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Edge TPU compiler error?
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# This is an example of how edge TPU compiler is not working here\n",
"## Quantizing the real Keras model\n",
"\n",
"First of all we try to post full-quantize the model which works perfectly"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"TENSORFLOW VERSION: 2.1.0\n",
"WARNING:tensorflow:No training configuration found in save file: the model was *not* compiled. Compile it manually.\n"
]
},
{
"data": {
"text/plain": [
"156419760"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import tensorflow as tf\n",
"\n",
"print(\"TENSORFLOW VERSION: \", tf.__version__)\n",
"\n",
"saved_keras_model = 'generator_final.h5'\n",
"IMAGE_SIZE = 256\n",
"\n",
"# A generator that provides a representative dataset\n",
"def representative_data_gen():\n",
" dataset_list = tf.data.Dataset.list_files('../../faceEditor/DATASETS/DATASET_FACES_SEGMENT_V2/mixed/*')\n",
" for i in range(100):\n",
" image = next(iter(dataset_list))\n",
" image = tf.io.read_file(image)\n",
" image = tf.io.decode_jpeg(image, channels=3)\n",
" image = tf.image.resize(image, [IMAGE_SIZE, IMAGE_SIZE*2])\n",
" image = tf.cast(image / 127.5 - 1, tf.float32)\n",
" image = tf.expand_dims(image, 0)\n",
" img_A, img_B = image[:, :, :IMAGE_SIZE, :], image[:, :, IMAGE_SIZE:, :]\n",
" \n",
" yield [img_A, img_B]\n",
"\n",
"model = tf.keras.models.load_model(saved_keras_model)\n",
"converter = tf.lite.TFLiteConverter.from_keras_model(model)\n",
"\n",
"converter.optimizations = [tf.lite.Optimize.DEFAULT]\n",
"converter.target_spec.supported_ops = [tf.lite.OpsSet.TFLITE_BUILTINS_INT8]\n",
"converter.inference_input_type = tf.uint8\n",
"converter.inference_output_type = tf.uint8\n",
"converter.representative_dataset = representative_data_gen\n",
"tflite_model = converter.convert()\n",
"\n",
"open(\"converted_model_quant.tflite\", \"wb\").write(tflite_model)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Checking full-quantized model with TFLITE"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[{'name': 'input_3', 'index': 178, 'shape': array([ 1, 256, 256, 3], dtype=int32), 'dtype': <class 'numpy.float32'>, 'quantization': (0.0, 0)}, {'name': 'input_4', 'index': 179, 'shape': array([ 1, 256, 256, 3], dtype=int32), 'dtype': <class 'numpy.float32'>, 'quantization': (0.0, 0)}]\n",
"[{'name': 'Identity', 'index': 180, 'shape': array([ 1, 256, 256, 3], dtype=int32), 'dtype': <class 'numpy.float32'>, 'quantization': (0.0, 0)}]\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'numpy.ndarray'>\n",
"(1, 256, 256, 3)\n",
"<class 'numpy.ndarray'>\n",
"(1, 256, 256, 3)\n",
"<class 'numpy.ndarray'>\n",
"(256, 256, 3)\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from PIL import Image\n",
"import numpy as np\n",
"import tensorflow as tf\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Load TFLite model and allocate tensors.\n",
"interpreter = tf.lite.Interpreter(model_path=\"converted_model_quant.tflite\")\n",
"interpreter.allocate_tensors()\n",
"\n",
"# Get input and output tensors.\n",
"input_details = interpreter.get_input_details()\n",
"print(input_details)\n",
"output_details = interpreter.get_output_details()\n",
"print(output_details)\n",
"\n",
"image_uuid = '693d495229d14d348c3831599dae80bf'\n",
"filename_orig = image_uuid + '_orig.png'\n",
"filename_segm = image_uuid + '_segm.png'\n",
"\n",
"# OPEN AND PREPROCESS IMAGES\n",
"img_org = Image.open(filename_orig)\n",
"# WHITE BACKGROUND + PAINT CAUSE IT IS RGBA AND WE NEED ONLY RGB\n",
"paint_sgm = Image.open(filename_segm)\n",
"img_sgm = Image.new(\"RGB\", paint_sgm.size, (255, 255, 255))\n",
"img_sgm.paste(paint_sgm, mask=paint_sgm.split()[3])\n",
"\n",
"plt.imshow(img_org)\n",
"plt.show()\n",
"\n",
"# PREPARE IMAGES FOR MODEL INGESTION\n",
"img_arr_org = np.array(img_org.resize((256, 256), Image.BILINEAR), dtype=np.float32)\n",
"img_arr_org = np.asarray(img_arr_org/127.5 - 1)\n",
"img_arr_org = np.expand_dims(img_arr_org, axis=0)\n",
"\n",
"img_arr_sgm = np.array(img_sgm.resize((256, 256), Image.BILINEAR), dtype=np.float32)\n",
"img_arr_sgm = np.asarray(img_arr_sgm/127.5 - 1)\n",
"img_arr_sgm = np.expand_dims(img_arr_sgm, axis=0)\n",
"\n",
"interpreter.set_tensor(input_details[0]['index'], img_arr_sgm)\n",
"interpreter.set_tensor(input_details[1]['index'], img_arr_org)\n",
"print (type(img_arr_sgm))\n",
"print (img_arr_sgm.shape)\n",
"print (type(img_arr_org))\n",
"print (img_arr_org.shape)\n",
"\n",
"interpreter.invoke()\n",
"\n",
"output_data = interpreter.get_tensor(output_details[0]['index'])\n",
"tmp = np.asarray((output_data[0]+1)*127.5, np.uint8)\n",
"print (type(tmp))\n",
"print (tmp.shape)\n",
"img = Image.fromarray(tmp)\n",
"plt.imshow(img)\n",
"plt.show()\n",
"plt.close()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Then compile this working-full-quantized model to EdgeTPU"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Edge TPU Compiler version 2.1.302470888\n",
"\n",
"Model compiled successfully in 3888 ms.\n",
"\n",
"Input model: converted_model_quant.tflite\n",
"Input size: 149.17MiB\n",
"Output model: converted_model_quant_edgetpu.tflite\n",
"Output size: 149.18MiB\n",
"On-chip memory used for caching model parameters: 3.99MiB\n",
"On-chip memory remaining for caching model parameters: 3.25KiB\n",
"Off-chip memory used for streaming uncached model parameters: 144.70MiB\n",
"Number of Edge TPU subgraphs: 1\n",
"Total number of operations: 100\n",
"Operation log: converted_model_quant_edgetpu.log\n",
"\n",
"Model successfully compiled but not all operations are supported by the Edge TPU. A percentage of the model will instead run on the CPU, which is slower. If possible, consider updating your model to use only operations supported by the Edge TPU. For details, visit g.co/coral/model-reqs.\n",
"Number of operations that will run on Edge TPU: 89\n",
"Number of operations that will run on CPU: 11\n",
"See the operation log file for individual operation details.\n"
]
}
],
"source": [
"!edgetpu_compiler converted_model_quant.tflite"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Edge TPU Compiler version 2.1.302470888\r\n",
"Input: converted_model_quant.tflite\r\n",
"Output: converted_model_quant_edgetpu.tflite\r\n",
"\r\n",
"Operator Count Status\r\n",
"\r\n",
"TANH 1 More than one subgraph is not supported\r\n",
"ADD 19 Mapped to Edge TPU\r\n",
"ADD 1 More than one subgraph is not supported\r\n",
"RESIZE_NEAREST_NEIGHBOR 5 Mapped to Edge TPU\r\n",
"RESIZE_NEAREST_NEIGHBOR 2 Operation is otherwise supported, but not mapped due to some unspecified limitation\r\n",
"AVERAGE_POOL_2D 14 Mapped to Edge TPU\r\n",
"QUANTIZE 2 Operation is otherwise supported, but not mapped due to some unspecified limitation\r\n",
"QUANTIZE 12 Mapped to Edge TPU\r\n",
"MUL 5 Mapped to Edge TPU\r\n",
"MUL 1 More than one subgraph is not supported\r\n",
"CONCATENATION 6 Mapped to Edge TPU\r\n",
"CONCATENATION 1 More than one subgraph is not supported\r\n",
"CONV_2D 28 Mapped to Edge TPU\r\n",
"CONV_2D 2 More than one subgraph is not supported\r\n",
"DEQUANTIZE 1 Operation is working on an unsupported data type\r\n"
]
}
],
"source": [
"!cat converted_model_quant_edgetpu.log"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Then check the compiled model in Google Coral\n",
"We will use here almnost the same code as in the cell before, when we want to check the full-quantized model used as input for the edgeTPU compiler"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[{'name': 'input_3', 'index': 20, 'shape': array([ 1, 256, 256, 3], dtype=int32), 'dtype': <class 'numpy.float32'>, 'quantization': (0.0, 0), 'quantization_parameters': {'scales': array([], dtype=float32), 'zero_points': array([], dtype=int32), 'quantized_dimension': 0}}, {'name': 'input_4', 'index': 21, 'shape': array([ 1, 256, 256, 3], dtype=int32), 'dtype': <class 'numpy.float32'>, 'quantization': (0.0, 0), 'quantization_parameters': {'scales': array([], dtype=float32), 'zero_points': array([], dtype=int32), 'quantized_dimension': 0}}]\n",
"[{'name': 'Identity', 'index': 22, 'shape': array([ 1, 256, 256, 3], dtype=int32), 'dtype': <class 'numpy.float32'>, 'quantization': (0.0, 0), 'quantization_parameters': {'scales': array([], dtype=float32), 'zero_points': array([], dtype=int32), 'quantized_dimension': 0}}]\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'numpy.ndarray'>\n",
"(1, 256, 256, 3)\n",
"<class 'numpy.ndarray'>\n",
"(1, 256, 256, 3)\n",
"<class 'numpy.ndarray'>\n",
"(256, 256, 3)\n"
]
},
{
"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": [
"from PIL import Image\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import tflite_runtime.interpreter as tflite\n",
"from tflite_runtime.interpreter import load_delegate\n",
"\n",
"# Load TFLite model and allocate tensors.\n",
"interpreter = tflite.Interpreter(model_path=\"converted_model_quant_edgetpu.tflite\",\n",
" experimental_delegates=[load_delegate('libedgetpu.so.1')])\n",
"interpreter.allocate_tensors()\n",
"\n",
"# Get input and output tensors.\n",
"input_details = interpreter.get_input_details()\n",
"print(input_details)\n",
"output_details = interpreter.get_output_details()\n",
"print(output_details)\n",
"\n",
"image_uuid = '693d495229d14d348c3831599dae80bf'\n",
"filename_orig = image_uuid + '_orig.png'\n",
"filename_segm = image_uuid + '_segm.png'\n",
"\n",
"# OPEN AND PREPROCESS IMAGES\n",
"img_org = Image.open(filename_orig)\n",
"# WHITE BACKGROUND + PAINT CAUSE IT IS RGBA AND WE NEED ONLY RGB\n",
"paint_sgm = Image.open(filename_segm)\n",
"img_sgm = Image.new(\"RGB\", paint_sgm.size, (255, 255, 255))\n",
"img_sgm.paste(paint_sgm, mask=paint_sgm.split()[3])\n",
"\n",
"plt.imshow(img_org)\n",
"plt.show()\n",
"\n",
"# PREPARE IMAGES FOR MODEL INGESTION\n",
"img_arr_org = np.array(img_org.resize((256, 256), Image.BILINEAR), dtype=np.float32)\n",
"img_arr_org = np.asarray(img_arr_org/127.5 - 1)\n",
"img_arr_org = np.expand_dims(img_arr_org, axis=0)\n",
"\n",
"img_arr_sgm = np.array(img_sgm.resize((256, 256), Image.BILINEAR), dtype=np.float32)\n",
"img_arr_sgm = np.asarray(img_arr_sgm/127.5 - 1)\n",
"img_arr_sgm = np.expand_dims(img_arr_sgm, axis=0)\n",
"\n",
"interpreter.set_tensor(input_details[0]['index'], img_arr_sgm)\n",
"interpreter.set_tensor(input_details[1]['index'], img_arr_org)\n",
"print (type(img_arr_sgm))\n",
"print (img_arr_sgm.shape)\n",
"print (type(img_arr_org))\n",
"print (img_arr_org.shape)\n",
"\n",
"interpreter.invoke()\n",
"\n",
"output_data = interpreter.get_tensor(output_details[0]['index'])\n",
"tmp = np.asarray((output_data[0]+1)*127.5, np.uint8)\n",
"print (type(tmp))\n",
"print (tmp.shape)\n",
"img = Image.fromarray(tmp)\n",
"plt.imshow(img)\n",
"plt.show()\n",
"plt.close()"
]
}
],
"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": "3.6.9"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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