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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"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;34mdevg\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",
"├── \u001b[01;35msample.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-lite.ipynb\n",
"└── unet-tfserve-inference.ipynb\n",
"\n",
"9 directories, 16 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": 2,
"id": "2c1f6d97-b66e-4e04-81cc-5ba8758868d2",
"metadata": {},
"outputs": [],
"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": 3,
"id": "108b4455-f3b0-41d9-a6fa-f11e7f66a14f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2022-02-09 14:26:45.192773: I tensorflow_serving/model_servers/server.cc:89] Building single TensorFlow model file config: model_name: devg model_base_path: /models/devg\n",
"2022-02-09 14:26:45.193098: I tensorflow_serving/model_servers/server_core.cc:465] Adding/updating models.\n",
"2022-02-09 14:26:45.193127: I tensorflow_serving/model_servers/server_core.cc:591] (Re-)adding model: devg\n",
"2022-02-09 14:26:45.294995: I tensorflow_serving/core/basic_manager.cc:740] Successfully reserved resources to load servable {name: devg version: 1}\n",
"2022-02-09 14:26:45.295222: I tensorflow_serving/core/loader_harness.cc:66] Approving load for servable version {name: devg version: 1}\n",
"2022-02-09 14:26:45.295443: I tensorflow_serving/core/loader_harness.cc:74] Loading servable version {name: devg version: 1}\n",
"2022-02-09 14:26:45.295777: I external/org_tensorflow/tensorflow/cc/saved_model/reader.cc:38] Reading SavedModel from: /models/devg/1\n",
"2022-02-09 14:26:45.396525: I external/org_tensorflow/tensorflow/cc/saved_model/reader.cc:90] Reading meta graph with tags { serve }\n",
"2022-02-09 14:26:45.396592: I external/org_tensorflow/tensorflow/cc/saved_model/reader.cc:132] Reading SavedModel debug info (if present) from: /models/devg/1\n",
"2022-02-09 14:26:45.396774: 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",
"2022-02-09 14:26:45.609676: I external/org_tensorflow/tensorflow/cc/saved_model/loader.cc:206] Restoring SavedModel bundle.\n",
"2022-02-09 14:26:45.646104: I external/org_tensorflow/tensorflow/core/platform/profile_utils/cpu_utils.cc:114] CPU Frequency: 2711995000 Hz\n",
"2022-02-09 14:26:46.250530: I external/org_tensorflow/tensorflow/cc/saved_model/loader.cc:190] Running initialization op on SavedModel bundle at path: /models/devg/1\n",
"2022-02-09 14:26:46.401816: I external/org_tensorflow/tensorflow/cc/saved_model/loader.cc:277] SavedModel load for tags { serve }; Status: success: OK. Took 1106058 microseconds.\n",
"2022-02-09 14:26:46.436258: I tensorflow_serving/servables/tensorflow/saved_model_warmup_util.cc:59] No warmup data file found at /models/devg/1/assets.extra/tf_serving_warmup_requests\n",
"2022-02-09 14:26:46.441706: I tensorflow_serving/core/loader_harness.cc:87] Successfully loaded servable version {name: devg version: 1}\n",
"2022-02-09 14:26:46.443783: I tensorflow_serving/model_servers/server_core.cc:486] Finished adding/updating models\n",
"2022-02-09 14:26:46.443884: I tensorflow_serving/model_servers/server.cc:367] Profiler service is enabled\n",
"2022-02-09 14:26:46.446344: 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",
"2022-02-09 14:26:46.447775: I tensorflow_serving/model_servers/server.cc:414] Exporting HTTP/REST API at:localhost:8501 ...\n",
"[evhttp_server.cc : 245] NET_LOG: Entering the event loop ...\n",
"Process is interrupted.\n"
]
}
],
"source": [
"%%bash\n",
"docker run -p 8501:8501 --name tfserving_devg --mount type=bind,source=/home/srm/killme/seg-example/devg/,target=/models/devg -e MODEL_NAME=devg -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",
"64dfcd8db4bb tensorflow/serving \"/usr/bin/tf_serving…\" 7 seconds ago Up 5 seconds 8500/tcp, 0.0.0.0:8501->8501/tcp tfserving_devg\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",
"from skimage import transform\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": [],
"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": "931ef184-3437-4a88-9d71-c426653ef759",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'model_spec': {'name': 'devg', 'signature_name': '', 'version': '1'},\n",
" 'metadata': {'signature_def': {'signature_def': {'serving_default': {'inputs': {'input_1': {'dtype': 'DT_FLOAT',\n",
" 'tensor_shape': {'dim': [{'size': '-1', 'name': ''},\n",
" {'size': '224', 'name': ''},\n",
" {'size': '224', 'name': ''},\n",
" {'size': '3', 'name': ''}],\n",
" 'unknown_rank': False},\n",
" 'name': 'serving_default_input_1:0'}},\n",
" 'outputs': {'conv2d_8': {'dtype': 'DT_FLOAT',\n",
" 'tensor_shape': {'dim': [{'size': '-1', 'name': ''},\n",
" {'size': '224', 'name': ''},\n",
" {'size': '224', 'name': ''},\n",
" {'size': '2', '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": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"requests.get('http://localhost:8501/v1/models/devg/metadata').json()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "924e0244-e137-4b87-ab15-eb63fffcd9ff",
"metadata": {},
"outputs": [],
"source": [
"# Load the images\n",
"size = 224\n",
"img_paths = Path('data').glob('im*.png')"
]
},
{
"cell_type": "markdown",
"id": "96c717ee-7788-4c71-a910-ad30094748a1",
"metadata": {},
"source": [
"### Resize the tiles from (256,256) to (size,size)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "828c560d-f163-4f5c-a60e-cddb32d647c3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(5, 224, 224, 3)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Resize the images to (size, size) expected by the model & create a payload by stacking the images\n",
"payload = np.stack([transform.resize(skio.imread(p), (size,size), preserve_range=True)*(1/255.) \n",
" for p in img_paths], axis=0)\n",
"payload.shape"
]
},
{
"cell_type": "code",
"execution_count": 13,
"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": 14,
"id": "3fa9583d-26e3-4aea-b23c-998e10a76863",
"metadata": {},
"outputs": [],
"source": [
"# URL for TFServing\n",
"endpoint = 'http://localhost:8501/v1/models/devg:predict'\n",
"data = json.dumps({\n",
" 'instances': payload.tolist()\n",
"})\n",
"headers = {'content-type': 'application/json'}"
]
},
{
"cell_type": "code",
"execution_count": 15,
"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` & resize the prediction from (size,size) to (256,256)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "039fe982-f3c0-4dfb-8e1e-b65d94f74f7e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(5, 256, 256)"
]
},
"execution_count": 27,
"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 = np.array([transform.resize(out, (256,256), order=0, preserve_range=True) \n",
" for out in outs]) # Resize prediction from (224,224) -> (256,256)\n",
"outs.shape"
]
},
{
"cell_type": "code",
"execution_count": 28,
"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 PNG files "
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "da4400a9-db4e-4dd1-83e8-218f4dc95666",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(256, 256)"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Take the first Image MASK\n",
"sample = outs[0]\n",
"sample.shape"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "e316841a-dfa6-4c75-9bfb-a2fd6024b3f5",
"metadata": {},
"outputs": [],
"source": [
"# Save the MASK as JPEG file\n",
"(Image.fromarray(sample)\n",
" .save('sample.png'))"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "5c2c59b2-3aa9-48c7-b60e-856594876d3a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f4a013c3640>"
]
},
"execution_count": 31,
"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.png'))\n",
"plt.imshow(sample)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "dd88f1b4-1ecf-4d4a-b883-a5b86091b40a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[0, 0, 0, ..., 0, 0, 0],\n",
" [0, 0, 0, ..., 0, 0, 1],\n",
" [0, 0, 0, ..., 0, 0, 1],\n",
" ...,\n",
" [1, 1, 0, ..., 0, 0, 0],\n",
" [1, 1, 0, ..., 0, 0, 0],\n",
" [0, 1, 0, ..., 0, 0, 0]], dtype=uint8)"
]
},
"execution_count": 32,
"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",
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