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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "id": "dd8c1623-60d8-4155-96ab-4de2f1fbf4be", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "\u001b[01;34m.\u001b[00m\n", | |
| "├── \u001b[01;34mdata\u001b[00m\n", | |
| "│ ├── \u001b[01;32mim1.png\u001b[00m\n", | |
| "│ ├── \u001b[01;32mim2.png\u001b[00m\n", | |
| "│ ├── \u001b[01;32mim3.png\u001b[00m\n", | |
| "│ ├── \u001b[01;32mim4.png\u001b[00m\n", | |
| "│ └── \u001b[01;32mim5.png\u001b[00m\n", | |
| "├── \u001b[01;34munet\u001b[00m\n", | |
| "│ └── \u001b[01;34m1\u001b[00m\n", | |
| "│ ├── \u001b[01;34massets\u001b[00m\n", | |
| "│ ├── keras_metadata.pb\n", | |
| "│ ├── saved_model.pb\n", | |
| "│ └── \u001b[01;34mvariables\u001b[00m\n", | |
| "│ ├── variables.data-00000-of-00001\n", | |
| "│ └── variables.index\n", | |
| "└── unet-tfserve-inference.ipynb\n", | |
| "\n", | |
| "5 directories, 10 files\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!tree" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "84397ba1-76b2-4d91-aaf7-879dbdfa250d", | |
| "metadata": {}, | |
| "source": [ | |
| "#### data/\n", | |
| "Input images\n", | |
| "#### unet/\n", | |
| "SavedModel from TF2" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "a7cfb24a-61c6-4752-a59f-ac8005813a18", | |
| "metadata": {}, | |
| "source": [ | |
| "### Run TFService directly or inside a docker container" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "id": "108b4455-f3b0-41d9-a6fa-f11e7f66a14f", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "2022-01-25 11:36:14.741363: I tensorflow_serving/model_servers/server.cc:89] Building single TensorFlow model file config: model_name: unet model_base_path: /models/unet\n", | |
| "2022-01-25 11:36:14.741715: I tensorflow_serving/model_servers/server_core.cc:465] Adding/updating models.\n", | |
| "2022-01-25 11:36:14.741842: I tensorflow_serving/model_servers/server_core.cc:591] (Re-)adding model: unet\n", | |
| "2022-01-25 11:36:14.843063: I tensorflow_serving/core/basic_manager.cc:740] Successfully reserved resources to load servable {name: unet version: 1}\n", | |
| "2022-01-25 11:36:14.843276: I tensorflow_serving/core/loader_harness.cc:66] Approving load for servable version {name: unet version: 1}\n", | |
| "2022-01-25 11:36:14.843347: I tensorflow_serving/core/loader_harness.cc:74] Loading servable version {name: unet version: 1}\n", | |
| "2022-01-25 11:36:14.843685: I external/org_tensorflow/tensorflow/cc/saved_model/reader.cc:38] Reading SavedModel from: /models/unet/1\n", | |
| "2022-01-25 11:36:15.029834: I external/org_tensorflow/tensorflow/cc/saved_model/reader.cc:90] Reading meta graph with tags { serve }\n", | |
| "2022-01-25 11:36:15.029925: I external/org_tensorflow/tensorflow/cc/saved_model/reader.cc:132] Reading SavedModel debug info (if present) from: /models/unet/1\n", | |
| "2022-01-25 11:36:15.030056: I external/org_tensorflow/tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", | |
| "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", | |
| "2022-01-25 11:36:15.418201: I external/org_tensorflow/tensorflow/cc/saved_model/loader.cc:206] Restoring SavedModel bundle.\n", | |
| "2022-01-25 11:36:15.460015: I external/org_tensorflow/tensorflow/core/platform/profile_utils/cpu_utils.cc:114] CPU Frequency: 2711995000 Hz\n", | |
| "2022-01-25 11:36:17.048088: I external/org_tensorflow/tensorflow/cc/saved_model/loader.cc:190] Running initialization op on SavedModel bundle at path: /models/unet/1\n", | |
| "2022-01-25 11:36:17.322582: I external/org_tensorflow/tensorflow/cc/saved_model/loader.cc:277] SavedModel load for tags { serve }; Status: success: OK. Took 2478929 microseconds.\n", | |
| "2022-01-25 11:36:17.353514: I tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc:59] No warmup data file found at /models/unet/1/assets.extra/tf_serving_warmup_requests\n", | |
| "2022-01-25 11:36:17.390218: I tensorflow_serving/core/loader_harness.cc:87] Successfully loaded servable version {name: unet version: 1}\n", | |
| "2022-01-25 11:36:17.391898: I tensorflow_serving/model_servers/server_core.cc:486] Finished adding/updating models\n", | |
| "2022-01-25 11:36:17.392022: I tensorflow_serving/model_servers/server.cc:367] Profiler service is enabled\n", | |
| "2022-01-25 11:36:17.394347: I tensorflow_serving/model_servers/server.cc:393] Running gRPC ModelServer at 0.0.0.0:8500 ...\n", | |
| "[warn] getaddrinfo: address family for nodename not supported\n", | |
| "[evhttp_server.cc : 245] NET_LOG: Entering the event loop ...\n", | |
| "2022-01-25 11:36:17.396574: I tensorflow_serving/model_servers/server.cc:414] Exporting HTTP/REST API at:localhost:8501 ...\n", | |
| "Process is interrupted.\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "%%bash\n", | |
| "docker run -p 8501:8501 --name tfserving_unet --mount type=bind,source=/home/srm/killme/seg-example/unet/,target=/models/unet -e MODEL_NAME=unet -t tensorflow/serving &" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "id": "04658c7a-f152-41d7-9238-521d2fcf9cb5", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "CONTAINER ID IMAGE COMMAND CREATED STATUS PORTS NAMES\n", | |
| "712a07ff0236 tensorflow/serving \"/usr/bin/tf_serving…\" 33 seconds ago Up 31 seconds 8500/tcp, 0.0.0.0:8501->8501/tcp tfserving_unet\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "%%bash\n", | |
| "docker ps" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "id": "07f21d08-3321-4d0e-827d-74a5c406fd83", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import json\n", | |
| "import requests\n", | |
| "from pathlib import Path\n", | |
| "\n", | |
| "from PIL import Image\n", | |
| "import skimage.io as skio\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import numpy as np" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "id": "cd810a12-b3f4-44d5-897d-91d076640581", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "{'model_spec': {'name': 'unet', 'signature_name': '', 'version': '1'},\n", | |
| " 'metadata': {'signature_def': {'signature_def': {'serving_default': {'inputs': {'input_5': {'dtype': 'DT_FLOAT',\n", | |
| " 'tensor_shape': {'dim': [{'size': '-1', 'name': ''},\n", | |
| " {'size': '256', 'name': ''},\n", | |
| " {'size': '256', 'name': ''},\n", | |
| " {'size': '3', 'name': ''}],\n", | |
| " 'unknown_rank': False},\n", | |
| " 'name': 'serving_default_input_5:0'}},\n", | |
| " 'outputs': {'softmax': {'dtype': 'DT_FLOAT',\n", | |
| " 'tensor_shape': {'dim': [{'size': '-1', 'name': ''},\n", | |
| " {'size': '256', 'name': ''},\n", | |
| " {'size': '256', 'name': ''},\n", | |
| " {'size': '10', 'name': ''}],\n", | |
| " 'unknown_rank': False},\n", | |
| " 'name': 'StatefulPartitionedCall:0'}},\n", | |
| " 'method_name': 'tensorflow/serving/predict'},\n", | |
| " '__saved_model_init_op': {'inputs': {},\n", | |
| " 'outputs': {'__saved_model_init_op': {'dtype': 'DT_INVALID',\n", | |
| " 'tensor_shape': {'dim': [], 'unknown_rank': True},\n", | |
| " 'name': 'NoOp'}},\n", | |
| " 'method_name': ''}}}}}" | |
| ] | |
| }, | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "# Let us look at the model metadata\n", | |
| "requests.get('http://localhost:8501/v1/models/unet/metadata').json()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "id": "924e0244-e137-4b87-ab15-eb63fffcd9ff", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# Load the images\n", | |
| "img_paths = Path('data').glob('im*.png')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "id": "828c560d-f163-4f5c-a60e-cddb32d647c3", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "(5, 256, 256, 3)" | |
| ] | |
| }, | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "# Create a payload by stacking the images\n", | |
| "payload = np.stack([skio.imread(p)*(1/255.) for p in img_paths], axis=0)\n", | |
| "payload.shape" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "id": "fd1b40d5-d451-4b4d-929b-4bdeb912883c", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 720x720 with 5 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "fig, axes = plt.subplots(nrows=1, ncols=5, figsize=(10,10))\n", | |
| "for i,ax in enumerate(axes):\n", | |
| " ax.imshow(payload[i])\n", | |
| " ax.set_axis_off()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "id": "3fa9583d-26e3-4aea-b23c-998e10a76863", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# URL for TFServing\n", | |
| "endpoint = 'http://localhost:8501/v1/models/unet:predict'\n", | |
| "data = json.dumps({\n", | |
| " 'instances': payload.tolist()\n", | |
| "})\n", | |
| "headers = {'content-type': 'application/json'}" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "id": "08a7237b-d9d0-4947-8657-66904315d2f7", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# Pass the data for inference\n", | |
| "r = requests.post(endpoint, data=data, headers=headers).json()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "c4cac469-324f-40a9-a6b0-30f6812d6397", | |
| "metadata": {}, | |
| "source": [ | |
| "### Modify the data type to `np.unit8`" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "id": "039fe982-f3c0-4dfb-8e1e-b65d94f74f7e", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "(5, 256, 256)" | |
| ] | |
| }, | |
| "execution_count": 12, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "outs = np.argmax(np.array(r['predictions']), axis=-1).astype('uint8') # Predictions: B x H x W x # of classes -> B x H x W x 1\n", | |
| "outs.shape" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 13, | |
| "id": "644458e1-1af4-4fe1-b039-c161d8302597", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1440x1440 with 10 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# Look at the results\n", | |
| "fig, axes = plt.subplots(nrows=1, ncols=10, figsize=(20,20))\n", | |
| "for i in range(0,10,2):\n", | |
| " axes[i].imshow(payload[i//2])\n", | |
| " axes[i+1].imshow(outs[i//2])\n", | |
| " axes[i].set_axis_off()\n", | |
| " axes[i+1].set_axis_off()\n", | |
| " axes[i].set_title(f'im: {i//2}')\n", | |
| " axes[i+1].set_title(f'pred: {i//2}')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "721f7afb-6753-448b-a937-4135a7222189", | |
| "metadata": {}, | |
| "source": [ | |
| "### Save the Images as JPEF files " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "id": "da4400a9-db4e-4dd1-83e8-218f4dc95666", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "(256, 256)" | |
| ] | |
| }, | |
| "execution_count": 18, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "# Take the first Image MASK\n", | |
| "sample = outs[0]\n", | |
| "sample.shape" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 19, | |
| "id": "e316841a-dfa6-4c75-9bfb-a2fd6024b3f5", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# Save the MASK as JPEG file\n", | |
| "(Image.fromarray(sample)\n", | |
| " .save('sample.jpg', 'JPEG', quality=100, subsampling=0))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 20, | |
| "id": "5c2c59b2-3aa9-48c7-b60e-856594876d3a", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.image.AxesImage at 0x7ff1db3e63d0>" | |
| ] | |
| }, | |
| "execution_count": 20, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# Read the MASK & plot\n", | |
| "sample = np.array(Image.open('sample.jpg'))\n", | |
| "plt.imshow(sample)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 21, | |
| "id": "dd88f1b4-1ecf-4d4a-b883-a5b86091b40a", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "array([[6, 6, 6, ..., 6, 6, 6],\n", | |
| " [1, 0, 6, ..., 1, 6, 0],\n", | |
| " [5, 1, 1, ..., 1, 5, 6],\n", | |
| " ...,\n", | |
| " [6, 5, 6, ..., 0, 0, 0],\n", | |
| " [6, 6, 6, ..., 0, 0, 0],\n", | |
| " [1, 1, 1, ..., 0, 0, 0]], dtype=uint8)" | |
| ] | |
| }, | |
| "execution_count": 21, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "sample" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "93a7b33b-e666-479a-9eac-b909edfef75f", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3 (ipykernel)", | |
| "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": "3.9.7" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 5 | |
| } |
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