From 95e09ae829d3cf558a2ddabc1ba54f5f96911d84 Mon Sep 17 00:00:00 2001
From: Jakob Spahn <jakob@craalse.de>
Date: Wed, 5 Apr 2023 17:19:45 +0200
Subject: [PATCH] cleanup
---
LeNet-5-Keras.ipynb | 193 -
Makefile | 13 -
libonnx | 1 -
model/keras_metadata.pb | 11 -
model/saved_model.pb | Bin 125391 -> 0 bytes
model/variables/variables.data-00000-of-00001 | Bin 1602900 -> 0 bytes
model/variables/variables.index | Bin 2235 -> 0 bytes
src/deeplearning.c | 44926 ----------------
weights/weights.data-00000-of-00001 | Bin 1598383 -> 0 bytes
weights/weights.h5 | Bin 551608 -> 0 bytes
weights/weights.index | Bin 2022 -> 0 bytes
weights/weights.onnx | Bin 535794 -> 0 bytes
12 files changed, 45144 deletions(-)
delete mode 100644 LeNet-5-Keras.ipynb
delete mode 100644 Makefile
delete mode 160000 libonnx
delete mode 100644 model/keras_metadata.pb
delete mode 100644 model/saved_model.pb
delete mode 100644 model/variables/variables.data-00000-of-00001
delete mode 100644 model/variables/variables.index
delete mode 100644 src/deeplearning.c
delete mode 100644 weights/weights.data-00000-of-00001
delete mode 100644 weights/weights.h5
delete mode 100644 weights/weights.index
delete mode 100644 weights/weights.onnx
diff --git a/LeNet-5-Keras.ipynb b/LeNet-5-Keras.ipynb
deleted file mode 100644
index 78719d7..0000000
--- a/LeNet-5-Keras.ipynb
+++ /dev/null
@@ -1,193 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 2,
- "id": "ab5b8f55",
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "2022-11-21 13:55:12.803035: I tensorflow/core/platform/cpu_feature_guard.cc:193] 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",
- "2022-11-21 13:55:13.455822: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory\n",
- "2022-11-21 13:55:13.455839: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.\n",
- "2022-11-21 13:55:13.531867: E tensorflow/stream_executor/cuda/cuda_blas.cc:2981] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n",
- "2022-11-21 13:55:15.035232: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory\n",
- "2022-11-21 13:55:15.035379: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory\n",
- "2022-11-21 13:55:15.035388: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.\n"
- ]
- }
- ],
- "source": [
- "from tensorflow.keras.datasets import mnist\n",
- "from tensorflow.keras import layers\n",
- "from tensorflow import keras"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "id": "840ed4ea",
- "metadata": {},
- "outputs": [],
- "source": [
- "def CNN():\n",
- " model = keras.Sequential()\n",
- " \n",
- " model.add(layers.Conv2D(\n",
- " filters=6,\n",
- " kernel_size=(5, 5),\n",
- " activation='relu',\n",
- " padding='valid'\n",
- " ))\n",
- " \n",
- " model.add(layers.MaxPooling2D())\n",
- " \n",
- " model.add(layers.Conv2D(\n",
- " filters=16,\n",
- " kernel_size=(5, 5),\n",
- " activation='relu',\n",
- " padding='valid'\n",
- " ))\n",
- " \n",
- " model.add(layers.MaxPooling2D())\n",
- " \n",
- " model.add(layers.Flatten())\n",
- " \n",
- " model.add(layers.Dense(\n",
- " units=120,\n",
- " activation='relu'\n",
- " ))\n",
- " \n",
- " model.add(layers.Dense(\n",
- " units=84,\n",
- " activation='relu'\n",
- " ))\n",
- " \n",
- " model.add(layers.Dense(\n",
- " units=10,\n",
- " activation='softmax'\n",
- " ))\n",
- " \n",
- " model.compile(\n",
- " optimizer='adam',\n",
- " loss='categorical_crossentropy',\n",
- " metrics=['accuracy']\n",
- " )\n",
- " model.fit(\n",
- " train_images, train_labels,\n",
- " epochs=10,\n",
- " batch_size=128 \n",
- " )\n",
- " results = model.evaluate(test_images, test_labels)\n",
- " model.save('model')\n",
- " model.save_weights('weights.h5')\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "id": "b25a29c6",
- "metadata": {
- "scrolled": true
- },
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "2022-11-21 13:55:22.825403: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcuda.so.1'; dlerror: libcuda.so.1: cannot open shared object file: No such file or directory\n",
- "2022-11-21 13:55:22.825842: W tensorflow/stream_executor/cuda/cuda_driver.cc:263] failed call to cuInit: UNKNOWN ERROR (303)\n",
- "2022-11-21 13:55:22.825876: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:156] kernel driver does not appear to be running on this host (pop-os): /proc/driver/nvidia/version does not exist\n",
- "2022-11-21 13:55:22.826864: I tensorflow/core/platform/cpu_feature_guard.cc:193] 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"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Epoch 1/10\n",
- "469/469 [==============================] - 7s 14ms/step - loss: 0.3167 - accuracy: 0.9061\n",
- "Epoch 2/10\n",
- "469/469 [==============================] - 6s 13ms/step - loss: 0.0950 - accuracy: 0.9712\n",
- "Epoch 3/10\n",
- "469/469 [==============================] - 6s 14ms/step - loss: 0.0697 - accuracy: 0.9786\n",
- "Epoch 4/10\n",
- "469/469 [==============================] - 6s 14ms/step - loss: 0.0558 - accuracy: 0.9829\n",
- "Epoch 5/10\n",
- "469/469 [==============================] - 6s 14ms/step - loss: 0.0464 - accuracy: 0.9858\n",
- "Epoch 6/10\n",
- "469/469 [==============================] - 7s 14ms/step - loss: 0.0395 - accuracy: 0.9876\n",
- "Epoch 7/10\n",
- "469/469 [==============================] - 7s 14ms/step - loss: 0.0343 - accuracy: 0.9889\n",
- "Epoch 8/10\n",
- "469/469 [==============================] - 7s 14ms/step - loss: 0.0297 - accuracy: 0.9908\n",
- "Epoch 9/10\n",
- "469/469 [==============================] - 7s 15ms/step - loss: 0.0257 - accuracy: 0.9918\n",
- "Epoch 10/10\n",
- "469/469 [==============================] - 6s 13ms/step - loss: 0.0233 - accuracy: 0.9923\n",
- "313/313 [==============================] - 1s 2ms/step - loss: 0.0331 - accuracy: 0.9897\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "WARNING:absl:Found untraced functions such as _jit_compiled_convolution_op, _jit_compiled_convolution_op while saving (showing 2 of 2). These functions will not be directly callable after loading.\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "INFO:tensorflow:Assets written to: model/assets\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "INFO:tensorflow:Assets written to: model/assets\n"
- ]
- }
- ],
- "source": [
- "(train_images, train_labels), (test_images, test_labels) = mnist.load_data()\n",
- "\n",
- "train_images = train_images.reshape((60_000, 28, 28, 1)).astype(\"float32\") / 255\n",
- "test_images = test_images.reshape((10_000, 28, 28, 1)).astype(\"float32\") / 255\n",
- "\n",
- "\n",
- "train_labels = keras.utils.to_categorical(train_labels)\n",
- "test_labels = keras.utils.to_categorical(test_labels)\n",
- "\n",
- "CNN()"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "radl_env",
- "language": "python",
- "name": "radl_env"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.10.6"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/Makefile b/Makefile
deleted file mode 100644
index fdd6af5..0000000
--- a/Makefile
+++ /dev/null
@@ -1,13 +0,0 @@
-BUILD_DIR=build
-SRC_DIR=src
-
-all: $(BUILD_DIR)/deeplearning.o
- gcc -Wall -o $(BUILD_DIR)/deeplearning $(BUILD_DIR)/deeplearning.o -L libonnx/src -lonnx -lm
-
-$(BUILD_DIR)/deeplearning.o : $(SRC_DIR)/deeplearning.c
- gcc -Wall -c $(SRC_DIR)/deeplearning.c -I libonnx/src -o $(BUILD_DIR)/deeplearning.o
-
-
-clean:
- rm -f build/*
-
diff --git a/libonnx b/libonnx
deleted file mode 160000
index 7c0e8fc..0000000
--- a/libonnx
+++ /dev/null
@@ -1 +0,0 @@
-Subproject commit 7c0e8fcfd51164f5259d8907f6c5c886d37ad30b
diff --git a/model/keras_metadata.pb b/model/keras_metadata.pb
deleted file mode 100644
index b032388..0000000
--- a/model/keras_metadata.pb
+++ /dev/null
@@ -1,11 +0,0 @@
-
-�6root"_tf_keras_sequential*�6{"name": "sequential_2", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": false, "class_name": "Sequential", "config": {"name": "sequential_2", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 28, 28, 1]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "conv2d_2_input"}}, {"class_name": "Conv2D", "config": {"name": "conv2d_2", "trainable": true, "dtype": "float32", "filters": 6, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}}, {"class_name": "AveragePooling2D", "config": {"name": "average_pooling2d_2", "trainable": true, "dtype": "float32", "pool_size": {"class_name": "__tuple__", "items": [2, 2]}, "padding": "valid", "strides": {"class_name": "__tuple__", "items": [2, 2]}, "data_format": "channels_last"}}, {"class_name": "Flatten", "config": {"name": "flatten_2", "trainable": true, "dtype": "float32", "data_format": "channels_last"}}, {"class_name": "Dense", "config": {"name": "dense_6", "trainable": true, "dtype": "float32", "units": 120, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}}, {"class_name": "Dense", "config": {"name": "dense_7", "trainable": true, "dtype": "float32", "units": 84, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}}, {"class_name": "Dense", "config": {"name": "dense_8", "trainable": true, "dtype": "float32", "units": 10, "activation": "softmax", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}}]}, "shared_object_id": 15, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 1]}, "is_graph_network": true, "full_save_spec": {"class_name": "__tuple__", "items": [[{"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 28, 28, 1]}, "float32", "conv2d_2_input"]}], {}]}, "save_spec": {"class_name": "TypeSpec", "type_spec": "tf.TensorSpec", "serialized": [{"class_name": "TensorShape", "items": [null, 28, 28, 1]}, "float32", "conv2d_2_input"]}, "keras_version": "2.10.0", "backend": "tensorflow", "model_config": {"class_name": "Sequential", "config": {"name": "sequential_2", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": {"class_name": "__tuple__", "items": [null, 28, 28, 1]}, "dtype": "float32", "sparse": false, "ragged": false, "name": "conv2d_2_input"}, "shared_object_id": 0}, {"class_name": "Conv2D", "config": {"name": "conv2d_2", "trainable": true, "dtype": "float32", "filters": 6, "kernel_size": {"class_name": "__tuple__", "items": [3, 3]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "valid", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 1}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 2}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 3}, {"class_name": "AveragePooling2D", "config": {"name": "average_pooling2d_2", "trainable": true, "dtype": "float32", "pool_size": {"class_name": "__tuple__", "items": [2, 2]}, "padding": "valid", "strides": {"class_name": "__tuple__", "items": [2, 2]}, "data_format": "channels_last"}, "shared_object_id": 4}, {"class_name": "Flatten", "config": {"name": "flatten_2", "trainable": true, "dtype": "float32", "data_format": "channels_last"}, "shared_object_id": 5}, {"class_name": "Dense", "config": {"name": "dense_6", "trainable": true, "dtype": "float32", "units": 120, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 6}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 7}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 8}, {"class_name": "Dense", "config": {"name": "dense_7", "trainable": true, "dtype": "float32", "units": 84, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 9}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 10}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 11}, {"class_name": "Dense", "config": {"name": "dense_8", "trainable": true, "dtype": "float32", "units": 10, "activation": "softmax", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 12}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 13}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "shared_object_id": 14}]}}, "training_config": {"loss": "categorical_crossentropy", "metrics": [[{"class_name": "MeanMetricWrapper", "config": {"name": "accuracy", "dtype": "float32", "fn": "categorical_accuracy"}, "shared_object_id": 16}]], "weighted_metrics": null, "loss_weights": null, "optimizer_config": {"class_name": "Adam", "config": {"name": "Adam", "learning_rate": 0.0010000000474974513, "decay": 0.0, "beta_1": 0.8999999761581421, "beta_2": 0.9990000128746033, "epsilon": 1e-07, "amsgrad": false}}}}2
-�
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-� root.layer-1"_tf_keras_layer*�{"name": "average_pooling2d_2", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "AveragePooling2D", "config": {"name": "average_pooling2d_2", "trainable": true, "dtype": "float32", "pool_size": {"class_name": "__tuple__", "items": [2, 2]}, "padding": "valid", "strides": {"class_name": "__tuple__", "items": [2, 2]}, "data_format": "channels_last"}, "shared_object_id": 4, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 18}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 26, 26, 6]}}2
-� root.layer-2"_tf_keras_layer*�{"name": "flatten_2", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "preserve_input_structure_in_config": false, "autocast": true, "class_name": "Flatten", "config": {"name": "flatten_2", "trainable": true, "dtype": "float32", "data_format": "channels_last"}, "shared_object_id": 5, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 1, "axes": {}}, "shared_object_id": 19}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 13, 13, 6]}}2
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diff --git a/model/variables/variables.index b/model/variables/variables.index
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diff --git a/src/deeplearning.c b/src/deeplearning.c
deleted file mode 100644
index 36343cf..0000000
--- a/src/deeplearning.c
+++ /dev/null
@@ -1,44926 +0,0 @@
-#include <stddef.h>
-#include <stdio.h>
-#include <stdlib.h>
-
-#include <onnx.h>
-
-
-unsigned char weights_onnx[] = {
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- 0xe6, 0x06, 0x72, 0x3d, 0x43, 0xf6, 0xed, 0x3d, 0x96, 0xfd, 0x60, 0x3d,
- 0xde, 0xe6, 0xc0, 0xbc, 0x47, 0xb5, 0x7a, 0x3d, 0xd8, 0xd1, 0xad, 0x3d,
- 0xd5, 0x61, 0xe8, 0xbb, 0x23, 0x2a, 0x7f, 0x3b, 0x0b, 0x07, 0xc3, 0x3c,
- 0x10, 0x33, 0x57, 0x3c, 0xa7, 0x68, 0xda, 0x3d, 0xe2, 0xde, 0xa7, 0x3c,
- 0xac, 0x42, 0x96, 0x3c, 0xf1, 0x2d, 0x4a, 0x3d, 0xa5, 0xfd, 0x1a, 0x3d,
- 0x7c, 0x07, 0xde, 0xbb, 0x6d, 0x01, 0x1e, 0x3d, 0xc2, 0x53, 0x5f, 0x3c,
- 0xf0, 0x90, 0x2f, 0x3d, 0x2e, 0xb9, 0x59, 0x3d, 0x14, 0x0b, 0x90, 0xbc,
- 0xad, 0x83, 0xdb, 0x3c, 0xbe, 0xb9, 0x46, 0xbc, 0xfb, 0x81, 0x31, 0xbc,
- 0x71, 0x6d, 0xf7, 0x3c, 0xbd, 0x9b, 0xce, 0x39, 0xfb, 0x09, 0x39, 0x3d,
- 0xa0, 0x4f, 0xdb, 0xbc, 0xb8, 0x9d, 0x47, 0x3c, 0x4a, 0x9c, 0x1e, 0xbd,
- 0xae, 0xa5, 0x89, 0x3c, 0xdd, 0x72, 0x9d, 0x3c, 0xfe, 0x06, 0x95, 0x3c,
- 0x98, 0x1a, 0x59, 0x3d, 0x38, 0x32, 0xd6, 0x3a, 0xeb, 0x3b, 0x20, 0x3d,
- 0x85, 0x03, 0x94, 0x3d, 0xe9, 0x7a, 0xbf, 0x3d, 0xd9, 0x6f, 0x88, 0x3c,
- 0xd7, 0xcf, 0x95, 0x3d, 0xaf, 0xb8, 0xeb, 0x3c, 0x40, 0xaa, 0xda, 0xba,
- 0x6c, 0xfd, 0x59, 0x3d, 0xf9, 0xce, 0xd6, 0xbc, 0xb7, 0x20, 0x83, 0xbd,
- 0x97, 0x55, 0x06, 0x3d, 0x03, 0x0c, 0x29, 0xbc, 0xe8, 0xed, 0xab, 0x3d,
- 0x97, 0x3a, 0xd2, 0x3d, 0x75, 0x4e, 0x32, 0x3d, 0x36, 0xe2, 0xb2, 0xbb,
- 0x33, 0x3a, 0xe1, 0x3b, 0x9f, 0xed, 0x96, 0xbc, 0x9a, 0xd7, 0x23, 0x3c,
- 0x2a, 0xac, 0x02, 0x08, 0x06, 0x08, 0x01, 0x08, 0x03, 0x08, 0x03, 0x10,
- 0x01, 0x42, 0x45, 0x53, 0x74, 0x61, 0x74, 0x65, 0x66, 0x75, 0x6c, 0x50,
- 0x61, 0x72, 0x74, 0x69, 0x74, 0x69, 0x6f, 0x6e, 0x65, 0x64, 0x43, 0x61,
- 0x6c, 0x6c, 0x2f, 0x73, 0x65, 0x71, 0x75, 0x65, 0x6e, 0x74, 0x69, 0x61,
- 0x6c, 0x5f, 0x32, 0x2f, 0x63, 0x6f, 0x6e, 0x76, 0x32, 0x64, 0x5f, 0x32,
- 0x2f, 0x43, 0x6f, 0x6e, 0x76, 0x32, 0x44, 0x2f, 0x52, 0x65, 0x61, 0x64,
- 0x56, 0x61, 0x72, 0x69, 0x61, 0x62, 0x6c, 0x65, 0x4f, 0x70, 0x3a, 0x30,
- 0x4a, 0xd8, 0x01, 0x59, 0x35, 0x56, 0xbe, 0x4b, 0x1a, 0x2f, 0xbe, 0x11,
- 0x96, 0xd0, 0xbe, 0xb5, 0x1e, 0xa5, 0xbc, 0xf9, 0x57, 0xa1, 0x3e, 0x92,
- 0x75, 0xbe, 0xbc, 0x10, 0x8c, 0xe6, 0x3d, 0xe1, 0xd1, 0xa7, 0x3e, 0xc1,
- 0xcc, 0xbd, 0x3e, 0x8a, 0x23, 0x35, 0x3e, 0xb8, 0x4b, 0x8e, 0x3e, 0x08,
- 0xe6, 0xc5, 0x3e, 0x21, 0xe6, 0x78, 0xbb, 0x55, 0x2c, 0x93, 0x3e, 0x5f,
- 0xb4, 0x56, 0x3e, 0xd3, 0xd3, 0xd6, 0x3d, 0x31, 0x43, 0x19, 0x3e, 0x11,
- 0xad, 0x8c, 0xbe, 0x46, 0x57, 0xff, 0xbd, 0xd8, 0xa1, 0xf1, 0xbe, 0x62,
- 0x1a, 0x1a, 0xbf, 0xc2, 0x8d, 0xd6, 0x3d, 0x4d, 0xe3, 0x88, 0xbe, 0x59,
- 0x87, 0x1f, 0x3e, 0xff, 0xae, 0xe4, 0x3d, 0x33, 0x1b, 0x2a, 0x3f, 0x5b,
- 0xd4, 0xc3, 0x3e, 0x53, 0x31, 0x51, 0x3e, 0x30, 0x14, 0x8f, 0xbb, 0xc1,
- 0x56, 0xb5, 0xbe, 0xf2, 0xd3, 0xad, 0x3c, 0x55, 0x71, 0x1e, 0x3e, 0x4f,
- 0x55, 0xa7, 0x3e, 0x43, 0x05, 0x5a, 0xbd, 0xbf, 0xb4, 0x8a, 0x3e, 0x4d,
- 0x2e, 0xfd, 0xbd, 0x72, 0x0d, 0xa0, 0x3e, 0xfd, 0x8c, 0xca, 0x3e, 0x4e,
- 0x19, 0x0f, 0xbf, 0xf2, 0x4c, 0xf3, 0x3e, 0xa7, 0x96, 0x11, 0x3d, 0x9a,
- 0xd7, 0x07, 0xbf, 0xe5, 0x20, 0xe6, 0x3e, 0xbe, 0x71, 0x44, 0xbe, 0x36,
- 0x8f, 0x04, 0xbf, 0x5f, 0x61, 0x9d, 0x3e, 0x03, 0x72, 0x40, 0xbe, 0x44,
- 0xc0, 0x23, 0xbf, 0x9e, 0x00, 0xee, 0x3e, 0x0f, 0x3f, 0x4a, 0x3e, 0x30,
- 0x34, 0x9f, 0xbe, 0x6b, 0x61, 0xd7, 0x3e, 0xc5, 0xb8, 0xf4, 0xbc, 0xcc,
- 0xd0, 0xb5, 0x3e, 0x2a, 0x66, 0x08, 0x06, 0x10, 0x01, 0x42, 0x46, 0x53,
- 0x74, 0x61, 0x74, 0x65, 0x66, 0x75, 0x6c, 0x50, 0x61, 0x72, 0x74, 0x69,
- 0x74, 0x69, 0x6f, 0x6e, 0x65, 0x64, 0x43, 0x61, 0x6c, 0x6c, 0x2f, 0x73,
- 0x65, 0x71, 0x75, 0x65, 0x6e, 0x74, 0x69, 0x61, 0x6c, 0x5f, 0x32, 0x2f,
- 0x63, 0x6f, 0x6e, 0x76, 0x32, 0x64, 0x5f, 0x32, 0x2f, 0x42, 0x69, 0x61,
- 0x73, 0x41, 0x64, 0x64, 0x2f, 0x52, 0x65, 0x61, 0x64, 0x56, 0x61, 0x72,
- 0x69, 0x61, 0x62, 0x6c, 0x65, 0x4f, 0x70, 0x3a, 0x30, 0x4a, 0x18, 0x9f,
- 0x67, 0xea, 0xbb, 0x38, 0x36, 0xc2, 0xbd, 0xcd, 0x4e, 0x50, 0xbc, 0xe6,
- 0xac, 0xbe, 0xbd, 0xee, 0x9d, 0x31, 0xbd, 0x8c, 0xac, 0x57, 0xbe, 0x52,
- 0x14, 0x63, 0x6f, 0x6e, 0x76, 0x65, 0x72, 0x74, 0x65, 0x64, 0x20, 0x66,
- 0x72, 0x6f, 0x6d, 0x20, 0x6d, 0x6f, 0x64, 0x65, 0x6c, 0x5a, 0x2f, 0x0a,
- 0x0e, 0x63, 0x6f, 0x6e, 0x76, 0x32, 0x64, 0x5f, 0x32, 0x5f, 0x69, 0x6e,
- 0x70, 0x75, 0x74, 0x12, 0x1d, 0x0a, 0x1b, 0x08, 0x01, 0x12, 0x17, 0x0a,
- 0x09, 0x12, 0x07, 0x75, 0x6e, 0x6b, 0x5f, 0x5f, 0x31, 0x37, 0x0a, 0x02,
- 0x08, 0x1c, 0x0a, 0x02, 0x08, 0x1c, 0x0a, 0x02, 0x08, 0x01, 0x62, 0x20,
- 0x0a, 0x07, 0x64, 0x65, 0x6e, 0x73, 0x65, 0x5f, 0x38, 0x12, 0x15, 0x0a,
- 0x13, 0x08, 0x01, 0x12, 0x0f, 0x0a, 0x09, 0x12, 0x07, 0x75, 0x6e, 0x6b,
- 0x5f, 0x5f, 0x31, 0x38, 0x0a, 0x02, 0x08, 0x0a, 0x42, 0x04, 0x0a, 0x00,
- 0x10, 0x0d, 0x42, 0x0e, 0x0a, 0x0a, 0x61, 0x69, 0x2e, 0x6f, 0x6e, 0x6e,
- 0x78, 0x2e, 0x6d, 0x6c, 0x10, 0x02
-};
-unsigned int weights_onnx_len = 535794;
-
-static const float input_3[] = {
- 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 3, 0, 0, 4, 2, 0, 11, 0, 0, 14, 1, 0, 19, 0, 0, 0, 0, 0,
- 0, 0, 0, 0, 0, 0, 0, 0, 0, 12, 0, 0, 7, 0, 1, 10, 0, 2, 2, 16, 0, 3, 3, 0, 0, 0, 0, 0,
- 0, 0, 0, 0, 0, 0, 0, 0, 7, 8, 0, 8, 0, 0, 8, 0, 0, 19, 0, 0, 1, 21, 0, 4, 0, 0, 0, 0,
- 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 11, 0, 0, 10, 3, 0, 0, 0, 0,
- 0, 0, 0, 0, 0, 0, 0, 0, 13, 0, 15, 10, 26, 34, 17, 77, 181, 178, 35, 4, 0, 0, 0, 0, 0, 0, 0, 0,
- 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 150, 254, 250, 251, 243, 252, 252, 255, 45, 6, 0, 5, 0, 9, 0, 0, 0, 0,
- 0, 0, 0, 0, 0, 0, 0, 0, 7, 72, 205, 255, 238, 243, 255, 254, 251, 248, 201, 198, 57, 0, 19, 0, 0, 0, 0, 0,
- 0, 0, 0, 0, 0, 0, 0, 0, 0, 218, 255, 241, 255, 249, 250, 251, 250, 255, 255, 242, 224, 49, 0, 12, 0, 0, 0, 0,
- 0, 0, 1, 2, 3, 2, 2, 1, 0, 65, 228, 255, 254, 244, 119, 34, 41, 110, 250, 255, 248, 124, 20, 0, 0, 0, 0, 0,
- 1, 1, 0, 0, 0, 0, 0, 0, 12, 0, 62, 103, 113, 117, 34, 0, 0, 0, 200, 244, 255, 255, 0, 12, 0, 0, 0, 0,
- 2, 1, 0, 0, 0, 0, 1, 2, 0, 0, 2, 4, 0, 11, 0, 7, 6, 0, 75, 244, 255, 255, 4, 0, 0, 0, 0, 0,
- 0, 0, 0, 1, 2, 3, 4, 4, 0, 14, 0, 0, 0, 9, 0, 2, 0, 0, 34, 255, 255, 253, 10, 10, 0, 0, 0, 0,
- 0, 0, 1, 2, 3, 2, 0, 0, 3, 2, 0, 13, 11, 0, 0, 0, 6, 12, 99, 255, 254, 248, 15, 12, 0, 0, 0, 0,
- 0, 1, 1, 1, 0, 0, 0, 0, 1, 1, 0, 0, 5, 6, 11, 0, 0, 17, 184, 247, 255, 243, 13, 0, 0, 0, 0, 0,
- 3, 2, 0, 0, 0, 0, 2, 4, 4, 0, 11, 0, 51, 94, 85, 5, 5, 25, 246, 246, 255, 208, 0, 9, 0, 0, 0, 0,
- 4, 1, 0, 0, 1, 7, 15, 19, 99, 103, 182, 189, 237, 253, 252, 191, 190, 227, 243, 252, 210, 18, 7, 0, 0, 0, 0, 0,
- 0, 4, 0, 0, 32, 109, 185, 247, 255, 242, 255, 244, 255, 255, 242, 251, 255, 240, 255, 255, 218, 124, 9, 0, 0, 0, 0, 0,
- 2, 0, 0, 0, 127, 255, 235, 255, 255, 247, 229, 212, 242, 250, 255, 255, 248, 255, 253, 249, 255, 243, 170, 12, 0, 0, 0, 0,
- 0, 11, 0, 9, 253, 255, 255, 233, 202, 85, 0, 53, 196, 238, 255, 227, 238, 142, 109, 193, 255, 240, 255, 180, 0, 0, 0, 0,
- 6, 0, 22, 1, 245, 243, 254, 255, 217, 235, 226, 213, 244, 251, 255, 239, 77, 0, 0, 20, 182, 247, 239, 243, 0, 0, 0, 0,
- 0, 0, 0, 4, 165, 251, 255, 245, 255, 242, 253, 250, 255, 197, 107, 59, 0, 18, 2, 6, 0, 54, 255, 158, 0, 0, 0, 0,
- 0, 24, 0, 0, 6, 34, 167, 194, 176, 183, 164, 44, 2, 10, 6, 6, 0, 0, 5, 0, 1, 0, 14, 2, 0, 0, 0, 0,
- 10, 0, 14, 0, 12, 0, 5, 0, 1, 0, 6, 0, 7, 0, 0, 0, 8, 0, 10, 0, 5, 0, 0, 10, 0, 0, 0, 0,
- 0, 14, 0, 4, 0, 0, 25, 0, 0, 9, 0, 0, 9, 0, 11, 0, 1, 0, 0, 2, 0, 0, 7, 0, 0, 0, 0, 0,
- 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
- 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
- 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
- 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
-};
-
-float **init_matrix(int n_rows, int n_cols) {
- float **m;
- m = (float**) malloc(n_rows * sizeof(float*));
- m[0] = (float*) calloc(n_rows * n_cols, sizeof(float));
- for (int i = 1; i < n_rows; i++) {
- m[i] = m[i-1] + n_cols;
- }
- return m;
-}
-
-float** mul(float **a, int n_a_rows, int n_a_cols, float **b, int n_b_rows, int n_b_cols) {
-
- if (!(n_a_cols == n_b_cols))
- return NULL;
-
- float **c;
- c = init_matrix(n_a_rows, n_b_cols);
-
- for (int i = 0; i < n_a_rows; i++) {
- for (int j = 0; j < n_a_cols; j++) {
-
- float sum = 0;
-
- for (int k = 0; k < n_b_rows; k++) {
- sum += a[i][k] * b[k][j];
- }
-
- c[i][j] = sum;
-
- }
- }
-
- return c;
-}
-
-float** conv2d(float **a, int n_a_rows, int n_a_cols, float **k, int n_k_rows, int n_k_cols, int padding, int stride) {
- // TODO: stride padding
- // (W-F+2P)/S + 1
- float **c;
- int n_c_rows = ((int) (n_a_rows-n_k_rows+2*padding)/stride) + 1;
- int n_c_cols = ((int) (n_a_cols-n_k_cols+2*padding)/stride) + 1;
-
- printf("%d, %d\n", n_c_rows, n_c_cols);
-
- c = init_matrix(n_c_rows, n_c_cols);
-
- for (int i = 0; i < n_a_rows; i++) {
- for (int j = 0; j < n_a_cols; j++) {
- if ((i + n_k_rows <= n_a_rows) && (j + n_k_cols <= n_a_cols)) {
- float sum = 0;
- for (int l = 0; l < n_k_rows; l++) {
- for (int m = 0; m < n_k_cols; m++) {
- sum += a[i+l][j+m] * k[l][m];
- }
- }
- c[i][j] = sum;
- }
- }
- }
-
- return c;
-}
-
-float ** max_pooling(float **a, int n_a_rows, int n_a_cols) {
- float **c;
- int n_c_rows = n_a_rows-2;
- int n_c_cols = n_a_cols-2;
- c = init_matrix(n_c_rows, n_c_cols);
- int c_i = 0;
- int c_j = 0;
- for (int i = 0; i < n_a_rows; i += 2) {
- for (int j = 0; j < n_a_cols; j += 2) {
- if ((i + 2 <= n_a_rows) && (j + 2 <= n_a_cols)) {
- float max = 0;
-
-
- for (int l = 0; l < 2; l++) {
- for (int m = 0; m < 2; m++) {
- if (a[i+l][j+m] > max) {
- max = a[i+l][j+m];
- }
- }
- }
- c[c_i][c_j] = max;
- }
- c_j++;
- }
- c_j = 0;
- c_i++;
- }
-
- return c;
-}
-
-void print_debug(float **a, int n_a_rows, int n_b_cols) {
- for (int i = 0; i < n_a_rows; i++) {
- for (int j = 0; j < n_b_cols; j++) {
- printf("%f ", a[i][j]);
- }
- printf("\n");
- }
-}
-
-void free_matrix(float **m) {
- free(m[0]);
- free(m);
-}
-
-void test_conv2d() {
- float **a;
- float **k;
-
- a = init_matrix(6, 12);
- k = init_matrix(3, 3);
-
-
- for (int i = 0; i < 6; i++) {
- for (int j = 0; j < 12; j++) {
- a[i][j] = 3.0;
- }
- }
-
- for (int i = 0; i < 3; i++) {
- for (int j = 0; j < 3; j++) {
- k[i][j] = 4.0;
- }
- }
-
- float** c;
-
- c = conv2d(a, 6, 12, k, 3, 3, 0, 1);
-
- print_debug(c, 4, 10);
-
- free_matrix(a);
- free_matrix(k);
- free_matrix(c);
-}
-
-void test_max_pooling() {
- float ** a;
- a = init_matrix(4, 4);
-
- a[0][0] = 1;
- a[0][1] = 0;
- a[0][2] = 2;
- a[0][3] = 3;
-
- a[1][0] = 4;
- a[1][1] = 6;
- a[1][2] = 6;
- a[1][3] = 8;
-
- a[2][0] = 3;
- a[2][1] = 1;
- a[2][2] = 1;
- a[2][3] = 0;
-
-
- a[3][0] = 1;
- a[3][1] = 2;
- a[3][2] = 2;
- a[3][3] = 4;
-
-
- float **c;
- c = max_pooling(a, 4, 4);
-
- print_debug(c, 2, 2);
-
- free_matrix(a);
- free_matrix(c);
-}
-
-
-int main() {
-
- struct onnx_context_t * ctx;
- struct onnx_tensor_t * input;
- struct onnx_tensor_t * output;
-
- ctx = onnx_context_alloc(weights_onnx, sizeof(weights_onnx), NULL, 0);
- if(ctx)
- {
- /*
- * Dump onnx context
- */
- onnx_context_dump(ctx, 0);
-
- /*
- * Get input tensor by name
- */
- input = onnx_tensor_search(ctx, "Input3");
-
- /*
- * Get output tensor by name
- */
- output = onnx_tensor_search(ctx, "Plus214_Output_0");
-
- /*
- * Fill some data to input tensor
- */
- onnx_tensor_apply(input, (void *)input_3, sizeof(input_3));
-
- /*
- * Dump input tensor
- */
- onnx_tensor_dump(input, 1);
-
- /*
- * Run inference
- */
- printf("Running Inference\n");
- onnx_run(ctx);
-
- /*
- * Dump output tensor
- */
- onnx_tensor_dump(output, 1);
-
-
- /*
- * Free onnx context
- */
- onnx_context_free(ctx);
- }
-
- /*
- ctx = onnx_context_alloc_from_file("weights/weights.onnx", NULL, 0);
- input = onnx_tensor_search(ctx, "conv2d_2_input");
- */
-
- return 0;
-}
\ No newline at end of file
diff --git a/weights/weights.data-00000-of-00001 b/weights/weights.data-00000-of-00001
deleted file mode 100644
index 7c59d0a1d10b118999f88291cd086c74acd50f8d..0000000000000000000000000000000000000000
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