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@srmsoumya
Last active February 10, 2022 06:49
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"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",
"metadata": {},
"source": [
"#### data/\n",
"Input images\n",
"#### unet/\n",
"SavedModel from TF2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Run TFService directly or inside a docker container"
]
},
{
"cell_type": "code",
"execution_count": 2,
"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": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"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": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CONTAINER ID IMAGE COMMAND CREATED STATUS PORTS NAMES\n",
"0f774b088b52 tensorflow/serving \"/usr/bin/tf_serving…\" About a minute ago Up About a minute 8500/tcp, 0.0.0.0:8501->8501/tcp tfserving_devg\n"
]
}
],
"source": [
"%%bash\n",
"docker ps"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"import requests\n",
"from pathlib import Path\n",
"\n",
"from PIL import Image\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 5,
"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": 6,
"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": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"requests.get('http://localhost:8501/v1/models/devg/metadata').json()"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [],
"source": [
"# Load the images\n",
"size = 224\n",
"img_paths = Path('data').glob('im*.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Resize the tiles from (256,256) to (size,size)"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(5, 224, 224, 3)"
]
},
"execution_count": 65,
"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([np.array(Image.open(p).resize((size,size))) * (1/255.)\n",
" for p in img_paths], axis=0)\n",
"payload.shape"
]
},
{
"cell_type": "code",
"execution_count": 66,
"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": 67,
"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": 68,
"metadata": {},
"outputs": [],
"source": [
"# Pass the data for inference\n",
"r = requests.post(endpoint, data=data, headers=headers).json()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Modify the data type to `np.unit8` & resize the prediction from (size,size) to (256,256)"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [],
"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",
"preds = [Image.fromarray(out).resize((256, 256)) for out in outs]"
]
},
{
"cell_type": "code",
"execution_count": 70,
"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(preds[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",
"metadata": {},
"source": [
"### Save the Images as PNG files "
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(256, 256)"
]
},
"execution_count": 71,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Take the first Image MASK\n",
"sample = preds[0]\n",
"sample.size"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [],
"source": [
"# Save the MASK as JPEG file\n",
"(sample.save('sample.png'))"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f62d266c750>"
]
},
"execution_count": 73,
"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": 74,
"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": 74,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sample"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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