Initial commit0.1.0-rc.1

Change-Id: I2fb0933d595a6ede6417d09dd905ef72d6c60c9b

1 files changed, 117 insertions, 0 deletions

diff --git a/examples/tosa_checker.ipynb b/examples/tosa_checker.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Import the modules needed to create a test model and run the TOSA Checker."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import tosa_checker as tc\n",
+    "import tensorflow as tf\n",
+    "import tempfile\n",
+    "import os"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Create a simple model that is compatible with the TOSA specification."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "INFO:tensorflow:Assets written to: /tmp/tmpxc09cs65/assets\n"
+     ]
+    }
+   ],
+   "source": [
+    "input = tf.keras.layers.Input(shape=(16,))\n",
+    "x = tf.keras.layers.Dense(8, activation=\"relu\")(input)\n",
+    "model = tf.keras.models.Model(inputs=[input], outputs=x)\n",
+    "converter = tf.lite.TFLiteConverter.from_keras_model(model)\n",
+    "tflite_model = converter.convert()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Save this model in `.tflite` format. Note that the TOSA Checker only accepts models in this format currently."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "_, tflite_file = tempfile.mkstemp('.tflite')\n",
+    "with open(tflite_file, \"wb\") as f:\n",
+    "    f.write(tflite_model)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Use the TOSA Checker to check this model."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Is model TOSA compatible ? True\n"
+     ]
+    }
+   ],
+   "source": [
+    "checker = tc.TOSAChecker(model_path=tflite_file)\n",
+    "result = checker.is_tosa_compatible()\n",
+    "print(\"Is model TOSA compatible ? {}\".format(result))"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3.8.0 ('tosa_checker': venv)",
+   "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": "3.8.0"
+  },
+  "orig_nbformat": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}