{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "ca588cdc-3488-4b9b-a4cd-660b0f89b7d2", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:10:36.464184Z", "iopub.status.busy": "2024-05-05T16:10:36.463750Z", "iopub.status.idle": "2024-05-05T16:10:42.079694Z", "shell.execute_reply": "2024-05-05T16:10:42.078106Z", "shell.execute_reply.started": "2024-05-05T16:10:36.464147Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2024-05-05 16:10:37.117565: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n", "2024-05-05 16:10:37.117693: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n", "2024-05-05 16:10:37.119467: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n", "2024-05-05 16:10:37.129661: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", "2024-05-05 16:10:38.889154: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n" ] } ], "source": [ "import numpy as np\n", "import os\n", "import tensorflow as tf\n", "from tensorflow import keras\n", "from keras.models import Sequential\n", "from keras.layers import Activation, Dense, Flatten, BatchNormalization, Conv2D, MaxPool2D\n", "from keras.optimizers import Adam\n", "from keras.metrics import categorical_crossentropy\n", "from keras.preprocessing.image import ImageDataGenerator\n", "from sklearn.metrics import confusion_matrix\n", "import itertools\n", "import os\n", "import shutil\n", "import random\n", "import glob\n", "import matplotlib.pyplot as plt\n", "import multiprocessing" ] }, { "cell_type": "code", "execution_count": 2, "id": "bc87678d-bf6a-41a1-81e1-d79db8f451a6", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:10:42.083176Z", "iopub.status.busy": "2024-05-05T16:10:42.082363Z", "iopub.status.idle": "2024-05-05T16:10:42.091584Z", "shell.execute_reply": "2024-05-05T16:10:42.089663Z", "shell.execute_reply.started": "2024-05-05T16:10:42.083127Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/notebooks\n" ] } ], "source": [ "root_path = os.path.abspath('./')\n", "print(root_path)\n", "# In Google colab it must be /content. Feel free to comment out the following two lines.\n", "assert root_path == '/notebooks'\n", "root_path = '/notebooks'" ] }, { "cell_type": "code", "execution_count": 3, "id": "2a40d5f2-9a00-4814-a074-b8ba810e0506", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:10:42.093289Z", "iopub.status.busy": "2024-05-05T16:10:42.092914Z", "iopub.status.idle": "2024-05-05T16:10:48.779879Z", "shell.execute_reply": "2024-05-05T16:10:48.777915Z", "shell.execute_reply.started": "2024-05-05T16:10:42.093253Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: datasets in /usr/local/lib/python3.11/dist-packages (2.14.5)\n", "Requirement already satisfied: sentencepiece in /usr/local/lib/python3.11/dist-packages (0.1.99)\n", "Requirement already satisfied: transformers[torch] in /usr/local/lib/python3.11/dist-packages (4.35.2)\n", "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.11/dist-packages (from datasets) (1.26.3)\n", "Requirement already satisfied: pyarrow>=8.0.0 in /usr/local/lib/python3.11/dist-packages (from datasets) (15.0.0)\n", "Requirement already satisfied: dill<0.3.8,>=0.3.0 in /usr/local/lib/python3.11/dist-packages (from datasets) (0.3.7)\n", "Requirement already satisfied: pandas in /usr/local/lib/python3.11/dist-packages (from datasets) (2.2.0)\n", "Requirement already satisfied: requests>=2.19.0 in /usr/local/lib/python3.11/dist-packages (from datasets) (2.31.0)\n", "Requirement already satisfied: tqdm>=4.62.1 in /usr/local/lib/python3.11/dist-packages (from datasets) (4.66.1)\n", "Requirement already satisfied: xxhash in /usr/local/lib/python3.11/dist-packages (from datasets) (3.4.1)\n", "Requirement already satisfied: multiprocess in /usr/local/lib/python3.11/dist-packages (from datasets) (0.70.15)\n", "Requirement already satisfied: fsspec<2023.9.0,>=2023.1.0 in /usr/local/lib/python3.11/dist-packages (from fsspec[http]<2023.9.0,>=2023.1.0->datasets) (2023.6.0)\n", "Requirement already satisfied: aiohttp in /usr/local/lib/python3.11/dist-packages (from datasets) (3.9.1)\n", "Requirement already satisfied: huggingface-hub<1.0.0,>=0.14.0 in /usr/local/lib/python3.11/dist-packages (from datasets) (0.20.3)\n", "Requirement already satisfied: packaging in /usr/local/lib/python3.11/dist-packages (from datasets) (23.2)\n", "Requirement already satisfied: pyyaml>=5.1 in /usr/lib/python3/dist-packages (from datasets) (5.4.1)\n", "Requirement already satisfied: filelock in /usr/local/lib/python3.11/dist-packages (from transformers[torch]) (3.13.1)\n", "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.11/dist-packages (from transformers[torch]) (2023.12.25)\n", "Requirement already satisfied: tokenizers<0.19,>=0.14 in /usr/local/lib/python3.11/dist-packages (from transformers[torch]) (0.15.1)\n", "Requirement already satisfied: safetensors>=0.3.1 in /usr/local/lib/python3.11/dist-packages (from transformers[torch]) (0.4.0)\n", "Requirement already satisfied: torch!=1.12.0,>=1.10 in /usr/local/lib/python3.11/dist-packages (from transformers[torch]) (2.1.1+cu121)\n", "Requirement already satisfied: accelerate>=0.20.3 in /usr/local/lib/python3.11/dist-packages (from transformers[torch]) (0.24.1)\n", "Requirement already satisfied: psutil in /usr/local/lib/python3.11/dist-packages (from accelerate>=0.20.3->transformers[torch]) (5.9.8)\n", "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.11/dist-packages (from aiohttp->datasets) (23.1.0)\n", "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.11/dist-packages (from aiohttp->datasets) (6.0.4)\n", "Requirement already satisfied: yarl<2.0,>=1.0 in /usr/local/lib/python3.11/dist-packages (from aiohttp->datasets) (1.9.4)\n", "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.11/dist-packages (from aiohttp->datasets) (1.4.1)\n", "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.11/dist-packages (from aiohttp->datasets) (1.3.1)\n", "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.11/dist-packages (from huggingface-hub<1.0.0,>=0.14.0->datasets) (4.9.0)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests>=2.19.0->datasets) (3.3.2)\n", "Requirement already satisfied: idna<4,>=2.5 in /usr/lib/python3/dist-packages (from requests>=2.19.0->datasets) (3.3)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests>=2.19.0->datasets) (2.0.7)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/lib/python3/dist-packages (from requests>=2.19.0->datasets) (2020.6.20)\n", "Requirement already satisfied: sympy in /usr/local/lib/python3.11/dist-packages (from torch!=1.12.0,>=1.10->transformers[torch]) (1.12)\n", "Requirement already satisfied: networkx in /usr/local/lib/python3.11/dist-packages (from torch!=1.12.0,>=1.10->transformers[torch]) (3.2.1)\n", "Requirement already satisfied: jinja2 in /usr/local/lib/python3.11/dist-packages (from torch!=1.12.0,>=1.10->transformers[torch]) (3.1.3)\n", "Requirement already satisfied: triton==2.1.0 in /usr/local/lib/python3.11/dist-packages (from torch!=1.12.0,>=1.10->transformers[torch]) (2.1.0)\n", "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.11/dist-packages (from pandas->datasets) (2.8.2)\n", "Requirement already satisfied: pytz>=2020.1 in /usr/lib/python3/dist-packages (from pandas->datasets) (2022.1)\n", "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.11/dist-packages (from pandas->datasets) (2023.4)\n", "Requirement already satisfied: six>=1.5 in /usr/lib/python3/dist-packages (from python-dateutil>=2.8.2->pandas->datasets) (1.16.0)\n", "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.11/dist-packages (from jinja2->torch!=1.12.0,>=1.10->transformers[torch]) (2.1.4)\n", "Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.11/dist-packages (from sympy->torch!=1.12.0,>=1.10->transformers[torch]) (1.3.0)\n", "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", "\u001b[0m" ] } ], "source": [ "! pip install datasets transformers[torch] sentencepiece" ] }, { "cell_type": "code", "execution_count": 4, "id": "a5462eca-17cc-4bce-a036-1909225ea55a", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:10:48.784661Z", "iopub.status.busy": "2024-05-05T16:10:48.783658Z", "iopub.status.idle": "2024-05-05T16:10:51.314557Z", "shell.execute_reply": "2024-05-05T16:10:51.312669Z", "shell.execute_reply.started": "2024-05-05T16:10:48.784607Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading package lists... Done\n", "Building dependency tree... Done\n", "Reading state information... Done\n", "git-lfs is already the newest version (3.4.1).\n", "0 upgraded, 0 newly installed, 0 to remove and 100 not upgraded.\n" ] } ], "source": [ "!apt install git-lfs" ] }, { "cell_type": "code", "execution_count": 5, "id": "7a15d162-3040-4253-9611-728952b46680", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:10:51.318040Z", "iopub.status.busy": "2024-05-05T16:10:51.316824Z", "iopub.status.idle": "2024-05-05T16:10:51.330774Z", "shell.execute_reply": "2024-05-05T16:10:51.329457Z", "shell.execute_reply.started": "2024-05-05T16:10:51.317943Z" } }, "outputs": [ { "data": { "text/plain": [ "'49ce941b-794e-4ced-a0ec-8ce0a597c5a4'" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import uuid\n", "download_uuid=str(uuid.uuid4())\n", "download_uuid" ] }, { "cell_type": "code", "execution_count": 6, "id": "dfa2e311-424e-4652-85b3-8ebc55fe8557", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:10:51.333934Z", "iopub.status.busy": "2024-05-05T16:10:51.332311Z", "iopub.status.idle": "2024-05-05T16:10:51.480781Z", "shell.execute_reply": "2024-05-05T16:10:51.479047Z", "shell.execute_reply.started": "2024-05-05T16:10:51.333888Z" } }, "outputs": [], "source": [ "!curl -o dragon-data.tar.gz https://drive.usercontent.google.com/download?id=14vFdqZDoD5WVrh2DIVKj_QL5RGLZe1fn&confirm=t&uuid={download_uuid}" ] }, { "cell_type": "code", "execution_count": 7, "id": "09586f60-08ed-4eac-92e8-da53f5f821a9", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:10:51.482910Z", "iopub.status.busy": "2024-05-05T16:10:51.482491Z", "iopub.status.idle": "2024-05-05T16:10:51.519356Z", "shell.execute_reply": "2024-05-05T16:10:51.517936Z", "shell.execute_reply.started": "2024-05-05T16:10:51.482877Z" } }, "outputs": [], "source": [ "# To have deterministic/reproducible training\n", "# By the way, it's a wish! it doesn't work!\n", "tf.keras.utils.set_random_seed(65464)\n", "tf.config.experimental.enable_op_determinism()" ] }, { "cell_type": "code", "execution_count": 8, "id": "d6adbbb6-d84c-4e34-8102-e5cd33f12cc3", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:10:51.522542Z", "iopub.status.busy": "2024-05-05T16:10:51.521698Z", "iopub.status.idle": "2024-05-05T16:10:52.307143Z", "shell.execute_reply": "2024-05-05T16:10:52.305684Z", "shell.execute_reply.started": "2024-05-05T16:10:51.522497Z" } }, "outputs": [], "source": [ "os.chdir(root_path)\n", "!rm -rf jim/dragon\n", "!mkdir -p jim/dragon/{train,valid,test}/{dragon,notdragon}" ] }, { "cell_type": "code", "execution_count": 9, "id": "0d2edc1a-47be-495b-9e01-fd4199fb5f0c", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:10:52.310369Z", "iopub.status.busy": "2024-05-05T16:10:52.309853Z", "iopub.status.idle": "2024-05-05T16:10:56.039065Z", "shell.execute_reply": "2024-05-05T16:10:56.037148Z", "shell.execute_reply.started": "2024-05-05T16:10:52.310321Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data/\n", "data/dragon/\n", "data/dragon/baf486c191f21a85ed35157021c45090.png\n", "data/dragon/2a5271026808a3c3b769af98d69529a2.png\n", "data/dragon/aa92c1cb62225de0304d8d4ef1ac7e06.png\n", "data/dragon/e01fb1b2f2ac3e8c01c2ba945236a840.jpg\n", "data/dragon/0aaf2669c84dbebf2d81da462bb8a09d.jpg\n", "data/dragon/e7ee379caf2c20ab31ba672deaba2745.jpg\n", "data/dragon/45ab3535fd0f836169fbde80f7332da6.jpg\n", "data/dragon/a090abe481ecaaa6a33893da933aa9cb.png\n", "data/dragon/8eed1bff33674a03ae02c53f24ee5507.jpg\n", "data/dragon/13f17be612bb6c84910e4c9a0c1de2ee.jpg\n", "data/dragon/bb528c1072b186aea7b18c42bc5f3a77.png\n", "data/dragon/6bc3da6dd14ba7e0577bdca766d5a0ee.png\n", "data/dragon/eb9b56dca0ff10179ee5dceb07832a98.jpg\n", "data/dragon/7c7c46a284c28b8ca777c79fdb15ba05.jpg\n", "data/dragon/92f672cc7d30ee935b44b79a2bd257de.jpg\n", "data/dragon/89a5ead05f17b075879265cec5bf7f0e.png\n", "data/dragon/199a4f282a4c4f3b29a8ce3ab7bd7fb8.png\n", "data/dragon/ec0d2426b6fd4a780d1b9f08e8377430.jpg\n", "data/dragon/e9a4d4c8e50d6eb289c6ebf2428e858b.jpg\n", "data/dragon/57b1891b55445fe8ad3e757a7589e38e.jpg\n", "data/dragon/660c1bceacf67acc7a10d2cf8be42cce.jpg\n", "data/dragon/62c530eeef043918f6b198b7eea03a0d.jpg\n", "data/dragon/390b88cc6b01e6775197b8dadd4d4a5a.png\n", "data/dragon/8970d082172d8d32b73492a7245dbde0.jpg\n", "data/dragon/915b5e48e0b82e261e26931ceaaf13fc.jpg\n", "data/dragon/cfbd21663e08c9be7666f38906dc12dd.jpg\n", "data/dragon/9dda9f69e077a253cc311104c428da39.jpg\n", "data/dragon/b1fe20b725979addfe3ed0ad4defb8f2.png\n", "data/dragon/5be9794aea27eb704f2710fd6b697cc1.png\n", "data/dragon/33cd4f1e13ab84c60b33f2a52d7fb7c7.jpg\n", "data/dragon/00bacf1ac308b7f427d681f94744a094.jpg\n", "data/dragon/9f50693611cd10f2c8b6084a036adef5.png\n", "data/dragon/e425a469c948ea5212d2be3aecf55d2b.png\n", "data/dragon/76282a146f7baa4947e9ce9c77ddfad3.jpg\n", "data/dragon/51d9c3b5308d2f3fd8f9629174e37c61.jpg\n", "data/dragon/9a19ec22844c12cb3f5fc0c8e26d4c51.jpg\n", "data/dragon/af8343a613fe3ed6eedabfbaf345a632.jpg\n", "data/dragon/ad78c2573baff93e1f536c1d7933dbd0.jpg\n", "data/dragon/c9b007e2c324d7d781164a08841b8e40.jpg\n", "data/dragon/074cabc212db18df4895ff97d94f7979.jpg\n", "data/dragon/290ef64d83f0412ccb90dbad82e2dbd8.jpg\n", "data/dragon/5528d0feb3dc823b2bc5e2f2c01cd9f3.jpg\n", "data/dragon/709b2e72f16585dac64d45b00180db52.jpg\n", "data/dragon/bbfa8f415b806f3a5db3fd12c349f61d.jpg\n", "data/dragon/11324c8a70c50803c017d2a71d0a9e07.jpg\n", "data/dragon/61e421775136b85f0a24335b45cd774f.jpg\n", "data/dragon/6afc0e8cf08749b78f28bc453577189a.jpg\n", "data/dragon/3e5884f8c009b5923034c93b7f9f8186.png\n", "data/dragon/5433e7cff0383ded09a73ab16809731a.jpg\n", "data/dragon/b9e7d93aae2f2b09489e6521c49692c8.jpg\n", "data/dragon/db9824731895d40905e70f8f521dd5e3.jpg\n", "data/dragon/13bb149a135c033d2c1c225a0c638493.jpg\n", 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"data/notdragon/172ed7ada1be2b28c22b94d625995382.jpg\n", "data/notdragon/15ea85b7748adcd78864cff662ad8a37.png\n", "data/notdragon/4fb96d68ac02b81e4d28bb1b94bea0bf.jpg\n", "data/notdragon/b715b0dd777154b57f06ec6eb8bf81f4.jpg\n", "data/notdragon/9e81877b9b6794371e3bfb42fc24713f.png\n", "data/notdragon/f363e5af498e26ab4554f4cc143a9591.jpg\n", "data/notdragon/6d8c883a3f53c91aea0e8f80db5ed59f.jpg\n", "data/notdragon/70fb7f5f5afe91db0c1b136e16f3ab60.jpg\n", "data/notdragon/ca08bfab19a61dc0c1a972721649ae0d.jpg\n", "data/notdragon/34723a8cf95da708e2ab8eebfca406a1.jpg\n", "data/notdragon/b93733de641f435842c29354ef243290.jpg\n", "data/notdragon/eac7ef7b79c196c6a0b4d4a3a35d8f7f.jpg\n", "data/notdragon/f01960aa7ed446378858a84e9910dadd.jpg\n", "data/notdragon/7ba244e2e2579e8b2c592033e151bc36.jpg\n", "data/notdragon/8c9434d285eba876425812c606ba5e1c.jpg\n", "data/notdragon/b7553285f3ebe4b404103b245ecc9539.jpg\n", "data/notdragon/adee8d68bf067caa89a9932ffcef5d69.jpg\n", "data/notdragon/829a0bf7bd0b74f0d2bd20272b17e62c.jpg\n", "data/notdragon/0f61b0fd3d6197267e97fce89a7ad75a.jpg\n", "data/notdragon/e8fd84c8b59e43a9e0e54b59079faf60.jpg\n", "data/notdragon/901527a2dadda07e7e3bc0d1cd32b8e6.jpg\n", "data/notdragon/c9ef41fca43f33390e1f83774b524663.jpg\n", "data/notdragon/312db96442bf6c81140bbd64ea6c83f0.jpg\n", "data/notdragon/6f44ae390378dc61081b38fc8fcfc566.jpg\n", "data/notdragon/0c7e35c7b7fea8bcfb7934d27e29299b.jpg\n", "data/notdragon/9b4001127c595c28a5e8343a7b61edf9.jpg\n", "data/notdragon/cb2853ac2a87ae5ee0b33475c6795297.jpg\n", "data/notdragon/71ce3525f23e3e8bb5b2fc20772e374c.jpg\n", "data/notdragon/ef8e8beebe3155c62c1c36ed2ad44844.jpg\n", "data/notdragon/1a0ebf2de360926d285283c8480bb1d9.jpg\n", "data/notdragon/b6966cf6beb1a9a27b930c3aacc980c6.jpg\n", "data/notdragon/86fac943c0cc8aec238397734b160729.png\n", "data/notdragon/2142def38c18ed7a788cc3a4bf49e30f.jpg\n", "data/notdragon/1b02638679ef01f39f3ddc56ac17b252.jpg\n", "data/notdragon/78860470c6d868c904eed276e39f80fd.jpg\n", "data/notdragon/4bbc428daefee682b00e50b8a1302184.jpg\n", "data/notdragon/2e492d47c8b75bdebdba632fd7693140.jpg\n", "data/notdragon/82895ac9524b54b8ac19dd19a76712e7.jpg\n", "data/notdragon/c653b7fa1a828155f9f7f4f1ab301dbc.jpg\n", "data/notdragon/29a12c7c0ac995573f7dc29505c80bfb.jpg\n", "data/notdragon/923299e0534649b36ba9d7f7155f0858.jpg\n", "data/notdragon/6c0e094a69b4f9f7ebb73100d49fd3e2.jpg\n", "data/notdragon/92c5250703ae2f2bffcd9a1b389a835d.jpg\n", "data/notdragon/2ef7438a6f53a096b5af965005eac561.jpg\n", "data/notdragon/7fa3e93d1fd49e727e44a71642df9736.jpg\n", "data/notdragon/d9b6db830458deb713d5ef0e813427d1.jpg\n", "data/notdragon/fa2b57a1775683e66a70c47cf1a36206.png\n", "data/notdragon/d247a688557e0c2c33fc3e6bc882c642.webp\n" ] } ], "source": [ "os.chdir(root_path)\n", "!tar -xzvf dragon-data.tar.gz -C jim/dragon/" ] }, { "cell_type": "code", "execution_count": 10, "id": "f508607f-bf98-44c7-b253-c61e597345f1", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:10:56.044136Z", "iopub.status.busy": "2024-05-05T16:10:56.043609Z", "iopub.status.idle": "2024-05-05T16:10:56.197094Z", "shell.execute_reply": "2024-05-05T16:10:56.192323Z", "shell.execute_reply.started": "2024-05-05T16:10:56.044094Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Num GPUs available: 1\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2024-05-05 16:10:56.118228: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:901] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "2024-05-05 16:10:56.182592: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:901] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "2024-05-05 16:10:56.182995: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:901] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n" ] } ], "source": [ "physical_devices = tf.config.experimental.list_physical_devices('GPU')\n", "print(\"Num GPUs available: \", len(physical_devices))\n", "tf.config.experimental.set_memory_growth(physical_devices[0], True)" ] }, { "cell_type": "code", "execution_count": 11, "id": "85c03665-b901-4341-aa4e-a8d1e4e049d3", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:10:56.199463Z", "iopub.status.busy": "2024-05-05T16:10:56.198936Z", "iopub.status.idle": "2024-05-05T16:10:56.212970Z", "shell.execute_reply": "2024-05-05T16:10:56.211617Z", "shell.execute_reply.started": "2024-05-05T16:10:56.199419Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of dragons: 161\n", "number of notdragons: 233\n" ] } ], "source": [ "dragon_path = root_path + '/jim/dragon'\n", "os.chdir(dragon_path)\n", "print('number of dragons: ', len(glob.glob('data/dragon/*')))\n", "print('number of notdragons: ', len(glob.glob('data/notdragon/*')))" ] }, { "cell_type": "code", "execution_count": 12, "id": "6d3aa037-dc9c-4791-9ee5-d56612c93643", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:10:56.215448Z", "iopub.status.busy": "2024-05-05T16:10:56.215004Z", "iopub.status.idle": "2024-05-05T16:10:56.686539Z", "shell.execute_reply": "2024-05-05T16:10:56.685143Z", "shell.execute_reply.started": "2024-05-05T16:10:56.215411Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 283 images belonging to 2 classes.\n", "Found 100 images belonging to 2 classes.\n", "Found 10 images belonging to 2 classes.\n" ] } ], "source": [ "for c in random.sample(glob.glob('data/dragon/*'), 106):\n", " shutil.move(c, dragon_path + '/train/dragon')\n", "for c in random.sample(glob.glob('data/notdragon/*'), 178):\n", " shutil.move(c, dragon_path + '/train/notdragon')\n", "for c in random.sample(glob.glob('data/dragon/*'), 50):\n", " shutil.move(c, dragon_path + '/valid/dragon')\n", "for c in random.sample(glob.glob('data/notdragon/*'), 50):\n", " shutil.move(c, dragon_path + '/valid/notdragon')\n", "for c in random.sample(glob.glob('data/dragon/*'), 5):\n", " shutil.move(c, dragon_path + '/test/dragon')\n", "for c in random.sample(glob.glob('data/notdragon/*'), 5):\n", " shutil.move(c, dragon_path + '/test/notdragon')\n", "\n", "train_path = dragon_path + '/train'\n", "valid_path = dragon_path + '/valid'\n", "test_path = dragon_path + '/test'\n", "\n", "train_batches = ImageDataGenerator(preprocessing_function=keras.applications.vgg16.preprocess_input)\\\n", " .flow_from_directory(directory=train_path, target_size=(224,224),classes = ['dragon', 'notdragon'], batch_size = 10)\n", "valid_batches = ImageDataGenerator(preprocessing_function=keras.applications.vgg16.preprocess_input)\\\n", " .flow_from_directory(directory=valid_path, target_size=(224,224),classes = ['dragon', 'notdragon'], batch_size = 10)\n", "test_batches = ImageDataGenerator(preprocessing_function=keras.applications.vgg16.preprocess_input)\\\n", " .flow_from_directory(directory=test_path, target_size=(224,224),classes = ['dragon', 'notdragon'], batch_size = 10, shuffle = False)" ] }, { "cell_type": "code", "execution_count": 13, "id": "f8ac4689-114a-4ff2-b966-e318fe1de7ce", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:10:56.689430Z", "iopub.status.busy": "2024-05-05T16:10:56.688985Z", "iopub.status.idle": "2024-05-05T16:10:56.701102Z", "shell.execute_reply": "2024-05-05T16:10:56.699491Z", "shell.execute_reply.started": "2024-05-05T16:10:56.689395Z" } }, "outputs": [], "source": [ "assert train_batches.n == 283\n", "assert valid_batches.n == 100\n", "assert test_batches.n == 10\n", "assert train_batches.num_classes == valid_batches.num_classes == test_batches.num_classes == 2" ] }, { "cell_type": "code", "execution_count": 14, "id": "b57781a3-7f71-4019-ac15-6ac049373e63", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:11:00.617330Z", "iopub.status.busy": "2024-05-05T16:11:00.616859Z", "iopub.status.idle": "2024-05-05T16:11:00.872576Z", "shell.execute_reply": "2024-05-05T16:11:00.871587Z", "shell.execute_reply.started": "2024-05-05T16:11:00.617293Z" } }, "outputs": [ { "data": { "text/plain": [ "array([0, 0, 0, 0, 0, 1, 1, 1, 1, 1], dtype=int32)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "imgs, labels = next(train_batches)\n", "test_batches.classes" ] }, { "cell_type": "code", "execution_count": 15, "id": "7a82c97d-6f33-4343-b697-20647dea32f3", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:11:00.947265Z", "iopub.status.busy": "2024-05-05T16:11:00.946830Z", "iopub.status.idle": "2024-05-05T16:11:10.780368Z", "shell.execute_reply": "2024-05-05T16:11:10.778946Z", "shell.execute_reply.started": "2024-05-05T16:11:00.947230Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2024-05-05 16:11:00.983114: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:901] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "2024-05-05 16:11:00.983562: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:901] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "2024-05-05 16:11:00.983822: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:901] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "2024-05-05 16:11:03.612835: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:901] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "2024-05-05 16:11:03.613145: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:901] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "2024-05-05 16:11:03.613342: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:901] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", "2024-05-05 16:11:03.613469: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1929] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 7393 MB memory: -> device: 0, name: Quadro P4000, pci bus id: 0000:00:05.0, compute capability: 6.1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels.h5\n", "553467096/553467096 [==============================] - 3s 0us/step\n", "Model: \"vgg16\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " input_1 (InputLayer) [(None, 224, 224, 3)] 0 \n", " \n", " block1_conv1 (Conv2D) (None, 224, 224, 64) 1792 \n", " \n", " block1_conv2 (Conv2D) (None, 224, 224, 64) 36928 \n", " \n", " block1_pool (MaxPooling2D) (None, 112, 112, 64) 0 \n", " \n", " block2_conv1 (Conv2D) (None, 112, 112, 128) 73856 \n", " \n", " block2_conv2 (Conv2D) (None, 112, 112, 128) 147584 \n", " \n", " block2_pool (MaxPooling2D) (None, 56, 56, 128) 0 \n", " \n", " block3_conv1 (Conv2D) (None, 56, 56, 256) 295168 \n", " \n", " block3_conv2 (Conv2D) (None, 56, 56, 256) 590080 \n", " \n", " block3_conv3 (Conv2D) (None, 56, 56, 256) 590080 \n", " \n", " block3_pool (MaxPooling2D) (None, 28, 28, 256) 0 \n", " \n", " block4_conv1 (Conv2D) (None, 28, 28, 512) 1180160 \n", " \n", " block4_conv2 (Conv2D) (None, 28, 28, 512) 2359808 \n", " \n", " block4_conv3 (Conv2D) (None, 28, 28, 512) 2359808 \n", " \n", " block4_pool (MaxPooling2D) (None, 14, 14, 512) 0 \n", " \n", " block5_conv1 (Conv2D) (None, 14, 14, 512) 2359808 \n", " \n", " block5_conv2 (Conv2D) (None, 14, 14, 512) 2359808 \n", " \n", " block5_conv3 (Conv2D) (None, 14, 14, 512) 2359808 \n", " \n", " block5_pool (MaxPooling2D) (None, 7, 7, 512) 0 \n", " \n", " flatten (Flatten) (None, 25088) 0 \n", " \n", " fc1 (Dense) (None, 4096) 102764544 \n", " \n", " fc2 (Dense) (None, 4096) 16781312 \n", " \n", " predictions (Dense) (None, 1000) 4097000 \n", " \n", "=================================================================\n", "Total params: 138357544 (527.79 MB)\n", "Trainable params: 138357544 (527.79 MB)\n", "Non-trainable params: 0 (0.00 Byte)\n", "_________________________________________________________________\n" ] } ], "source": [ "vgg16_model = keras.applications.vgg16.VGG16()\n", "vgg16_model.summary()" ] }, { "cell_type": "code", "execution_count": 16, "id": "da00fc6a-a303-4a25-945d-a7acb06cb9f6", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:11:10.783123Z", "iopub.status.busy": "2024-05-05T16:11:10.782675Z", "iopub.status.idle": "2024-05-05T16:11:11.065343Z", "shell.execute_reply": "2024-05-05T16:11:11.063828Z", "shell.execute_reply.started": "2024-05-05T16:11:10.783083Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"sequential\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " block1_conv1 (Conv2D) (None, 224, 224, 64) 1792 \n", " \n", " block1_conv2 (Conv2D) (None, 224, 224, 64) 36928 \n", " \n", " block1_pool (MaxPooling2D) (None, 112, 112, 64) 0 \n", " \n", " block2_conv1 (Conv2D) (None, 112, 112, 128) 73856 \n", " \n", " block2_conv2 (Conv2D) (None, 112, 112, 128) 147584 \n", " \n", " block2_pool (MaxPooling2D) (None, 56, 56, 128) 0 \n", " \n", " block3_conv1 (Conv2D) (None, 56, 56, 256) 295168 \n", " \n", " block3_conv2 (Conv2D) (None, 56, 56, 256) 590080 \n", " \n", " block3_conv3 (Conv2D) (None, 56, 56, 256) 590080 \n", " \n", " block3_pool (MaxPooling2D) (None, 28, 28, 256) 0 \n", " \n", " block4_conv1 (Conv2D) (None, 28, 28, 512) 1180160 \n", " \n", " block4_conv2 (Conv2D) (None, 28, 28, 512) 2359808 \n", " \n", " block4_conv3 (Conv2D) (None, 28, 28, 512) 2359808 \n", " \n", " block4_pool (MaxPooling2D) (None, 14, 14, 512) 0 \n", " \n", " block5_conv1 (Conv2D) (None, 14, 14, 512) 2359808 \n", " \n", " block5_conv2 (Conv2D) (None, 14, 14, 512) 2359808 \n", " \n", " block5_conv3 (Conv2D) (None, 14, 14, 512) 2359808 \n", " \n", " block5_pool (MaxPooling2D) (None, 7, 7, 512) 0 \n", " \n", " flatten (Flatten) (None, 25088) 0 \n", " \n", " fc1 (Dense) (None, 4096) 102764544 \n", " \n", " fc2 (Dense) (None, 4096) 16781312 \n", " \n", "=================================================================\n", "Total params: 134260544 (512.16 MB)\n", "Trainable params: 134260544 (512.16 MB)\n", "Non-trainable params: 0 (0.00 Byte)\n", "_________________________________________________________________\n" ] } ], "source": [ "model = Sequential()\n", "for layer in vgg16_model.layers[:-1]:\n", " #layer.trainable = False\n", " model.add(layer)\n", "model.summary()" ] }, { "cell_type": "code", "execution_count": 17, "id": "dc3211d7-efc3-4eff-9cb6-02b288dbfe79", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:11:11.067396Z", "iopub.status.busy": "2024-05-05T16:11:11.066945Z", "iopub.status.idle": "2024-05-05T16:11:11.168500Z", "shell.execute_reply": "2024-05-05T16:11:11.166906Z", "shell.execute_reply.started": "2024-05-05T16:11:11.067357Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"sequential\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " block1_conv1 (Conv2D) (None, 224, 224, 64) 1792 \n", " \n", " block1_conv2 (Conv2D) (None, 224, 224, 64) 36928 \n", " \n", " block1_pool (MaxPooling2D) (None, 112, 112, 64) 0 \n", " \n", " block2_conv1 (Conv2D) (None, 112, 112, 128) 73856 \n", " \n", " block2_conv2 (Conv2D) (None, 112, 112, 128) 147584 \n", " \n", " block2_pool (MaxPooling2D) (None, 56, 56, 128) 0 \n", " \n", " block3_conv1 (Conv2D) (None, 56, 56, 256) 295168 \n", " \n", " block3_conv2 (Conv2D) (None, 56, 56, 256) 590080 \n", " \n", " block3_conv3 (Conv2D) (None, 56, 56, 256) 590080 \n", " \n", " block3_pool (MaxPooling2D) (None, 28, 28, 256) 0 \n", " \n", " block4_conv1 (Conv2D) (None, 28, 28, 512) 1180160 \n", " \n", " block4_conv2 (Conv2D) (None, 28, 28, 512) 2359808 \n", " \n", " block4_conv3 (Conv2D) (None, 28, 28, 512) 2359808 \n", " \n", " block4_pool (MaxPooling2D) (None, 14, 14, 512) 0 \n", " \n", " block5_conv1 (Conv2D) (None, 14, 14, 512) 2359808 \n", " \n", " block5_conv2 (Conv2D) (None, 14, 14, 512) 2359808 \n", " \n", " block5_conv3 (Conv2D) (None, 14, 14, 512) 2359808 \n", " \n", " block5_pool (MaxPooling2D) (None, 7, 7, 512) 0 \n", " \n", " flatten (Flatten) (None, 25088) 0 \n", " \n", " fc1 (Dense) (None, 4096) 102764544 \n", " \n", " fc2 (Dense) (None, 4096) 16781312 \n", " \n", " dense (Dense) (None, 2) 8194 \n", " \n", "=================================================================\n", "Total params: 134268738 (512.19 MB)\n", "Trainable params: 134268738 (512.19 MB)\n", "Non-trainable params: 0 (0.00 Byte)\n", "_________________________________________________________________\n" ] } ], "source": [ "model.add(Dense(units=2, activation = \"softmax\"))\n", "model.summary()" ] }, { "cell_type": "code", "execution_count": 18, "id": "161187f2-f387-409f-acbf-4c868f56deac", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:11:11.171986Z", "iopub.status.busy": "2024-05-05T16:11:11.171425Z", "iopub.status.idle": "2024-05-05T16:11:11.207224Z", "shell.execute_reply": "2024-05-05T16:11:11.205671Z", "shell.execute_reply.started": "2024-05-05T16:11:11.171954Z" } }, "outputs": [], "source": [ "model.compile(optimizer=Adam(learning_rate=0.0001), loss=categorical_crossentropy, metrics=['accuracy'])" ] }, { "cell_type": "code", "execution_count": 21, "id": "a5b174d6-90f6-4cd2-8c1c-5156f1734a24", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:14:54.031147Z", "iopub.status.busy": "2024-05-05T16:14:54.030787Z", "iopub.status.idle": "2024-05-05T16:18:10.402739Z", "shell.execute_reply": "2024-05-05T16:18:10.401086Z", "shell.execute_reply.started": "2024-05-05T16:14:54.031121Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/10\n", "29/29 - 20s - loss: 0.1927 - accuracy: 0.9470 - val_loss: 0.3291 - val_accuracy: 0.9100 - 20s/epoch - 701ms/step\n", "Epoch 2/10\n", "29/29 - 20s - loss: 0.0769 - accuracy: 0.9753 - val_loss: 0.1740 - val_accuracy: 0.9500 - 20s/epoch - 673ms/step\n", "Epoch 3/10\n", "29/29 - 19s - loss: 0.0880 - accuracy: 0.9823 - val_loss: 0.2675 - val_accuracy: 0.9100 - 19s/epoch - 666ms/step\n", "Epoch 4/10\n", "29/29 - 19s - loss: 0.0795 - accuracy: 0.9823 - val_loss: 0.1258 - val_accuracy: 0.9400 - 19s/epoch - 651ms/step\n", "Epoch 5/10\n", "29/29 - 21s - loss: 0.0023 - accuracy: 1.0000 - val_loss: 0.2692 - val_accuracy: 0.9600 - 21s/epoch - 710ms/step\n", "Epoch 6/10\n", "29/29 - 20s - loss: 9.5782e-05 - accuracy: 1.0000 - val_loss: 0.3376 - val_accuracy: 0.9400 - 20s/epoch - 685ms/step\n", "Epoch 7/10\n", "29/29 - 20s - loss: 5.3463e-05 - accuracy: 1.0000 - val_loss: 0.3466 - val_accuracy: 0.9400 - 20s/epoch - 675ms/step\n", "Epoch 8/10\n", "29/29 - 19s - loss: 3.7301e-05 - accuracy: 1.0000 - val_loss: 0.3497 - val_accuracy: 0.9400 - 19s/epoch - 655ms/step\n", "Epoch 9/10\n", "29/29 - 19s - loss: 2.9102e-05 - accuracy: 1.0000 - val_loss: 0.3547 - val_accuracy: 0.9400 - 19s/epoch - 671ms/step\n", "Epoch 10/10\n", "29/29 - 19s - loss: 2.2762e-05 - accuracy: 1.0000 - val_loss: 0.3610 - val_accuracy: 0.9400 - 19s/epoch - 662ms/step\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.fit(x=train_batches, validation_data=valid_batches, epochs=10, verbose=2)" ] }, { "cell_type": "code", "execution_count": 22, "id": "6c4effe1-e3fe-41ee-a747-2785106d1c7b", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:18:10.405815Z", "iopub.status.busy": "2024-05-05T16:18:10.405325Z", "iopub.status.idle": "2024-05-05T16:18:10.411630Z", "shell.execute_reply": "2024-05-05T16:18:10.410095Z", "shell.execute_reply.started": "2024-05-05T16:18:10.405778Z" } }, "outputs": [], "source": [ "assert model.history.history.get('accuracy')[-1] > 0.95" ] }, { "cell_type": "code", "execution_count": 23, "id": "c2cbbfc4-cdc3-4d2a-a98c-b1fedf28ccf7", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:18:13.786401Z", "iopub.status.busy": "2024-05-05T16:18:13.785866Z", "iopub.status.idle": "2024-05-05T16:18:14.807705Z", "shell.execute_reply": "2024-05-05T16:18:14.806234Z", "shell.execute_reply.started": "2024-05-05T16:18:13.786361Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "[[1. 0.]\n", " [1. 0.]\n", " [1. 0.]\n", " [1. 0.]\n", " [1. 0.]\n", " [0. 1.]\n", " [0. 1.]\n", " [0. 1.]\n", " [0. 1.]\n", " [0. 1.]]\n" ] } ], "source": [ "test_imgs, test_labels = next(test_batches)\n", "def plotImages(images_arr):\n", " fix, axis = plt.subplots(1, 10, figsize=(20,20))\n", " axis = axis.flatten()\n", " for img, ax in zip(images_arr, axis):\n", " ax.imshow(img)\n", " ax.axis('off')\n", " plt.tight_layout()\n", " plt.show()\n", "\n", "plotImages(test_imgs)\n", "print(test_labels)\n" ] }, { "cell_type": "code", "execution_count": 24, "id": "70fd0c50-a4a6-42b7-ab82-803d2de7c2a2", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:18:14.810531Z", "iopub.status.busy": "2024-05-05T16:18:14.810091Z", "iopub.status.idle": "2024-05-05T16:18:14.819529Z", "shell.execute_reply": "2024-05-05T16:18:14.818510Z", "shell.execute_reply.started": "2024-05-05T16:18:14.810495Z" } }, "outputs": [ { "data": { "text/plain": [ "array([0, 0, 0, 0, 0, 1, 1, 1, 1, 1], dtype=int32)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test_batches.classes" ] }, { "cell_type": "code", "execution_count": 25, "id": "1f7e3608-c333-4cce-92c5-2f9c498e63ad", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:18:14.820821Z", "iopub.status.busy": "2024-05-05T16:18:14.820554Z", "iopub.status.idle": "2024-05-05T16:18:16.062243Z", "shell.execute_reply": "2024-05-05T16:18:16.060677Z", "shell.execute_reply.started": "2024-05-05T16:18:14.820791Z" } }, "outputs": [], "source": [ "predictions = model.predict(x=test_batches, verbose=0)" ] }, { "cell_type": "code", "execution_count": 26, "id": "f4c3773e-131e-4c97-9398-2f5ccb1bb630", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:18:16.801092Z", "iopub.status.busy": "2024-05-05T16:18:16.799994Z", "iopub.status.idle": "2024-05-05T16:18:16.808883Z", "shell.execute_reply": "2024-05-05T16:18:16.807742Z", "shell.execute_reply.started": "2024-05-05T16:18:16.801041Z" } }, "outputs": [ { "data": { "text/plain": [ "array([[1., 0.],\n", " [1., 0.],\n", " [1., 0.],\n", " [1., 0.],\n", " [1., 0.],\n", " [0., 1.],\n", " [0., 1.],\n", " [0., 1.],\n", " [0., 1.],\n", " [0., 1.]], dtype=float32)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.round(predictions)" ] }, { "cell_type": "code", "execution_count": 27, "id": "fe5035c9-ab03-47d2-b692-318b5b857d9a", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:18:17.179947Z", "iopub.status.busy": "2024-05-05T16:18:17.178946Z", "iopub.status.idle": "2024-05-05T16:18:17.188009Z", "shell.execute_reply": "2024-05-05T16:18:17.186895Z", "shell.execute_reply.started": "2024-05-05T16:18:17.179902Z" } }, "outputs": [], "source": [ "cm = confusion_matrix(y_true=test_batches.classes, y_pred=np.argmax(predictions, axis=-1))" ] }, { "cell_type": "code", "execution_count": 28, "id": "7c1f9a21-6edb-4b27-a279-16480afe128c", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:18:18.301347Z", "iopub.status.busy": "2024-05-05T16:18:18.299563Z", "iopub.status.idle": "2024-05-05T16:18:18.704457Z", "shell.execute_reply": "2024-05-05T16:18:18.703312Z", "shell.execute_reply.started": "2024-05-05T16:18:18.301282Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Confusion matrix, without normalization\n", "[[5 0]\n", " [0 5]]\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_confusion_matrix(cm, classes,\n", " normalize=False,\n", " title='Confusion matrix',\n", " cmap=plt.cm.Blues):\n", " \"\"\"\n", " This function prints and plots the confusion matrix.\n", " Normalization can be applied by setting `normalize=True`.\n", " \"\"\"\n", " plt.imshow(cm, interpolation='nearest', cmap=cmap)\n", " plt.title(title)\n", " plt.colorbar()\n", " tick_marks = np.arange(len(classes))\n", " plt.xticks(tick_marks, classes, rotation=45)\n", " plt.yticks(tick_marks, classes)\n", "\n", " if normalize:\n", " cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n", " print(\"Normalized confusion matrix\")\n", " else:\n", " print('Confusion matrix, without normalization')\n", "\n", " print(cm)\n", "\n", " thresh = cm.max() / 2.\n", " for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n", " plt.text(j, i, cm[i, j],\n", " horizontalalignment=\"center\",\n", " color=\"white\" if cm[i, j] > thresh else \"black\")\n", "\n", " plt.tight_layout()\n", " plt.ylabel('True label')\n", " plt.xlabel('Predicted label')\n", "\n", "test_batches.class_indices\n", "cm_plot_labels = [ 'dragon', 'notdragon']\n", "plot_confusion_matrix(cm=cm, classes=cm_plot_labels, title='confusion_matrix')" ] }, { "cell_type": "code", "execution_count": null, "id": "89ddeceb-e022-4b90-b028-34ce9d96c9c2", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:18:22.980009Z", "iopub.status.busy": "2024-05-05T16:18:22.979013Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO:tensorflow:Assets written to: dragon-model.tf/assets\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO:tensorflow:Assets written to: dragon-model.tf/assets\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "dragon-model.tf/assets/\n", "dragon-model.tf/config.json\n", "dragon-model.tf/fingerprint.pb\n", "dragon-model.tf/keras_metadata.pb\n", "dragon-model.tf/saved_model.pb\n", "dragon-model.tf/variables/\n", "dragon-model.tf/variables/variables.data-00000-of-00001\n", "dragon-model.tf/variables/variables.index\n" ] } ], "source": [ "os.chdir(root_path)\n", "model.save(\"dragon-model.tf\", overwrite=True)" ] }, { "cell_type": "code", "execution_count": 30, "id": "c04b43e2-595a-4298-b614-982ade508c65", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:21:18.429670Z", "iopub.status.busy": "2024-05-05T16:21:18.428930Z", "iopub.status.idle": "2024-05-05T16:21:18.455389Z", "shell.execute_reply": "2024-05-05T16:21:18.454256Z", "shell.execute_reply.started": "2024-05-05T16:21:18.429493Z" } }, "outputs": [], "source": [ "import json\n", "model_config=model.get_config()\n", "model_config_json = json.dumps(model_config, indent=2)\n", "with open('dragon-model.tf/config.json', 'w') as json_file:\n", " json_file.write(model_config_json)\n", "!tar cvfz dragon-model.tar.gz dragon-model.tf/*\n", "!split -b 200m dragon-model.tar.gz dragon-model.tar.gz.part" ] }, { "cell_type": "code", "execution_count": 37, "id": "e4cd8ba6-fd0f-47b9-8ff2-8af84b23f268", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:25:59.680615Z", "iopub.status.busy": "2024-05-05T16:25:59.679171Z", "iopub.status.idle": "2024-05-05T16:26:09.993384Z", "shell.execute_reply": "2024-05-05T16:26:09.991981Z", "shell.execute_reply.started": "2024-05-05T16:25:59.680557Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "5408b18678c0432a89f6d47d1bd1eff0", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Fetching 7 files: 0%| | 0/7 [00:00= 0.96 else \"not-dragon\"\n", "\n", "os.chdir(root_path)\n", "!rm -rf jim/dragon/predict\n", "!mkdir -p jim/dragon/predict\n", "os.chdir('jim/dragon/predict')" ] }, { "cell_type": "code", "execution_count": 40, "id": "7a863865-118f-49a7-9230-980cdbdb5ea0", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:26:38.800152Z", "iopub.status.busy": "2024-05-05T16:26:38.799660Z", "iopub.status.idle": "2024-05-05T16:26:38.806723Z", "shell.execute_reply": "2024-05-05T16:26:38.805153Z", "shell.execute_reply.started": "2024-05-05T16:26:38.800114Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "upload your image file to jim/dragon/predict directory, then set the filename below:\n" ] } ], "source": [ "print(\"upload your image file to jim/dragon/predict directory, then set the filename below:\")\n", "filename = '1a0ebf2de360926d285283c8480bb1d9.jpg'" ] }, { "cell_type": "code", "execution_count": 41, "id": "53acade9-e7bd-45bf-9939-4e28733f4a4f", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:26:40.366780Z", "iopub.status.busy": "2024-05-05T16:26:40.366401Z", "iopub.status.idle": "2024-05-05T16:26:41.278989Z", "shell.execute_reply": "2024-05-05T16:26:41.277737Z", "shell.execute_reply.started": "2024-05-05T16:26:40.366751Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1/1 [==============================] - 0s 371ms/step\n", "original model: 1a0ebf2de360926d285283c8480bb1d9.jpg not-dragon\n", "1/1 [==============================] - 0s 296ms/step\n", "downloaded model: 1a0ebf2de360926d285283c8480bb1d9.jpg not-dragon\n" ] } ], "source": [ "img = keras.preprocessing.image.load_img(root_path + '/jim/dragon/predict/' + filename, target_size=(224, 224))\n", "x = keras.preprocessing.image.img_to_array(img)\n", "x = np.expand_dims(x, axis=0)\n", "x = keras.applications.vgg16.preprocess_input(x)\n", " \n", " \n", "prediction = model.predict(x)\n", "print(\"original model:\", filename, printable_prediction(prediction))\n", "prediction = model_keras_downloaded.predict(x)\n", "print(\"downloaded model:\", filename, printable_prediction(prediction))" ] }, { "cell_type": "code", "execution_count": 33, "id": "660e8912-1ed0-43f9-b14f-5113679dd051", "metadata": { "execution": { "iopub.execute_input": "2024-05-05T16:21:57.822194Z", "iopub.status.busy": "2024-05-05T16:21:57.820815Z", "iopub.status.idle": "2024-05-05T16:21:57.853634Z", "shell.execute_reply": "2024-05-05T16:21:57.852516Z", "shell.execute_reply.started": "2024-05-05T16:21:57.822143Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "703100b430a54940bd5800aac126c357", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(HTML(value='