB (39.8 KiB/s) with 144 file(s) remaining\n",
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      "upload: train\\squamous\\000063 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000063 (3).png\n",
      "Completed 29.4 MiB/42.1 MiB (39.8 KiB/s) with 143 file(s) remaining\n",
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      "upload: train\\squamous\\000057 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000057 (5).png\n",
      "Completed 29.4 MiB/42.1 MiB (39.7 KiB/s) with 142 file(s) remaining\n",
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      "upload: train\\squamous\\000063.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000063.png\n",
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      "upload: train\\squamous\\000060 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000060 (2).png\n",
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      "upload: train\\squamous\\000064 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000064 (4).png\n",
      "Completed 29.7 MiB/42.1 MiB (39.4 KiB/s) with 139 file(s) remaining\n",
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      "upload: train\\squamous\\000058.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000058.png\n",
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      "upload: train\\squamous\\000062 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000062 (7).png\n",
      "Completed 29.9 MiB/42.1 MiB (39.0 KiB/s) with 137 file(s) remaining\n",
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      "upload: train\\squamous\\000065 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000065 (5).png\n",
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      "upload: train\\squamous\\000067 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000067 (5).png\n",
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      "upload: train\\squamous\\000067 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000067 (2).png\n",
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      "upload: train\\adenocarcinoma\\000136 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000136 (2).png\n",
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      "upload: train\\squamous\\000065 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000065 (7).png\n",
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      "upload: train\\squamous\\000068 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000068 (4).png\n",
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      "upload: train\\squamous\\000067 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000067 (7).png\n",
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      "upload: train\\squamous\\000074 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000074 (6).png\n",
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      "upload: train\\squamous\\000074 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000074 (7).png\n",
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      "upload: train\\squamous\\000077 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000077 (2).png\n",
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      "upload: train\\squamous\\000077 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000077 (4).png\n",
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      "upload: train\\squamous\\000077 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000077 (5).png\n",
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      "upload: train\\squamous\\000078 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000078 (7).png\n",
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      "upload: train\\squamous\\000078.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000078.png\n",
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      "upload: train\\squamous\\000079 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000079 (7).png\n",
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      "upload: train\\squamous\\000079.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000079.png\n",
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      "upload: train\\squamous\\000081 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000081 (3).png\n",
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      "upload: train\\squamous\\000081 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000081 (6).png\n",
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      "upload: train\\squamous\\000058 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000058 (3).png\n",
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      "upload: train\\squamous\\000081.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000081.png\n",
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      "upload: train\\squamous\\000067 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000067 (3).png\n",
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      "upload: train\\squamous\\000073 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000073 (6).png\n",
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      "upload: train\\squamous\\000082 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000082 (4).png\n",
      "Completed 32.3 MiB/42.1 MiB (39.8 KiB/s) with 109 file(s) remaining\n",
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      "upload: train\\squamous\\000083 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000083 (6).png\n",
      "Completed 32.4 MiB/42.1 MiB (39.8 KiB/s) with 108 file(s) remaining\n",
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      "upload: train\\squamous\\000083 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000083 (7).png\n",
      "Completed 32.5 MiB/42.1 MiB (39.8 KiB/s) with 107 file(s) remaining\n",
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      "upload: train\\squamous\\000084 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000084 (3).png\n",
      "Completed 32.6 MiB/42.1 MiB (39.9 KiB/s) with 106 file(s) remaining\n",
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      "upload: train\\squamous\\000084 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000084 (5).png\n",
      "Completed 32.6 MiB/42.1 MiB (39.9 KiB/s) with 105 file(s) remaining\n",
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      "upload: train\\squamous\\000084 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000084 (7).png\n",
      "Completed 32.7 MiB/42.1 MiB (39.9 KiB/s) with 104 file(s) remaining\n",
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      "upload: train\\squamous\\000085.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000085.png\n",
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      "upload: train\\squamous\\000083 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000083 (2).png\n",
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      "upload: train\\squamous\\000088.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000088.png\n",
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      "upload: train\\squamous\\000089 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000089 (4).png\n",
      "Completed 33.1 MiB/42.1 MiB (40.1 KiB/s) with 100 file(s) remaining\n",
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      "upload: train\\squamous\\000083 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000083 (5).png\n",
      "Completed 33.1 MiB/42.1 MiB (40.2 KiB/s) with 99 file(s) remaining\n",
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      "upload: train\\squamous\\000090 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000090 (6).png\n",
      "Completed 33.2 MiB/42.1 MiB (40.2 KiB/s) with 98 file(s) remaining\n",
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      "upload: train\\squamous\\000093.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000093.png\n",
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      "upload: train\\squamous\\000094 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000094 (3).png\n",
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      "upload: train\\squamous\\000091 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000091 (5).png\n",
      "Completed 33.5 MiB/42.1 MiB (40.4 KiB/s) with 95 file(s) remaining\n",
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      "upload: train\\squamous\\000094.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000094.png\n",
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      "upload: train\\squamous\\000096.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000096.png\n",
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      "upload: train\\squamous\\000099 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000099 (2).png\n",
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      "upload: train\\squamous\\000096 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000096 (2).png\n",
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      "upload: train\\squamous\\000099 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000099 (3).png\n",
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      "upload: train\\squamous\\000100 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000100 (4).png\n",
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      "upload: train\\squamous\\000101 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000101 (3).png\n",
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      "upload: train\\squamous\\000103.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000103.png\n",
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      "upload: train\\squamous\\000104 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000104 (2).png\n",
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      "upload: train\\squamous\\000104.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000104.png\n",
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      "upload: train\\squamous\\000105 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000105 (5).png\n",
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      "upload: train\\squamous\\000105 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000105 (7).png\n",
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      "upload: train\\squamous\\000106 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000106 (3).png\n",
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      "upload: train\\squamous\\000106 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000106 (4).png\n",
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      "upload: train\\squamous\\000106 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000106 (5).png\n",
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      "upload: train\\squamous\\000106 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000106 (6).png\n",
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      "upload: train\\squamous\\000106 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000106 (7).png\n",
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      "upload: train\\squamous\\000108 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000108 (3).png\n",
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      "upload: train\\squamous\\000108 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000108 (6).png\n",
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      "upload: train\\squamous\\000110 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000110 (2).png\n",
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      "upload: train\\squamous\\000110 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000110 (6).png\n",
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      "upload: train\\squamous\\000114 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000114 (3).png\n",
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      "upload: train\\squamous\\000114 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000114 (4).png\n",
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      "upload: train\\squamous\\000115 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000115 (4).png\n",
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      "upload: train\\squamous\\000117 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000117 (2).png\n",
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      "upload: train\\squamous\\000117 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000117 (3).png\n",
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      "upload: train\\squamous\\000118 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000118 (5).png\n",
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      "upload: train\\squamous\\000119 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000119 (5).png\n",
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      "upload: train\\squamous\\000120 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000120 (6).png\n",
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      "upload: train\\squamous\\000121 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000121 (5).png\n",
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      "upload: train\\squamous\\000122 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000122 (3).png\n",
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      "upload: train\\squamous\\000122 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000122 (6).png\n",
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      "upload: train\\squamous\\000122.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000122.png\n",
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      "upload: train\\squamous\\000124 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000124 (5).png\n",
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      "upload: train\\squamous\\000124.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000124.png\n",
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      "upload: train\\squamous\\000120 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000120 (5).png\n",
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      "upload: train\\squamous\\000125 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000125 (2).png\n",
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      "upload: train\\squamous\\000125 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000125 (6).png\n",
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      "upload: train\\squamous\\000125.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000125.png\n",
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      "upload: train\\squamous\\000126 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000126 (4).png\n",
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      "upload: train\\squamous\\000127 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000127 (2).png\n",
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      "upload: train\\squamous\\000127 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000127 (6).png\n",
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      "upload: train\\squamous\\000127.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000127.png\n",
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      "upload: train\\squamous\\000129 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000129 (2).png\n",
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      "upload: train\\squamous\\000129 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000129 (6).png\n",
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      "upload: train\\squamous\\000130 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000130 (4).png\n",
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      "upload: train\\squamous\\000131 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000131 (6).png\n",
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      "upload: train\\squamous\\000132 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000132 (4).png\n",
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      "upload: train\\squamous\\000133 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000133 (2).png\n",
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      "upload: train\\squamous\\000134 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000134 (5).png\n",
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      "upload: train\\squamous\\000135 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000135 (4).png\n",
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      "upload: train\\squamous\\000135.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000135.png\n",
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      "upload: train\\squamous\\000136 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000136 (6).png\n",
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      "upload: train\\squamous\\000139 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000139 (5).png\n",
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      "upload: train\\squamous\\000139 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000139 (6).png\n",
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      "upload: train\\squamous\\000141 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000141 (2).png\n",
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      "upload: train\\squamous\\000141 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000141 (4).png\n",
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      "upload: train\\squamous\\sq1.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/sq1.png\n",
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      "upload: train\\squamous\\sq2.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/sq2.png\n",
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      "upload: train\\squamous\\sq3.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/sq3.png\n",
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      "upload: train\\squamous\\sq4.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/sq4.png\n",
      "Completed 41.1 MiB/42.1 MiB (43.9 KiB/s) with 11 file(s) remaining\n",
      "Completed 41.2 MiB/42.1 MiB (43.9 KiB/s) with 11 file(s) remaining\n",
      "upload: train\\squamous\\sq5.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/sq5.png\n",
      "Completed 41.2 MiB/42.1 MiB (43.9 KiB/s) with 10 file(s) remaining\n",
      "Completed 41.2 MiB/42.1 MiB (43.9 KiB/s) with 10 file(s) remaining\n",
      "upload: train\\squamous\\sq6.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/sq6.png\n",
      "Completed 41.2 MiB/42.1 MiB (43.9 KiB/s) with 9 file(s) remaining\n",
      "Completed 41.3 MiB/42.1 MiB (42.8 KiB/s) with 9 file(s) remaining\n",
      "Completed 41.3 MiB/42.1 MiB (42.8 KiB/s) with 8 file(s) remaining\n",
      "Completed 41.4 MiB/42.1 MiB (42.9 KiB/s) with 8 file(s) remaining\n",
      "upload: train\\squamous\\000136 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000136 (4).png\n",
      "Completed 41.4 MiB/42.1 MiB (42.9 KiB/s) with 7 file(s) remaining\n",
      "Completed 41.5 MiB/42.1 MiB (43.0 KiB/s) with 7 file(s) remaining\n",
      "Completed 41.5 MiB/42.1 MiB (43.0 KiB/s) with 6 file(s) remaining\n",
      "Completed 41.6 MiB/42.1 MiB (42.6 KiB/s) with 6 file(s) remaining\n",
      "upload: train\\squamous\\000121 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000121 (2).png\n",
      "Completed 41.6 MiB/42.1 MiB (42.6 KiB/s) with 5 file(s) remaining\n",
      "Completed 41.8 MiB/42.1 MiB (42.7 KiB/s) with 5 file(s) remaining\n",
      "upload: train\\squamous\\000142 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000142 (5).png\n",
      "Completed 41.8 MiB/42.1 MiB (42.7 KiB/s) with 4 file(s) remaining\n",
      "Completed 41.9 MiB/42.1 MiB (42.5 KiB/s) with 4 file(s) remaining\n",
      "Completed 41.9 MiB/42.1 MiB (42.5 KiB/s) with 3 file(s) remaining\n",
      "Completed 41.9 MiB/42.1 MiB (42.1 KiB/s) with 3 file(s) remaining\n",
      "upload: train\\squamous\\000121.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000121.png\n",
      "Completed 41.9 MiB/42.1 MiB (42.1 KiB/s) with 2 file(s) remaining\n",
      "Completed 42.0 MiB/42.1 MiB (42.1 KiB/s) with 2 file(s) remaining\n",
      "Completed 42.0 MiB/42.1 MiB (42.1 KiB/s) with 1 file(s) remaining\n",
      "Completed 42.1 MiB/42.1 MiB (42.0 KiB/s) with 1 file(s) remaining\n",
      "upload: train\\squamous\\000133 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000133 (3).png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "File association not found for extension .py\n",
      "upload failed: train\\adenocarcinoma\\000030 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000030 (4).png SSL validation failed for https://sagemaker-us-east-1-120644112934.s3.amazonaws.com/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000030%20%284%29.png TLS/SSL connection has been closed (EOF) (_ssl.c:1131)\n",
      "upload failed: train\\adenocarcinoma\\000024 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000024 (7).png Connection was closed before we received a valid response from endpoint URL: \"https://sagemaker-us-east-1-120644112934.s3.amazonaws.com/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000024%20%287%29.png\".\n",
      "upload failed: train\\adenocarcinoma\\000027 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000027 (4).png An error occurred (RequestTimeout) when calling the PutObject operation (reached max retries: 4): Your socket connection to the server was not read from or written to within the timeout period. Idle connections will be closed.\n",
      "upload failed: train\\adenocarcinoma\\000024 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000024 (6).png SSL validation failed for https://sagemaker-us-east-1-120644112934.s3.amazonaws.com/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000024%20%286%29.png TLS/SSL connection has been closed (EOF) (_ssl.c:1131)\n",
      "upload failed: train\\adenocarcinoma\\000034 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000034 (6).png SSL validation failed for https://sagemaker-us-east-1-120644112934.s3.amazonaws.com/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000034%20%286%29.png TLS/SSL connection has been closed (EOF) (_ssl.c:1131)\n",
      "upload failed: train\\adenocarcinoma\\000035 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000035 (6).png An error occurred (RequestTimeout) when calling the PutObject operation (reached max retries: 4): Your socket connection to the server was not read from or written to within the timeout period. Idle connections will be closed.\n",
      "upload failed: train\\adenocarcinoma\\000113 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000113 (7).png Connection was closed before we received a valid response from endpoint URL: \"https://sagemaker-us-east-1-120644112934.s3.amazonaws.com/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000113%20%287%29.png\".\n",
      "upload failed: train\\adenocarcinoma\\000125 (8).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000125 (8).png Connection was closed before we received a valid response from endpoint URL: \"https://sagemaker-us-east-1-120644112934.s3.amazonaws.com/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/adenocarcinoma/000125%20%288%29.png\".\n",
      "upload failed: train\\squamous\\000066.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000066.png Could not connect to the endpoint URL: \"https://sagemaker-us-east-1-120644112934.s3.amazonaws.com/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000066.png\"\n",
      "upload failed: train\\squamous\\000063 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000063 (6).png Could not connect to the endpoint URL: \"https://sagemaker-us-east-1-120644112934.s3.amazonaws.com/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000063%20%286%29.png\"\n",
      "upload failed: train\\squamous\\000117 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000117 (5).png Could not connect to the endpoint URL: \"https://sagemaker-us-east-1-120644112934.s3.amazonaws.com/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000117%20%285%29.png\"\n",
      "upload failed: train\\squamous\\000117 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000117 (6).png Could not connect to the endpoint URL: \"https://sagemaker-us-east-1-120644112934.s3.amazonaws.com/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000117%20%286%29.png\"\n",
      "upload failed: train\\squamous\\000074 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000074 (5).png Could not connect to the endpoint URL: \"https://sagemaker-us-east-1-120644112934.s3.amazonaws.com/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000074%20%285%29.png\"\n",
      "upload failed: train\\squamous\\000075.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000075.png Could not connect to the endpoint URL: \"https://sagemaker-us-east-1-120644112934.s3.amazonaws.com/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000075.png\"\n",
      "upload failed: train\\squamous\\000070.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000070.png Could not connect to the endpoint URL: \"https://sagemaker-us-east-1-120644112934.s3.amazonaws.com/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000070.png\"\n",
      "upload failed: train\\squamous\\000118 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000118 (4).png Could not connect to the endpoint URL: \"https://sagemaker-us-east-1-120644112934.s3.amazonaws.com/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000118%20%284%29.png\"\n",
      "upload failed: train\\squamous\\000120 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000120 (2).png SSL validation failed for https://sagemaker-us-east-1-120644112934.s3.amazonaws.com/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000120%20%282%29.png TLS/SSL connection has been closed (EOF) (_ssl.c:1131)\n",
      "upload failed: train\\squamous\\000066 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000066 (2).png SSL validation failed for https://sagemaker-us-east-1-120644112934.s3.amazonaws.com/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000066%20%282%29.png TLS/SSL connection has been closed (EOF) (_ssl.c:1131)\n",
      "upload failed: train\\squamous\\000120 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000120 (3).png Connection was closed before we received a valid response from endpoint URL: \"https://sagemaker-us-east-1-120644112934.s3.amazonaws.com/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000120%20%283%29.png\".\n",
      "upload failed: train\\squamous\\000082 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000082 (3).png Connection was closed before we received a valid response from endpoint URL: \"https://sagemaker-us-east-1-120644112934.s3.amazonaws.com/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000082%20%283%29.png\".\n",
      "upload failed: train\\squamous\\000119.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000119.png An error occurred (InternalError) when calling the PutObject operation (reached max retries: 4): We encountered an internal error. Please try again.\n",
      "upload failed: train\\squamous\\000120 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000120 (4).png Connection was closed before we received a valid response from endpoint URL: \"https://sagemaker-us-east-1-120644112934.s3.amazonaws.com/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/squamous/000120%20%284%29.png\".\n"
     ]
    }
   ],
   "source": [
    "!aws s3 cp train/ s3://bucket_name/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train/ --recursive"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f43d4e18",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Completed 65.0 KiB/9.7 MiB (2.0 KiB/s) with 100 file(s) remaining\n",
      "upload: test\\adenocarcinoma\\000008 (10).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000008 (10).png\n",
      "Completed 65.0 KiB/9.7 MiB (2.0 KiB/s) with 99 file(s) remaining\n",
      "Completed 167.5 KiB/9.7 MiB (4.8 KiB/s) with 99 file(s) remaining\n",
      "upload: test\\adenocarcinoma\\000009 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000009 (7).png\n",
      "Completed 167.5 KiB/9.7 MiB (4.8 KiB/s) with 98 file(s) remaining\n",
      "Completed 282.4 KiB/9.7 MiB (5.4 KiB/s) with 98 file(s) remaining\n",
      "upload: test\\adenocarcinoma\\000132 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000132 (7).png\n",
      "Completed 282.4 KiB/9.7 MiB (5.4 KiB/s) with 97 file(s) remaining\n",
      "Completed 373.2 KiB/9.7 MiB (6.4 KiB/s) with 97 file(s) remaining\n",
      "upload: test\\adenocarcinoma\\000132 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000132 (2).png\n",
      "Completed 373.2 KiB/9.7 MiB (6.4 KiB/s) with 96 file(s) remaining\n",
      "Completed 483.9 KiB/9.7 MiB (5.2 KiB/s) with 96 file(s) remaining\n",
      "upload: test\\adenocarcinoma\\000151 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000151 (5).png\n",
      "Completed 483.9 KiB/9.7 MiB (5.2 KiB/s) with 95 file(s) remaining\n",
      "Completed 556.5 KiB/9.7 MiB (3.4 KiB/s) with 95 file(s) remaining\n",
      "upload: test\\adenocarcinoma\\000015 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000015 (4).png\n",
      "Completed 556.5 KiB/9.7 MiB (3.4 KiB/s) with 94 file(s) remaining\n",
      "Completed 627.7 KiB/9.7 MiB (3.2 KiB/s) with 94 file(s) remaining\n",
      "upload: test\\adenocarcinoma\\000148 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000148 (6).png\n",
      "Completed 627.7 KiB/9.7 MiB (3.2 KiB/s) with 93 file(s) remaining\n",
      "Completed 704.8 KiB/9.7 MiB (3.5 KiB/s) with 93 file(s) remaining\n",
      "upload: test\\adenocarcinoma\\000005 (9).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000005 (9).png\n",
      "Completed 704.8 KiB/9.7 MiB (3.5 KiB/s) with 92 file(s) remaining\n",
      "Completed 788.2 KiB/9.7 MiB (3.9 KiB/s) with 92 file(s) remaining\n",
      "upload: test\\adenocarcinoma\\000009 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000009 (3).png\n",
      "Completed 788.2 KiB/9.7 MiB (3.9 KiB/s) with 91 file(s) remaining\n",
      "Completed 899.7 KiB/9.7 MiB (4.3 KiB/s) with 91 file(s) remaining\n",
      "upload: test\\adenocarcinoma\\000148 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000148 (3).png\n",
      "Completed 899.7 KiB/9.7 MiB (4.3 KiB/s) with 90 file(s) remaining\n",
      "Completed 1010.8 KiB/9.7 MiB (4.4 KiB/s) with 90 file(s) remaining\n",
      "upload: test\\adenocarcinoma\\000014 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000014 (7).png\n",
      "Completed 1010.8 KiB/9.7 MiB (4.4 KiB/s) with 89 file(s) remaining\n",
      "Completed 1.1 MiB/9.7 MiB (4.5 KiB/s) with 89 file(s) remaining   \n",
      "upload: test\\adenocarcinoma\\000158 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000158 (2).png\n",
      "Completed 1.1 MiB/9.7 MiB (4.5 KiB/s) with 88 file(s) remaining\n",
      "Completed 1.2 MiB/9.7 MiB (4.5 KiB/s) with 88 file(s) remaining\n",
      "upload: test\\adenocarcinoma\\000158 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000158 (3).png\n",
      "Completed 1.2 MiB/9.7 MiB (4.5 KiB/s) with 87 file(s) remaining\n",
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      "Completed 1.4 MiB/9.7 MiB (4.7 KiB/s) with 86 file(s) remaining\n",
      "upload: test\\adenocarcinoma\\000158 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000158 (5).png\n",
      "Completed 1.4 MiB/9.7 MiB (4.7 KiB/s) with 85 file(s) remaining\n",
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      "upload: test\\adenocarcinoma\\000158.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000158.png\n",
      "Completed 1.5 MiB/9.7 MiB (4.9 KiB/s) with 84 file(s) remaining\n",
      "Completed 1.6 MiB/9.7 MiB (5.1 KiB/s) with 84 file(s) remaining\n",
      "upload: test\\adenocarcinoma\\000160 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000160 (4).png\n",
      "Completed 1.6 MiB/9.7 MiB (5.1 KiB/s) with 83 file(s) remaining\n",
      "Completed 1.7 MiB/9.7 MiB (5.4 KiB/s) with 83 file(s) remaining\n",
      "upload: test\\adenocarcinoma\\000013 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000013 (4).png\n",
      "Completed 1.7 MiB/9.7 MiB (5.4 KiB/s) with 82 file(s) remaining\n",
      "Completed 1.7 MiB/9.7 MiB (5.5 KiB/s) with 82 file(s) remaining\n",
      "upload: test\\adenocarcinoma\\000160 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000160 (6).png\n",
      "Completed 1.7 MiB/9.7 MiB (5.5 KiB/s) with 81 file(s) remaining\n",
      "Completed 1.9 MiB/9.7 MiB (5.7 KiB/s) with 81 file(s) remaining\n",
      "upload: test\\adenocarcinoma\\000161 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000161 (5).png\n",
      "Completed 1.9 MiB/9.7 MiB (5.7 KiB/s) with 80 file(s) remaining\n",
      "Completed 1.9 MiB/9.7 MiB (5.6 KiB/s) with 80 file(s) remaining\n",
      "upload: test\\adenocarcinoma\\000163 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000163 (3).png\n",
      "Completed 1.9 MiB/9.7 MiB (5.6 KiB/s) with 79 file(s) remaining\n",
      "Completed 2.0 MiB/9.7 MiB (5.8 KiB/s) with 79 file(s) remaining\n",
      "upload: test\\adenocarcinoma\\000124 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000124 (6).png\n",
      "Completed 2.0 MiB/9.7 MiB (5.8 KiB/s) with 78 file(s) remaining\n",
      "Completed 2.1 MiB/9.7 MiB (6.0 KiB/s) with 78 file(s) remaining\n",
      "upload: test\\adenocarcinoma\\000155.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000155.png\n",
      "Completed 2.1 MiB/9.7 MiB (6.0 KiB/s) with 77 file(s) remaining\n",
      "Completed 2.2 MiB/9.7 MiB (6.1 KiB/s) with 77 file(s) remaining\n",
      "upload: test\\adenocarcinoma\\000163 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000163 (7).png\n",
      "Completed 2.2 MiB/9.7 MiB (6.1 KiB/s) with 76 file(s) remaining\n",
      "Completed 2.3 MiB/9.7 MiB (6.3 KiB/s) with 76 file(s) remaining\n",
      "upload: test\\adenocarcinoma\\000156 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000156 (4).png\n",
      "Completed 2.3 MiB/9.7 MiB (6.3 KiB/s) with 75 file(s) remaining\n",
      "Completed 2.4 MiB/9.7 MiB (6.5 KiB/s) with 75 file(s) remaining\n",
      "upload: test\\adenocarcinoma\\000166 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000166 (2).png\n",
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      "upload: test\\adenocarcinoma\\000166 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000166 (4).png\n",
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      "upload: test\\squamous\\000007.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/squamous/000007.png\n",
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      "upload: test\\squamous\\000137.png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/squamous/000137.png\n",
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      "upload: test\\squamous\\000148 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/squamous/000148 (4).png\n",
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      "upload: test\\adenocarcinoma\\000005 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000005 (3).png\n",
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      "upload: test\\squamous\\000151 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/squamous/000151 (6).png\n",
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      "upload: test\\squamous\\000149 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/squamous/000149 (4).png\n",
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      "upload: test\\squamous\\000163 (4).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/squamous/000163 (4).png\n",
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      "upload: test\\squamous\\000167 (2).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/squamous/000167 (2).png\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "File association not found for extension .py\n",
      "upload failed: test\\adenocarcinoma\\000013 (8).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000013 (8).png SSL validation failed for https://sagemaker-us-east-1-120644112934.s3.amazonaws.com/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000013%20%288%29.png TLS/SSL connection has been closed (EOF) (_ssl.c:1131)\n",
      "upload failed: test\\adenocarcinoma\\000153 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000153 (5).png An error occurred (RequestTimeout) when calling the PutObject operation (reached max retries: 4): Your socket connection to the server was not read from or written to within the timeout period. Idle connections will be closed.\n",
      "upload failed: test\\adenocarcinoma\\000157 (5).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000157 (5).png Connection was closed before we received a valid response from endpoint URL: \"https://sagemaker-us-east-1-120644112934.s3.amazonaws.com/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000157%20%285%29.png\".\n",
      "upload failed: test\\adenocarcinoma\\000157 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000157 (6).png Connection was closed before we received a valid response from endpoint URL: \"https://sagemaker-us-east-1-120644112934.s3.amazonaws.com/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000157%20%286%29.png\".\n",
      "upload failed: test\\adenocarcinoma\\000166 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000166 (3).png Connection was closed before we received a valid response from endpoint URL: \"https://sagemaker-us-east-1-120644112934.s3.amazonaws.com/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000166%20%283%29.png\".\n",
      "upload failed: test\\adenocarcinoma\\000172 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000172 (3).png Connection was closed before we received a valid response from endpoint URL: \"https://sagemaker-us-east-1-120644112934.s3.amazonaws.com/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000172%20%283%29.png\".\n",
      "upload failed: test\\adenocarcinoma\\000168 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000168 (3).png Connection was closed before we received a valid response from endpoint URL: \"https://sagemaker-us-east-1-120644112934.s3.amazonaws.com/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000168%20%283%29.png\".\n",
      "upload failed: test\\adenocarcinoma\\000167 (3).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/adenocarcinoma/000167 (3).png An error occurred (RequestTimeout) when calling the PutObject operation (reached max retries: 4): Your socket connection to the server was not read from or written to within the timeout period. Idle connections will be closed.\n",
      "upload failed: test\\squamous\\000004 (7).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/squamous/000004 (7).png Connection was closed before we received a valid response from endpoint URL: \"https://sagemaker-us-east-1-120644112934.s3.amazonaws.com/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/squamous/000004%20%287%29.png\".\n",
      "upload failed: test\\squamous\\000146 (6).png to s3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/squamous/000146 (6).png Connection was closed before we received a valid response from endpoint URL: \"https://sagemaker-us-east-1-120644112934.s3.amazonaws.com/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/squamous/000146%20%286%29.png\".\n"
     ]
    }
   ],
   "source": [
    "!aws s3 cp test/ s3://bucket_name/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test/ --recursive"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c35558be",
   "metadata": {},
   "outputs": [],
   "source": [
    "!mkdir code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "57c44b0e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Miray\\Desktop\\Chest_Scan\\code\n"
     ]
    }
   ],
   "source": [
    "%cd code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "cfe7a734",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overwriting model.py\n"
     ]
    }
   ],
   "source": [
    "%%writefile model.py\n",
    "\n",
    "from tensorflow.keras import Sequential\n",
    "from tensorflow.keras.layers import Conv2D,MaxPool2D,Dropout,Flatten,Dense\n",
    "\n",
    "def get_model():\n",
    "  model = Sequential()\n",
    "  model.add(Conv2D(32, (5,5), activation='relu', input_shape=(128,128,3)))\n",
    "  model.add(MaxPool2D(2,2))\n",
    "  model.add(Dropout(0.1))\n",
    "\n",
    "  model.add(Conv2D(64, (5,5), activation='relu'))\n",
    "  model.add(MaxPool2D(2,2))\n",
    "  model.add(Dropout(0.1))\n",
    "\n",
    "  model.add(Conv2D(128, (5,5), activation='relu'))\n",
    "  model.add(MaxPool2D(2,2))\n",
    "\n",
    "  model.add(Conv2D(256, (5,5), activation='relu'))\n",
    "  model.add(MaxPool2D(2,2))\n",
    "  model.add(Dropout(0.1))\n",
    "\n",
    "  model.add(Flatten())\n",
    "  model.add(Dense(512, activation='relu'))\n",
    "  model.add(Dropout(0.3))\n",
    "\n",
    "  model.add(Dense(1, activation='sigmoid'))\n",
    "\n",
    "  return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1855e26b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overwriting train.py\n"
     ]
    }
   ],
   "source": [
    "%%writefile train.py\n",
    "\n",
    "import os\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "import argparse\n",
    "from argparse import ArgumentParser\n",
    "from tensorflow.keras.optimizers import Adam\n",
    "from tensorflow.keras.preprocessing import image_dataset_from_directory\n",
    "\n",
    "from model import get_model\n",
    "\n",
    "# Define the directories for your train and test data\n",
    "train_dir = 's3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train'\n",
    "validation_dir = 's3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test'\n",
    "\n",
    "def get_train_val_data(train_dir,test_dir):\n",
    "    test_generator = image_dataset_from_directory(test_dir,\n",
    "                                              batch_size=32,\n",
    "                                              image_size = (128,128))\n",
    "\n",
    "\n",
    "    train_generator = image_dataset_from_directory(train_dir,\n",
    "                                               batch_size=32,\n",
    "                                               image_size = (128,128))\n",
    "\n",
    "    return train_generator, test_generator\n",
    "    \n",
    "def parse_args():\n",
    "\n",
    "    parser = argparse.ArgumentParser()\n",
    "    \n",
    "    # Parse input arguments\n",
    "    parser = argparse.ArgumentParser()\n",
    "    parser.add_argument(\"--model-dir\", type=str, default=os.environ[\"SM_MODEL_DIR\"])\n",
    "    parser.add_argument(\"--train\", type=str, default=os.environ[\"SM_CHANNEL_TRAIN\"])\n",
    "    parser.add_argument(\"--validation\", type=str, default=os.environ[\"SM_CHANNEL_VALIDATION\"])\n",
    "    parser.add_argument('--learning_rate', type=float, default=0.0001)\n",
    "    parser.add_argument(\"--epochs\", type=int, default=20)\n",
    "    parser.add_argument(\"--batch-size\", type=int, default=32)\n",
    "\n",
    "    return parser.parse_known_args()\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    \n",
    "    args, _ = parse_args()\n",
    "    \n",
    "    train_generator, test_generator = get_train_val_data(args.train, args.validation)\n",
    "    \n",
    "    model = get_model()\n",
    "    \n",
    "    model.compile(optimizer='adam',loss='binary_crossentropy',metrics=['accuracy'])\n",
    "    \n",
    "    model.fit(\n",
    "            train_generator,\n",
    "            validation_data = test_generator,\n",
    "            epochs=20,\n",
    "            batch_size=32,\n",
    "            verbose=2\n",
    "    )\n",
    "\n",
    "    version = \"1\"\n",
    "    model.save(os.path.join(args.model_dir, version)) #model.tar.gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c53d9e6c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define the directories for your train and test data\n",
    "train_dir = 's3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/train'\n",
    "validation_dir = 's3://sagemaker-us-east-1-120644112934/sagemaker/DEMO-tensorflow-chest-scan-image-classification/test'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "02df5685",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sagemaker.config INFO - Not applying SDK defaults from location: C:\\ProgramData\\sagemaker\\sagemaker\\config.yaml\n",
      "sagemaker.config INFO - Not applying SDK defaults from location: C:\\Users\\Miray\\AppData\\Local\\sagemaker\\sagemaker\\config.yaml\n",
      "Using provided s3_resource\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:sagemaker.image_uris:image_uri is not presented, retrieving image_uri based on instance_type, framework etc.\n",
      "INFO:sagemaker:Creating training-job with name: tensorflow-training-2023-10-25-14-49-14-365\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-10-25 14:50:09 Starting - Starting the training job..\n",
      "2023-10-25 14:50:33 Starting - Preparing the instances for training....\n",
      "2023-10-25 14:51:56 Downloading - Downloading input data..\n",
      "2023-10-25 14:52:29 Training - Downloading the training image..\n",
      "2023-10-25 14:53:50 Training - Training image download completed. Training in progress.\u001b[34m2023-10-25 14:53:57.995453: W tensorflow/core/profiler/internal/smprofiler_timeline.cc:460] Initializing the SageMaker Profiler.\u001b[0m\n",
      "\u001b[34m2023-10-25 14:53:57.995664: W tensorflow/core/profiler/internal/smprofiler_timeline.cc:105] SageMaker Profiler is not enabled. The timeline writer thread will not be started, future recorded events will be dropped.\u001b[0m\n",
      "\u001b[34m2023-10-25 14:53:58.025315: W tensorflow/core/profiler/internal/smprofiler_timeline.cc:460] Initializing the SageMaker Profiler.\u001b[0m\n",
      "\u001b[34m2023-10-25 14:54:00,460 sagemaker-training-toolkit INFO     Imported framework sagemaker_tensorflow_container.training\u001b[0m\n",
      "\u001b[34m2023-10-25 14:54:00,471 sagemaker-training-toolkit INFO     No GPUs detected (normal if no gpus installed)\u001b[0m\n",
      "\u001b[34m2023-10-25 14:54:00,764 sagemaker-training-toolkit INFO     No GPUs detected (normal if no gpus installed)\u001b[0m\n",
      "\u001b[34m2023-10-25 14:54:00,787 sagemaker-training-toolkit INFO     No GPUs detected (normal if no gpus installed)\u001b[0m\n",
      "\u001b[34m2023-10-25 14:54:00,807 sagemaker-training-toolkit INFO     No GPUs detected (normal if no gpus installed)\u001b[0m\n",
      "\u001b[34m2023-10-25 14:54:00,821 sagemaker-training-toolkit INFO     Invoking user script\u001b[0m\n",
      "\u001b[34mTraining Env:\u001b[0m\n",
      "\u001b[34m{\n",
      "    \"additional_framework_parameters\": {},\n",
      "    \"channel_input_dirs\": {\n",
      "        \"train\": \"/opt/ml/input/data/train\",\n",
      "        \"validation\": \"/opt/ml/input/data/validation\"\n",
      "    },\n",
      "    \"current_host\": \"algo-1\",\n",
      "    \"current_instance_group\": \"homogeneousCluster\",\n",
      "    \"current_instance_group_hosts\": [\n",
      "        \"algo-1\"\n",
      "    ],\n",
      "    \"current_instance_type\": \"ml.m4.xlarge\",\n",
      "    \"distribution_hosts\": [],\n",
      "    \"distribution_instance_groups\": [],\n",
      "    \"framework_module\": \"sagemaker_tensorflow_container.training:main\",\n",
      "    \"hosts\": [\n",
      "        \"algo-1\"\n",
      "    ],\n",
      "    \"hyperparameters\": {\n",
      "        \"batch-size\": 32,\n",
      "        \"epochs\": 25,\n",
      "        \"image_size\": 128,\n",
      "        \"model_dir\": \"s3://sagemaker-us-east-1-120644112934/tensorflow-training-2023-10-25-14-49-14-365/model\"\n",
      "    },\n",
      "    \"input_config_dir\": \"/opt/ml/input/config\",\n",
      "    \"input_data_config\": {\n",
      "        \"train\": {\n",
      "            \"TrainingInputMode\": \"File\",\n",
      "            \"S3DistributionType\": \"FullyReplicated\",\n",
      "            \"RecordWrapperType\": \"None\"\n",
      "        },\n",
      "        \"validation\": {\n",
      "            \"TrainingInputMode\": \"File\",\n",
      "            \"S3DistributionType\": \"FullyReplicated\",\n",
      "            \"RecordWrapperType\": \"None\"\n",
      "        }\n",
      "    },\n",
      "    \"input_dir\": \"/opt/ml/input\",\n",
      "    \"instance_groups\": [\n",
      "        \"homogeneousCluster\"\n",
      "    ],\n",
      "    \"instance_groups_dict\": {\n",
      "        \"homogeneousCluster\": {\n",
      "            \"instance_group_name\": \"homogeneousCluster\",\n",
      "            \"instance_type\": \"ml.m4.xlarge\",\n",
      "            \"hosts\": [\n",
      "                \"algo-1\"\n",
      "            ]\n",
      "        }\n",
      "    },\n",
      "    \"is_hetero\": false,\n",
      "    \"is_master\": true,\n",
      "    \"is_modelparallel_enabled\": null,\n",
      "    \"job_name\": \"tensorflow-training-2023-10-25-14-49-14-365\",\n",
      "    \"log_level\": 20,\n",
      "    \"master_hostname\": \"algo-1\",\n",
      "    \"model_dir\": \"/opt/ml/model\",\n",
      "    \"module_dir\": \"s3://sagemaker-us-east-1-120644112934/tensorflow-training-2023-10-25-14-49-14-365/source/sourcedir.tar.gz\",\n",
      "    \"module_name\": \"train\",\n",
      "    \"network_interface_name\": \"eth0\",\n",
      "    \"num_cpus\": 4,\n",
      "    \"num_gpus\": 0,\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",
      "        \"current_instance_type\": \"ml.m4.xlarge\",\n",
      "        \"current_group_name\": \"homogeneousCluster\",\n",
      "        \"hosts\": [\n",
      "            \"algo-1\"\n",
      "        ],\n",
      "        \"instance_groups\": [\n",
      "            {\n",
      "                \"instance_group_name\": \"homogeneousCluster\",\n",
      "                \"instance_type\": \"ml.m4.xlarge\",\n",
      "                \"hosts\": [\n",
      "                    \"algo-1\"\n",
      "                ]\n",
      "            }\n",
      "        ],\n",
      "        \"network_interface_name\": \"eth0\"\n",
      "    },\n",
      "    \"user_entry_point\": \"train.py\"\u001b[0m\n",
      "\u001b[34m}\u001b[0m\n",
      "\u001b[34mEnvironment variables:\u001b[0m\n",
      "\u001b[34mSM_HOSTS=[\"algo-1\"]\u001b[0m\n",
      "\u001b[34mSM_NETWORK_INTERFACE_NAME=eth0\u001b[0m\n",
      "\u001b[34mSM_HPS={\"batch-size\":32,\"epochs\":25,\"image_size\":128,\"model_dir\":\"s3://sagemaker-us-east-1-120644112934/tensorflow-training-2023-10-25-14-49-14-365/model\"}\u001b[0m\n",
      "\u001b[34mSM_USER_ENTRY_POINT=train.py\u001b[0m\n",
      "\u001b[34mSM_FRAMEWORK_PARAMS={}\u001b[0m\n",
      "\u001b[34mSM_RESOURCE_CONFIG={\"current_group_name\":\"homogeneousCluster\",\"current_host\":\"algo-1\",\"current_instance_type\":\"ml.m4.xlarge\",\"hosts\":[\"algo-1\"],\"instance_groups\":[{\"hosts\":[\"algo-1\"],\"instance_group_name\":\"homogeneousCluster\",\"instance_type\":\"ml.m4.xlarge\"}],\"network_interface_name\":\"eth0\"}\u001b[0m\n",
      "\u001b[34mSM_INPUT_DATA_CONFIG={\"train\":{\"RecordWrapperType\":\"None\",\"S3DistributionType\":\"FullyReplicated\",\"TrainingInputMode\":\"File\"},\"validation\":{\"RecordWrapperType\":\"None\",\"S3DistributionType\":\"FullyReplicated\",\"TrainingInputMode\":\"File\"}}\u001b[0m\n",
      "\u001b[34mSM_OUTPUT_DATA_DIR=/opt/ml/output/data\u001b[0m\n",
      "\u001b[34mSM_CHANNELS=[\"train\",\"validation\"]\u001b[0m\n",
      "\u001b[34mSM_CURRENT_HOST=algo-1\u001b[0m\n",
      "\u001b[34mSM_CURRENT_INSTANCE_TYPE=ml.m4.xlarge\u001b[0m\n",
      "\u001b[34mSM_CURRENT_INSTANCE_GROUP=homogeneousCluster\u001b[0m\n",
      "\u001b[34mSM_CURRENT_INSTANCE_GROUP_HOSTS=[\"algo-1\"]\u001b[0m\n",
      "\u001b[34mSM_INSTANCE_GROUPS=[\"homogeneousCluster\"]\u001b[0m\n",
      "\u001b[34mSM_INSTANCE_GROUPS_DICT={\"homogeneousCluster\":{\"hosts\":[\"algo-1\"],\"instance_group_name\":\"homogeneousCluster\",\"instance_type\":\"ml.m4.xlarge\"}}\u001b[0m\n",
      "\u001b[34mSM_DISTRIBUTION_INSTANCE_GROUPS=[]\u001b[0m\n",
      "\u001b[34mSM_IS_HETERO=false\u001b[0m\n",
      "\u001b[34mSM_MODULE_NAME=train\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=4\u001b[0m\n",
      "\u001b[34mSM_NUM_GPUS=0\u001b[0m\n",
      "\u001b[34mSM_MODEL_DIR=/opt/ml/model\u001b[0m\n",
      "\u001b[34mSM_MODULE_DIR=s3://sagemaker-us-east-1-120644112934/tensorflow-training-2023-10-25-14-49-14-365/source/sourcedir.tar.gz\u001b[0m\n",
      "\u001b[34mSM_TRAINING_ENV={\"additional_framework_parameters\":{},\"channel_input_dirs\":{\"train\":\"/opt/ml/input/data/train\",\"validation\":\"/opt/ml/input/data/validation\"},\"current_host\":\"algo-1\",\"current_instance_group\":\"homogeneousCluster\",\"current_instance_group_hosts\":[\"algo-1\"],\"current_instance_type\":\"ml.m4.xlarge\",\"distribution_hosts\":[],\"distribution_instance_groups\":[],\"framework_module\":\"sagemaker_tensorflow_container.training:main\",\"hosts\":[\"algo-1\"],\"hyperparameters\":{\"batch-size\":32,\"epochs\":25,\"image_size\":128,\"model_dir\":\"s3://sagemaker-us-east-1-120644112934/tensorflow-training-2023-10-25-14-49-14-365/model\"},\"input_config_dir\":\"/opt/ml/input/config\",\"input_data_config\":{\"train\":{\"RecordWrapperType\":\"None\",\"S3DistributionType\":\"FullyReplicated\",\"TrainingInputMode\":\"File\"},\"validation\":{\"RecordWrapperType\":\"None\",\"S3DistributionType\":\"FullyReplicated\",\"TrainingInputMode\":\"File\"}},\"input_dir\":\"/opt/ml/input\",\"instance_groups\":[\"homogeneousCluster\"],\"instance_groups_dict\":{\"homogeneousCluster\":{\"hosts\":[\"algo-1\"],\"instance_group_name\":\"homogeneousCluster\",\"instance_type\":\"ml.m4.xlarge\"}},\"is_hetero\":false,\"is_master\":true,\"is_modelparallel_enabled\":null,\"job_name\":\"tensorflow-training-2023-10-25-14-49-14-365\",\"log_level\":20,\"master_hostname\":\"algo-1\",\"model_dir\":\"/opt/ml/model\",\"module_dir\":\"s3://sagemaker-us-east-1-120644112934/tensorflow-training-2023-10-25-14-49-14-365/source/sourcedir.tar.gz\",\"module_name\":\"train\",\"network_interface_name\":\"eth0\",\"num_cpus\":4,\"num_gpus\":0,\"output_data_dir\":\"/opt/ml/output/data\",\"output_dir\":\"/opt/ml/output\",\"output_intermediate_dir\":\"/opt/ml/output/intermediate\",\"resource_config\":{\"current_group_name\":\"homogeneousCluster\",\"current_host\":\"algo-1\",\"current_instance_type\":\"ml.m4.xlarge\",\"hosts\":[\"algo-1\"],\"instance_groups\":[{\"hosts\":[\"algo-1\"],\"instance_group_name\":\"homogeneousCluster\",\"instance_type\":\"ml.m4.xlarge\"}],\"network_interface_name\":\"eth0\"},\"user_entry_point\":\"train.py\"}\u001b[0m\n",
      "\u001b[34mSM_USER_ARGS=[\"--batch-size\",\"32\",\"--epochs\",\"25\",\"--image_size\",\"128\",\"--model_dir\",\"s3://sagemaker-us-east-1-120644112934/tensorflow-training-2023-10-25-14-49-14-365/model\"]\u001b[0m\n",
      "\u001b[34mSM_OUTPUT_INTERMEDIATE_DIR=/opt/ml/output/intermediate\u001b[0m\n",
      "\u001b[34mSM_CHANNEL_TRAIN=/opt/ml/input/data/train\u001b[0m\n",
      "\u001b[34mSM_CHANNEL_VALIDATION=/opt/ml/input/data/validation\u001b[0m\n",
      "\u001b[34mSM_HP_BATCH-SIZE=32\u001b[0m\n",
      "\u001b[34mSM_HP_EPOCHS=25\u001b[0m\n",
      "\u001b[34mSM_HP_IMAGE_SIZE=128\u001b[0m\n",
      "\u001b[34mSM_HP_MODEL_DIR=s3://sagemaker-us-east-1-120644112934/tensorflow-training-2023-10-25-14-49-14-365/model\u001b[0m\n",
      "\u001b[34mPYTHONPATH=/opt/ml/code:/usr/local/bin:/usr/local/lib/python39.zip:/usr/local/lib/python3.9:/usr/local/lib/python3.9/lib-dynload:/usr/local/lib/python3.9/site-packages:/usr/local/lib/python3.9/site-packages/smdebug-1.0.26b20230119-py3.9.egg:/usr/local/lib/python3.9/site-packages/pyinstrument-3.4.2-py3.9.egg:/usr/local/lib/python3.9/site-packages/pyinstrument_cext-0.2.4-py3.9-linux-x86_64.egg\u001b[0m\n",
      "\u001b[34mInvoking script with the following command:\u001b[0m\n",
      "\u001b[34m/usr/local/bin/python3.9 train.py --batch-size 32 --epochs 25 --image_size 128 --model_dir s3://sagemaker-us-east-1-120644112934/tensorflow-training-2023-10-25-14-49-14-365/model\u001b[0m\n",
      "\u001b[34mExtension horovod.torch has not been built: /usr/local/lib/python3.9/site-packages/horovod/torch/mpi_lib/_mpi_lib.cpython-39-x86_64-linux-gnu.so not found\u001b[0m\n",
      "\u001b[34mIf this is not expected, reinstall Horovod with HOROVOD_WITH_PYTORCH=1 to debug the build error.\u001b[0m\n",
      "\u001b[34mWarning! MPI libs are missing, but python applications are still available.\u001b[0m\n",
      "\u001b[34m2023-10-25 14:54:01.526738: W tensorflow/core/profiler/internal/smprofiler_timeline.cc:460] Initializing the SageMaker Profiler.\u001b[0m\n",
      "\u001b[34m2023-10-25 14:54:01.526987: W tensorflow/core/profiler/internal/smprofiler_timeline.cc:105] SageMaker Profiler is not enabled. The timeline writer thread will not be started, future recorded events will be dropped.\u001b[0m\n",
      "\u001b[34m2023-10-25 14:54:01.559667: W tensorflow/core/profiler/internal/smprofiler_timeline.cc:460] Initializing the SageMaker Profiler.\u001b[0m\n",
      "\u001b[34mFound 90 files belonging to 2 classes.\u001b[0m\n",
      "\u001b[34mFound 456 files belonging to 2 classes.\u001b[0m\n",
      "\u001b[34mEpoch 1/20\u001b[0m\n",
      "\u001b[34mExtension horovod.torch has not been built: /usr/local/lib/python3.9/site-packages/horovod/torch/mpi_lib/_mpi_lib.cpython-39-x86_64-linux-gnu.so not found\u001b[0m\n",
      "\u001b[34mIf this is not expected, reinstall Horovod with HOROVOD_WITH_PYTORCH=1 to debug the build error.\u001b[0m\n",
      "\u001b[34mWarning! MPI libs are missing, but python applications are still available.\u001b[0m\n",
      "\u001b[34m[2023-10-25 14:54:04.737 ip-10-2-129-210.ec2.internal:29 INFO utils.py:28] RULE_JOB_STOP_SIGNAL_FILENAME: None\u001b[0m\n",
      "\u001b[34m/usr/local/lib/python3.9/site-packages/smdebug-1.0.26b20230119-py3.9.egg/smdebug/profiler/system_metrics_reader.py:78: SyntaxWarning: \"is not\" with a literal. Did you mean \"!=\"?\u001b[0m\n",
      "\u001b[34m/usr/local/lib/python3.9/site-packages/smdebug-1.0.26b20230119-py3.9.egg/smdebug/profiler/system_metrics_reader.py:78: SyntaxWarning: \"is not\" with a literal. Did you mean \"!=\"?\u001b[0m\n",
      "\u001b[34m[2023-10-25 14:54:05.027 ip-10-2-129-210.ec2.internal:29 INFO profiler_config_parser.py:111] User has disabled profiler.\u001b[0m\n",
      "\u001b[34m[2023-10-25 14:54:05.054 ip-10-2-129-210.ec2.internal:29 INFO json_config.py:92] Creating hook from json_config at /opt/ml/input/config/debughookconfig.json.\u001b[0m\n",
      "\u001b[34m[2023-10-25 14:54:05.055 ip-10-2-129-210.ec2.internal:29 INFO hook.py:206] tensorboard_dir has not been set for the hook. SMDebug will not be exporting tensorboard summaries.\u001b[0m\n",
      "\u001b[34m[2023-10-25 14:54:05.056 ip-10-2-129-210.ec2.internal:29 INFO hook.py:259] Saving to /opt/ml/output/tensors\u001b[0m\n",
      "\u001b[34m[2023-10-25 14:54:05.056 ip-10-2-129-210.ec2.internal:29 INFO state_store.py:77] The checkpoint config file /opt/ml/input/config/checkpointconfig.json does not exist.\u001b[0m\n",
      "\u001b[34m[2023-10-25 14:54:05.056 ip-10-2-129-210.ec2.internal:29 INFO hook.py:427] Monitoring the collections: metrics, sm_metrics, losses\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m15/15 - 14s - loss: 18.6315 - accuracy: 0.5329 - val_loss: 0.6967 - val_accuracy: 0.4667 - 14s/epoch - 915ms/step\u001b[0m\n",
      "\u001b[34mEpoch 2/20\u001b[0m\n",
      "\u001b[34m15/15 - 12s - loss: 0.6659 - accuracy: 0.5833 - val_loss: 0.7122 - val_accuracy: 0.4667 - 12s/epoch - 811ms/step\u001b[0m\n",
      "\u001b[34mEpoch 3/20\u001b[0m\n",
      "\u001b[34m15/15 - 12s - loss: 0.6489 - accuracy: 0.6096 - val_loss: 0.6668 - val_accuracy: 0.6222 - 12s/epoch - 803ms/step\u001b[0m\n",
      "\u001b[34mEpoch 4/20\u001b[0m\n",
      "\u001b[34m15/15 - 12s - loss: 0.6269 - accuracy: 0.6689 - val_loss: 0.6651 - val_accuracy: 0.5778 - 12s/epoch - 801ms/step\u001b[0m\n",
      "\u001b[34mEpoch 5/20\u001b[0m\n",
      "\u001b[34m15/15 - 13s - loss: 0.5671 - accuracy: 0.6732 - val_loss: 0.5901 - val_accuracy: 0.6111 - 13s/epoch - 878ms/step\u001b[0m\n",
      "\u001b[34mEpoch 6/20\u001b[0m\n",
      "\u001b[34m15/15 - 12s - loss: 0.5504 - accuracy: 0.7061 - val_loss: 0.5150 - val_accuracy: 0.8000 - 12s/epoch - 800ms/step\u001b[0m\n",
      "\u001b[34mEpoch 7/20\u001b[0m\n",
      "\u001b[34m15/15 - 12s - loss: 0.4905 - accuracy: 0.7500 - val_loss: 0.4025 - val_accuracy: 0.8333 - 12s/epoch - 803ms/step\u001b[0m\n",
      "\u001b[34mEpoch 8/20\u001b[0m\n",
      "\u001b[34m15/15 - 12s - loss: 0.3200 - accuracy: 0.8772 - val_loss: 0.3185 - val_accuracy: 0.8556 - 12s/epoch - 803ms/step\u001b[0m\n",
      "\u001b[34mEpoch 9/20\u001b[0m\n",
      "\u001b[34m15/15 - 12s - loss: 0.2339 - accuracy: 0.9057 - val_loss: 0.3243 - val_accuracy: 0.8667 - 12s/epoch - 833ms/step\u001b[0m\n",
      "\u001b[34mEpoch 10/20\u001b[0m\n",
      "\u001b[34m15/15 - 13s - loss: 0.1642 - accuracy: 0.9276 - val_loss: 0.2363 - val_accuracy: 0.9000 - 13s/epoch - 880ms/step\u001b[0m\n",
      "\u001b[34mEpoch 11/20\u001b[0m\n",
      "\u001b[34m15/15 - 12s - loss: 0.2271 - accuracy: 0.8969 - val_loss: 0.3409 - val_accuracy: 0.8556 - 12s/epoch - 803ms/step\u001b[0m\n",
      "\u001b[34mEpoch 12/20\u001b[0m\n",
      "\u001b[34m15/15 - 12s - loss: 0.2015 - accuracy: 0.9320 - val_loss: 0.5055 - val_accuracy: 0.8333 - 12s/epoch - 805ms/step\u001b[0m\n",
      "\u001b[34mEpoch 13/20\u001b[0m\n",
      "\u001b[34m15/15 - 12s - loss: 0.0782 - accuracy: 0.9649 - val_loss: 0.1606 - val_accuracy: 0.9222 - 12s/epoch - 802ms/step\u001b[0m\n",
      "\u001b[34mEpoch 14/20\u001b[0m\n",
      "\u001b[34m15/15 - 12s - loss: 0.0538 - accuracy: 0.9781 - val_loss: 0.3657 - val_accuracy: 0.9000 - 12s/epoch - 804ms/step\u001b[0m\n",
      "\u001b[34mEpoch 15/20\u001b[0m\n",
      "\u001b[34m15/15 - 13s - loss: 0.0834 - accuracy: 0.9627 - val_loss: 0.2965 - val_accuracy: 0.9111 - 13s/epoch - 873ms/step\u001b[0m\n",
      "\u001b[34mEpoch 16/20\u001b[0m\n",
      "\u001b[34m15/15 - 12s - loss: 0.1228 - accuracy: 0.9583 - val_loss: 0.1649 - val_accuracy: 0.9222 - 12s/epoch - 806ms/step\u001b[0m\n",
      "\u001b[34mEpoch 17/20\u001b[0m\n",
      "\u001b[34m15/15 - 12s - loss: 0.0649 - accuracy: 0.9781 - val_loss: 0.2008 - val_accuracy: 0.9222 - 12s/epoch - 803ms/step\u001b[0m\n",
      "\u001b[34mEpoch 18/20\u001b[0m\n",
      "\u001b[34m15/15 - 12s - loss: 0.0820 - accuracy: 0.9671 - val_loss: 0.2673 - val_accuracy: 0.9333 - 12s/epoch - 803ms/step\u001b[0m\n",
      "\u001b[34mEpoch 19/20\u001b[0m\n",
      "\u001b[34m15/15 - 12s - loss: 0.0508 - accuracy: 0.9781 - val_loss: 0.1892 - val_accuracy: 0.9222 - 12s/epoch - 805ms/step\u001b[0m\n",
      "\u001b[34mEpoch 20/20\u001b[0m\n",
      "\u001b[34m15/15 - 13s - loss: 0.0559 - accuracy: 0.9803 - val_loss: 0.1271 - val_accuracy: 0.9556 - 13s/epoch - 876ms/step\u001b[0m\n",
      "\u001b[34mWARNING:absl:Found untraced functions such as _jit_compiled_convolution_op, _jit_compiled_convolution_op, _jit_compiled_convolution_op, _jit_compiled_convolution_op while saving (showing 4 of 4). These functions will not be directly callable after loading.\u001b[0m\n",
      "\u001b[34mINFO:tensorflow:Assets written to: /opt/ml/model/1/assets\u001b[0m\n",
      "\u001b[34mINFO:tensorflow:Assets written to: /opt/ml/model/1/assets\u001b[0m\n",
      "\u001b[34m2023-10-25 14:58:14,515 sagemaker-training-toolkit INFO     Waiting for the process to finish and give a return code.\u001b[0m\n",
      "\u001b[34m2023-10-25 14:58:14,515 sagemaker-training-toolkit INFO     Done waiting for a return code. Received 0 from exiting process.\u001b[0m\n",
      "\u001b[34m2023-10-25 14:58:14,516 sagemaker-training-toolkit INFO     Reporting training SUCCESS\u001b[0m\n",
      "\n",
      "2023-10-25 14:58:32 Uploading - Uploading generated training model\n",
      "2023-10-25 14:58:32 Completed - Training job completed\n",
      "Training seconds: 398\n",
      "Billable seconds: 398\n"
     ]
    }
   ],
   "source": [
    "from sagemaker.tensorflow import TensorFlow\n",
    "\n",
    "hyperparameters = {\"image_size\": 128,\n",
    "                   \"batch-size\": 32,\n",
    "                   \"epochs\": 20\n",
    "}\n",
    "\n",
    "estimator = TensorFlow(\n",
    "                entry_point=\"train.py\",\n",
    "                source_dir=\"code\",\n",
    "                role=role,\n",
    "                framework_version=\"2.9\",\n",
    "                py_version=\"py39\",\n",
    "                instance_type=\"ml.m4.xlarge\",  #\"ml.t2.medium\"\n",
    "                instance_count=1,\n",
    "                hyperparameters=hyperparameters\n",
    ")\n",
    "\n",
    "inputs = {\n",
    "    'train': train_dir,\n",
    "    'validation': validation_dir\n",
    "}\n",
    "\n",
    "estimator.fit(inputs)"
   ]
  }
 ],
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