{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "4a57f04e-0384-4c9c-9819-5f28bed9b5ab", "metadata": {}, "outputs": [], "source": [ "from fastai.vision.all import *\n", "import timm" ] }, { "cell_type": "code", "execution_count": 5, "id": "befb7e05-26dc-4c73-87b7-0b61aac95bc4", "metadata": {}, "outputs": [], "source": [ "path = untar_data(URLs.PETS)/'images'\n", "\n", "dls = ImageDataLoaders.from_name_func('.',\n", " get_image_files(path), valid_pct=0.2, seed=42,\n", " label_func=RegexLabeller(pat = r'^([^/]+)_\\d+'),\n", " item_tfms=Resize(224))" ] }, { "cell_type": "code", "execution_count": 6, "id": "a58a644b-3078-4c11-89a8-70ed0f279e18", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dls.show_batch(max_n=4)" ] }, { "cell_type": "code", "execution_count": 7, "id": "93082417-08ca-4fc5-9f85-f5fbc49c510a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.9/dist-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and will be removed in 0.15, please use 'weights' instead.\n", " warnings.warn(\n", "/usr/local/lib/python3.9/dist-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and will be removed in 0.15. The current behavior is equivalent to passing `weights=ResNet34_Weights.IMAGENET1K_V1`. You can also use `weights=ResNet34_Weights.DEFAULT` to get the most up-to-date weights.\n", " warnings.warn(msg)\n", "Downloading: \"https://download.pytorch.org/models/resnet34-b627a593.pth\" to /root/.cache/torch/hub/checkpoints/resnet34-b627a593.pth\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "8243067ab7aa4b28a011997a41c9e1ae", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0.00/83.3M [00:00\n", " /* Turns off some styling */\n", " progress {\n", " /* gets rid of default border in Firefox and Opera. */\n", " border: none;\n", " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n", " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n", " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
epochtrain_lossvalid_losserror_ratetime
01.4732950.3567430.11096100:50
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
epochtrain_lossvalid_losserror_ratetime
00.4324120.3463830.10487101:05
10.2710070.2872670.08457401:05
20.1371100.2314200.07171901:05
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learn = vision_learner(dls, resnet34, metrics=error_rate)\n", "learn.fine_tune(3)\n", " " ] }, { "cell_type": "code", "execution_count": 8, "id": "c77daf8a-55fd-432f-a749-dcae37430848", "metadata": {}, "outputs": [], "source": [ "learn.export('model.pkl')" ] }, { "cell_type": "code", "execution_count": null, "id": "f907997c-7778-4ebb-bc5d-1c90203feccc", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 5 }