{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [], "gpuType": "V100" }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" }, "accelerator": "GPU" }, "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "wSurLijNPgkC", "outputId": "cdd4e767-9d82-4e1d-b849-4637e3707747" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m719.8/719.8 kB\u001b[0m \u001b[31m8.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m510.5/510.5 kB\u001b[0m \u001b[31m12.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m116.3/116.3 kB\u001b[0m \u001b[31m10.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m134.8/134.8 kB\u001b[0m \u001b[31m4.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.6/1.6 MB\u001b[0m \u001b[31m20.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hMounted at /content/gdrive\n" ] } ], "source": [ "#初始化\n", "! [ -e /content ] && pip install -Uqq fastbook\n", "import fastbook\n", "fastbook.setup_book()\n", "from fastbook import *" ] }, { "cell_type": "code", "source": [ "# 加载数据集\n", "from fastai.vision.all import *\n", "path = untar_data(URLs.PETS)\n", "path.ls()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 55 }, "id": "AUYe_-GDPv6Y", "outputId": "5edfd217-c476-4527-c8a6-d3a303138c8b" }, "execution_count": 2, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "\n", "\n" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "\n", "
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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "# 检查数据, 网络搜索几个品种,判断标签有无异常\n", "dls.show_batch(nrows=1, ncols=3)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 265 }, "id": "Yl7XND-NVCF_", "outputId": "02024d59-9058-4b0c-e397-be7c8f54bc5f" }, "execution_count": 23, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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st7z/uEdK1S8XUQGvvv2WMFYMopgoihkPM+b3n/CCgOsXL9ivtxy2W5JBStu0pHHED7/9LUngsd7uIFBs13seVjmz2RC7X9E1DcvHFUU5RwjBYn5PVVWU1ZHrm2tUGCE9nyzz0cYQD1IGyYA0HWIRZFl2ShQB3fU3Pf3susaYfuypqY8cy5LNZsNqdcd2u2KzXpNlGaKD8fSc4XRGMjrDNB2Hww4lFSqIiDxBMkjxogiUpD4c2D4s8aVkMpmw2eUIIQnDiE73B9mjKEEF/cw4jYHKsise+dMf/ouH95/4j3//z2evLWG/PCbqOI7jOI7jOM4/+Od//9hxHMdxHMdxfmWuaHYcx3Ecx3GcZ7ii2XEcx3Ecx3Ge4Ypmx3Ecx3Ecx3mGK5odx3Ecx3Ec5xmuaHYcx3Ecx3GcZ7ii2XEcx3Ecx3Ge4Ypmx3Ecx3Ecx3mGK5odx3Ecx3Ec5xn/D7rmQQSMUq8yAAAAAElFTkSuQmCC\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "pets1 = DataBlock(blocks = (ImageBlock, CategoryBlock),\n", " get_items=get_image_files,\n", " splitter=RandomSplitter(seed=42),\n", " get_y=using_attr(RegexLabeller(r'(.+)_\\d+.jpg$'), 'name'),\n", " item_tfms=Resize(460),\n", " batch_tfms=aug_transforms(size=224, min_scale=0.75))\n", "# 如要调试构建DataBlock时是否犯了错,建议使用 summary 方法。它将尝试从提供给它的源创建一个批处理,其中包含很多详细信息\n", "pets1.summary(path/\"images\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "8EbHxQEDZuEF", "outputId": "39bbd850-83d8-4698-8cf5-0646b2a5ed73" }, "execution_count": 26, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Setting-up type transforms pipelines\n", "Collecting items from /root/.fastai/data/oxford-iiit-pet/images\n", "Found 7390 items\n", "2 datasets of sizes 5912,1478\n", "Setting up Pipeline: PILBase.create\n", "Setting up Pipeline: partial -> Categorize -- {'vocab': None, 'sort': True, 'add_na': False}\n", "\n", "Building one sample\n", " Pipeline: PILBase.create\n", " starting from\n", " /root/.fastai/data/oxford-iiit-pet/images/scottish_terrier_109.jpg\n", " applying PILBase.create gives\n", " PILImage mode=RGB size=500x375\n", " Pipeline: partial -> Categorize -- {'vocab': None, 'sort': True, 'add_na': False}\n", " starting from\n", " /root/.fastai/data/oxford-iiit-pet/images/scottish_terrier_109.jpg\n", " applying partial gives\n", " scottish_terrier\n", " applying Categorize -- {'vocab': None, 'sort': True, 'add_na': False} gives\n", " TensorCategory(32)\n", "\n", "Final sample: (PILImage mode=RGB size=500x375, TensorCategory(32))\n", "\n", "\n", "Collecting items from /root/.fastai/data/oxford-iiit-pet/images\n", "Found 7390 items\n", "2 datasets of sizes 5912,1478\n", "Setting up Pipeline: PILBase.create\n", "Setting up Pipeline: partial -> Categorize -- {'vocab': None, 'sort': True, 'add_na': False}\n", "Setting up after_item: Pipeline: Resize -- {'size': (460, 460), 'method': 'crop', 'pad_mode': 'reflection', 'resamples': (, ), 'p': 1.0} -> ToTensor\n", "Setting up before_batch: Pipeline: \n", "Setting up after_batch: Pipeline: IntToFloatTensor -- {'div': 255.0, 'div_mask': 1} -> Flip -- {'size': None, 'mode': 'bilinear', 'pad_mode': 'reflection', 'mode_mask': 'nearest', 'align_corners': True, 'p': 0.5} -> RandomResizedCropGPU -- {'size': (224, 224), 'min_scale': 0.75, 'ratio': (1, 1), 'mode': 'bilinear', 'valid_scale': 1.0, 'max_scale': 1.0, 'mode_mask': 'nearest', 'p': 1.0} -> Brightness -- {'max_lighting': 0.2, 'p': 1.0, 'draw': None, 'batch': False}\n", "\n", "Building one batch\n", "Applying item_tfms to the first sample:\n", " Pipeline: Resize -- {'size': (460, 460), 'method': 'crop', 'pad_mode': 'reflection', 'resamples': (, ), 'p': 1.0} -> ToTensor\n", " starting from\n", " (PILImage mode=RGB size=500x375, TensorCategory(32))\n", " applying Resize -- {'size': (460, 460), 'method': 'crop', 'pad_mode': 'reflection', 'resamples': (, ), 'p': 1.0} gives\n", " (PILImage mode=RGB size=460x460, TensorCategory(32))\n", " applying ToTensor gives\n", " (TensorImage of size 3x460x460, TensorCategory(32))\n", "\n", "Adding the next 3 samples\n", "\n", "No before_batch transform to apply\n", "\n", "Collating items in a batch\n", "\n", "Applying batch_tfms to the batch built\n", " Pipeline: IntToFloatTensor -- {'div': 255.0, 'div_mask': 1} -> Flip -- {'size': None, 'mode': 'bilinear', 'pad_mode': 'reflection', 'mode_mask': 'nearest', 'align_corners': True, 'p': 0.5} -> RandomResizedCropGPU -- {'size': (224, 224), 'min_scale': 0.75, 'ratio': (1, 1), 'mode': 'bilinear', 'valid_scale': 1.0, 'max_scale': 1.0, 'mode_mask': 'nearest', 'p': 1.0} -> Brightness -- {'max_lighting': 0.2, 'p': 1.0, 'draw': None, 'batch': False}\n", " starting from\n", " (TensorImage of size 4x3x460x460, TensorCategory([32, 16, 2, 20], device='cuda:0'))\n", " applying IntToFloatTensor -- {'div': 255.0, 'div_mask': 1} gives\n", " (TensorImage of size 4x3x460x460, TensorCategory([32, 16, 2, 20], device='cuda:0'))\n", " applying Flip -- {'size': None, 'mode': 'bilinear', 'pad_mode': 'reflection', 'mode_mask': 'nearest', 'align_corners': True, 'p': 0.5} gives\n", " (TensorImage of size 4x3x460x460, TensorCategory([32, 16, 2, 20], device='cuda:0'))\n", " applying RandomResizedCropGPU -- {'size': (224, 224), 'min_scale': 0.75, 'ratio': (1, 1), 'mode': 'bilinear', 'valid_scale': 1.0, 'max_scale': 1.0, 'mode_mask': 'nearest', 'p': 1.0} gives\n", " (TensorImage of size 4x3x224x224, TensorCategory([32, 16, 2, 20], device='cuda:0'))\n", " applying Brightness -- {'max_lighting': 0.2, 'p': 1.0, 'draw': None, 'batch': False} gives\n", " (TensorImage of size 4x3x224x224, TensorCategory([32, 16, 2, 20], device='cuda:0'))\n" ] } ] }, { "cell_type": "code", "source": [ "x, y = dls.one_batch()\n", "y" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "cfJ3sQfIaq2q", "outputId": "e2fbaaf3-6caf-4ef3-f26e-798d2015b737" }, "execution_count": 5, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "TensorCategory([14, 26, 35, 6, 3, 0, 4, 19, 34, 0, 25, 22, 23, 23, 9, 33, 24, 23, 8, 6, 4, 24, 21, 34, 12, 22, 23, 8, 5, 9, 14, 18, 30, 25, 32, 32, 17, 22, 8, 29, 26, 8, 35, 22, 21, 33,\n", " 34, 21, 28, 18, 8, 8, 25, 10, 17, 11, 30, 9, 9, 3, 13, 32, 19, 10], device='cuda:0')" ] }, "metadata": {}, "execution_count": 5 } ] }, { "cell_type": "code", "source": [ "# 训练一个简单的模型\n", "learn = vision_learner(dls, resnet34, metrics=error_rate)\n", "learn.fine_tune(2)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 211 }, "id": "sHIR-ZYsus9s", "outputId": "0ef73b43-530c-4cbd-b845-28f4874d1fa2" }, "execution_count": 4, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "Downloading: \"https://download.pytorch.org/models/resnet34-b627a593.pth\" to /root/.cache/torch/hub/checkpoints/resnet34-b627a593.pth\n", "100%|██████████| 83.3M/83.3M [00:02<00:00, 43.6MB/s]\n" ] }, { 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epochtrain_lossvalid_losserror_ratetime
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epochtrain_lossvalid_losserror_ratetime
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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "interp.most_confused(min_val=5)\n", "# 不清楚混淆矩阵代表什么含义" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 52 }, "id": "PjKIli_Vwo5d", "outputId": "a5b4c1e2-6ce8-43e8-9a95-c86abf7f61d5" }, "execution_count": 11, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "\n", "\n" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [] }, "metadata": {} }, { "output_type": "execute_result", "data": { "text/plain": [ "[('american_pit_bull_terrier', 'staffordshire_bull_terrier', 7),\n", " ('Egyptian_Mau', 'Bengal', 6)]" ] }, "metadata": {}, "execution_count": 11 } ] }, { "cell_type": "code", "source": [ "# 学习率查找器\n", "learn = vision_learner(dls, resnet34, metrics=error_rate)\n", "learn.fine_tune(1, base_lr=0.1)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 144 }, "id": "6meeoHR2VLJR", "outputId": "3317bb4e-2a73-437a-bbeb-d47081639e21" }, "execution_count": 12, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "\n", "\n" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "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
02.5187194.4840020.45263901:10
" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "\n", "\n" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "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
03.3671892.0287540.56833601:13
" ] }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "learn = vision_learner(dls, resnet34, metrics=error_rate)\n", "lr_min,lr_steep = learn.lr_find(suggest_funcs=(minimum, steep))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 459 }, "id": "V6TuE_5RWAi9", "outputId": "2c63b696-fdd2-42c3-e9cc-f087f77eff27" }, "execution_count": 13, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "\n", "\n" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "print(f\"Minimum/10: {lr_min:.2e}, steepest point: {lr_steep:.2e}\")\n", "# 1e-1 已经太高了:在这个阶段,我们已经离开了损失稳步下降的时期。学习率似乎在 3e-3 左右是合适的," ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Jhk8TGHuWGsg", "outputId": "cfb958d7-3a5d-49b2-be2b-839a74e33634" }, "execution_count": 14, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Minimum/10: 1.00e-02, steepest point: 2.51e-03\n" ] } ] }, { "cell_type": "code", "source": [ "learn = vision_learner(dls, resnet34, metrics=error_rate)\n", "learn.fine_tune(2, base_lr=3e-3)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 176 }, "id": "P2mqHXVYZ9wz", "outputId": "0f863260-b9ba-40c3-cd04-d8c6c3c37b79" }, "execution_count": 15, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "\n", "\n" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "" ], 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epochtrain_lossvalid_losserror_ratetime
01.2736280.3390200.10825401:10
" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "\n", "\n" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "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", "
epochtrain_lossvalid_losserror_ratetime
00.5364670.3804680.11840301:14
10.3429630.2591920.07239501:15
" ] }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "# 解冻和迁移学习\n", "learn = vision_learner(dls, resnet34, metrics=error_rate)\n", "learn.fit_one_cycle(3, 3e-3)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 143 }, "id": "vAa9SCPcaBqe", "outputId": "d319152b-22d3-41ce-fb2f-2ab6d6c62fdb" }, "execution_count": 17, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "\n", "\n" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "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
01.1757260.3072030.09539901:12
10.5156180.2598780.08457401:09
20.3253390.2298560.07848401:10
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}, "metadata": {} } ] }, { "cell_type": "code", "source": [ "learn.fit_one_cycle(6, lr_max=1e-5)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 238 }, "id": "31pG7kVyd-i3", "outputId": "1945a9ad-c521-48b6-aab5-ac4216ecee87" }, "execution_count": 20, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "\n", "\n" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "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", " \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
00.2475080.2220870.07577801:12
10.2485060.2039530.07104201:11
20.2325220.1973580.06698201:11
30.2037650.1938230.06427601:16
40.2018630.1905920.05954001:11
50.1803060.1895070.05954001:10
" ] }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "# 对神经网络的早期层使用较低的学习率,对后期层(尤其是随机添加的层)使用较高的学习率。\n", "learn = vision_learner(dls, resnet34, metrics=error_rate)\n", "learn.fit_one_cycle(3, 3e-3)\n", "learn.unfreeze()\n", "learn.fit_one_cycle(12, lr_max=slice(1e-6,1e-4))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 552 }, "id": "qrnHdrmpefsh", "outputId": "507f25be-0eb1-4e8d-ae29-eb62d9a0d59f" }, "execution_count": 21, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "\n", "\n" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "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
01.1672070.3319670.10284201:09
10.5716980.2773000.08728001:09
20.3329280.2156280.06765901:18
" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "\n", "\n" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "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", " \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", " \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
00.2464410.2135020.06698201:11
10.2558220.2082090.06427601:11
20.2362700.2063590.06562901:11
30.2157280.1965880.06224601:11
40.1921610.1914780.06157001:10
50.1685640.1901170.06089301:11
60.1542100.1892800.05818701:11
70.1421630.1876500.05548001:12
80.1355360.1847230.05683401:13
90.1356800.1847530.05615701:12
100.1283040.1831080.05751001:10
110.1281590.1839020.05548001:11
" ] }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "from fastai.callback.fp16 import *\n", "learn = vision_learner(dls, resnet50, metrics=error_rate).to_fp16()\n", "learn.fine_tune(6, freeze_epochs=3)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 399 }, "id": "PlF1w9WYgczu", "outputId": "8cda8706-b3a2-46fc-82fe-a472465e3885" }, "execution_count": 4, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "Downloading: \"https://download.pytorch.org/models/resnet50-11ad3fa6.pth\" to /root/.cache/torch/hub/checkpoints/resnet50-11ad3fa6.pth\n", "100%|██████████| 97.8M/97.8M [00:01<00:00, 60.0MB/s]\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "\n", "\n" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "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
02.1730860.4516230.13802401:17
10.8447090.3055550.10351801:11
20.5266820.3030470.10013501:09
" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "\n", "\n" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "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", " \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
00.2934810.1978800.06698201:09
10.2399700.2533690.06968901:09
20.1913600.2172610.05818701:10
30.1252160.2193860.05886301:11
40.0845910.2031340.05615701:11
50.0668520.1984450.05751001:12
" ] }, "metadata": {} } ] } ] }