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August 10, 2019 16:56
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batch-prediction-ai-platform.ipynb
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{ | |
"nbformat": 4, | |
"nbformat_minor": 0, | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.7.3" | |
}, | |
"colab": { | |
"name": "batch-prediction-ai-platform.ipynb", | |
"version": "0.3.2", | |
"provenance": [], | |
"include_colab_link": true | |
} | |
}, | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "view-in-github", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"<a href=\"https://colab.research.google.com/gist/louis030195/d51ceb25d2acda6318d5db6983a3427f/batch-prediction-ai-platform.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "0d9IBcU4dQqN", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"import cv2\n", | |
"import matplotlib.pyplot as plt\n", | |
"import matplotlib.image as mpimg\n", | |
"import os\n", | |
"import numpy as np" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "totyQUvmdQqR", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"!wget http://www.dumpaday.com/wp-content/uploads/2018/06/random-pictures-10.jpg" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "biiJ24V5dQqT", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"img = mpimg.imread('random-pictures-10.jpg')" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "l_b6X7CFdQqV", | |
"colab_type": "code", | |
"colab": {}, | |
"outputId": "ced3cbba-1df8-44a5-f3cb-6fcba7dd6610" | |
}, | |
"source": [ | |
"plt.imshow(img)" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7f94150585c0>" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 26 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "yC61zh_tdQqZ", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"import time\n", | |
"import re\n", | |
"\n", | |
"def make_batch_job_body(project_name, input_paths, output_path,\n", | |
" model_name, region, data_format='JSON',\n", | |
" version_name=None, max_worker_count=None,\n", | |
" runtime_version=None):\n", | |
"\n", | |
" project_id = 'projects/{}'.format(project_name)\n", | |
" model_id = '{}/models/{}'.format(project_id, model_name)\n", | |
" if version_name:\n", | |
" version_id = '{}/versions/{}'.format(model_id, version_name)\n", | |
"\n", | |
" # Make a jobName of the format \"model_name_batch_predict_YYYYMMDD_HHMMSS\"\n", | |
" timestamp = time.strftime('%Y%m%d_%H%M%S', time.gmtime())\n", | |
"\n", | |
" # Make sure the project name is formatted correctly to work as the basis\n", | |
" # of a valid job name.\n", | |
" clean_project_name = re.sub(r'\\W+', '_', project_name)\n", | |
"\n", | |
" job_id = '{}_{}_{}'.format(clean_project_name, model_name,\n", | |
" timestamp)\n", | |
"\n", | |
" # Start building the request dictionary with required information.\n", | |
" body = {'jobId': job_id,\n", | |
" 'predictionInput': {\n", | |
" 'dataFormat': data_format,\n", | |
" 'inputPaths': input_paths,\n", | |
" 'outputPath': output_path,\n", | |
" 'region': region}}\n", | |
"\n", | |
" # Use the version if present, the model (its default version) if not.\n", | |
" if version_name:\n", | |
" body['predictionInput']['versionName'] = version_id\n", | |
" else:\n", | |
" body['predictionInput']['modelName'] = model_id\n", | |
"\n", | |
" # Only include a maximum number of workers or a runtime version if specified.\n", | |
" # Otherwise let the service use its defaults.\n", | |
" if max_worker_count:\n", | |
" body['predictionInput']['maxWorkerCount'] = max_worker_count\n", | |
"\n", | |
" if runtime_version:\n", | |
" body['predictionInput']['runtimeVersion'] = runtime_version\n", | |
"\n", | |
" return body" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "rZZwXE9ldQqb", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"import googleapiclient.discovery as discovery\n", | |
"\n", | |
"def batch_predict(project_name, body):\n", | |
" project_id = 'projects/{}'.format(project_name)\n", | |
"\n", | |
" service = googleapiclient.discovery.build('ml', 'v1')\n", | |
" request = service.projects().jobs().create(parent=project_id,\n", | |
" body=body)\n", | |
"\n", | |
" response = request.execute()\n", | |
"\n", | |
" print('Job requested.')\n", | |
"\n", | |
" # The state returned will almost always be QUEUED.\n", | |
" print('state : {}'.format(response['state']))\n", | |
"\n", | |
" if 'error' in response:\n", | |
" raise RuntimeError(response['error'])\n", | |
" return response" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "rKegMIyidQqd", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"f= open(\"input.json\",\"w+\")\n", | |
"f.write('{{\"inputs\": {}}}'.format(img.tolist())) # https://stackoverflow.com/questions/5466451/how-can-i-print-literal-curly-brace-characters-in-python-string-and-also-use-fo\n", | |
"f.close() " | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "bdcuVAsmdQqf", | |
"colab_type": "code", | |
"colab": {}, | |
"outputId": "2bf74296-d5f5-42ee-c781-5e859c61009a" | |
}, | |
"source": [ | |
"!head -c 50 input.json" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": [ | |
"{\"inputs\": [[[218, 218, 218], [235, 235, 235], [23" | |
], | |
"name": "stdout" | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "8jn1iddXdQqi", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"BUCKET_NAME='bucket03y'\n", | |
"PROJECT_ID='wildlife-247309'" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "wMWDK1AOdQqk", | |
"colab_type": "code", | |
"colab": {}, | |
"outputId": "0a3e934c-a1bd-405e-e4a5-57f97a28dbbe" | |
}, | |
"source": [ | |
"!gsutil mv input.json gs://$BUCKET_NAME/batches/input.json" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": [ | |
"Copying file://input.json [Content-Type=application/json]...\n", | |
"Removing file://input.json...iB] \n", | |
"\n", | |
"Operation completed over 1 objects/4.6 MiB. \n" | |
], | |
"name": "stdout" | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "zHA7BVLZdQqn", | |
"colab_type": "code", | |
"colab": {}, | |
"outputId": "ae7d616b-2c48-4ca5-dd03-71a30c20ad6f" | |
}, | |
"source": [ | |
"body = make_batch_job_body(PROJECT_ID,\n", | |
" 'gs://{}/batches/input.json'.format(BUCKET_NAME),\n", | |
" 'gs://{}/batch_results'.format(BUCKET_NAME),\n", | |
" 'm1', 'europe-west1',\n", | |
" version_name='v1')\n", | |
"print('Response', batch_predict(PROJECT_ID, body))" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": [ | |
"/home/louis/anaconda3/envs/env/lib/python3.7/site-packages/google/auth/_default.py:66: UserWarning: Your application has authenticated using end user credentials from Google Cloud SDK. We recommend that most server applications use service accounts instead. If your application continues to use end user credentials from Cloud SDK, you might receive a \"quota exceeded\" or \"API not enabled\" error. For more information about service accounts, see https://cloud.google.com/docs/authentication/\n", | |
" warnings.warn(_CLOUD_SDK_CREDENTIALS_WARNING)\n" | |
], | |
"name": "stderr" | |
}, | |
{ | |
"output_type": "stream", | |
"text": [ | |
"Job requested.\n", | |
"state : QUEUED\n", | |
"Response {'jobId': 'wildlife_247309_m1_20190810_163547', 'predictionInput': {'versionName': 'projects/wildlife-247309/models/m1/versions/v1', 'dataFormat': 'JSON', 'inputPaths': ['gs://bucket03y/batches/input.json'], 'outputPath': 'gs://bucket03y/batch_results', 'region': 'europe-west1', 'runtimeVersion': '1.14'}, 'createTime': '2019-08-10T16:35:50Z', 'state': 'QUEUED', 'predictionOutput': {'outputPath': 'gs://bucket03y/batch_results'}, 'etag': 'Intp1XaV8v4='}\n" | |
], | |
"name": "stdout" | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "d_WT2lXcdQqq", | |
"colab_type": "code", | |
"colab": {}, | |
"outputId": "f6f2c0fc-c124-4f91-947a-bf799ef9527e" | |
}, | |
"source": [ | |
"# Check result\n", | |
"!gsutil cat gs://$BUCKET_NAME/batch_results/prediction.results-00000-of-00001" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": [ | |
"{\"detection_classes\": [21.0, 21.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], \"detection_boxes\": [[0.2011062204837799, 0.09247228503227234, 0.6797565221786499, 0.4866909086704254], [0.24040067195892334, 0.3433651924133301, 0.7723613977432251, 0.7802878618240356], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0]], \"detection_scores\": [0.9732089042663574, 0.9612009525299072, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], \"num_detections\": 2.0}\r\n" | |
], | |
"name": "stdout" | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "28sDDRNUdQqs", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"# Check errors\n", | |
"!gsutil cat gs://$BUCKET_NAME/batch_results/prediction.errors_stats-00000-of-00001" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "Bfk4RqW9dQqv", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
} | |
] | |
} |
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