towhee
/
resnet-image-embedding
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223 lines
134 KiB
223 lines
134 KiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Fine-tune from ImageNet pretrained model to train a bird classification model."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import sys\n",
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"sys.path.append('..')\n",
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"import torch\n",
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"import matplotlib.pyplot as plt\n",
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"import random\n",
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"import os\n",
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"from resnet_image_embedding import ResnetImageEmbedding\n",
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"from towhee.trainer.training_config import TrainingConfig\n",
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"from torchvision import transforms\n",
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"from torchvision.datasets import ImageFolder\n",
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"\n",
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"# build a resnet32 op with 400 classes output\n",
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"op = ResnetImageEmbedding('resnet34', num_classes=400)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### download [BIRDS 400](https://www.kaggle.com/gpiosenka/100-bird-species) from kaggle dataset.\n",
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"### replace this the `bird_400_path` with your download path."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {
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"pycharm": {
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"name": "#%%\n"
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}
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},
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"outputs": [],
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"source": [
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"# replace with your own dataset path.\n",
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"bird_400_path = '/home/zhangchen/zhangchen_workspace/dataset/bird_400/'"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"#### build a training config:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {
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"pycharm": {
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"name": "#%%\n"
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}
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},
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"outputs": [],
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"source": [
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"training_config = TrainingConfig()\n",
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"training_config.batch_size = 32\n",
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"training_config.epoch_num = 4\n",
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"training_config.output_dir = 'bird_output'"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {
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"pycharm": {
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"name": "#%%\n"
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}
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},
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"outputs": [],
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"source": [
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"std = (0.229, 0.224, 0.229)\n",
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"mean = (0.485, 0.456, 0.406)\n",
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"transform = transforms.Compose([transforms.ToTensor(),\n",
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" transforms.Normalize(mean=mean, std=std),\n",
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" transforms.RandomHorizontalFlip(p=0.5)\n",
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" ])\n",
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"train_data = ImageFolder(os.path.join(bird_400_path, 'train'), transform=transform)\n",
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"eval_data = ImageFolder(os.path.join(bird_400_path, 'valid'), transform=transform)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"#### start to train."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {
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"pycharm": {
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"name": "#%%\n"
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}
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},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"2022-03-04 17:41:49,336 - 139967684245312 - trainer.py-trainer:390 - WARNING: TrainingConfig(output_dir='bird_output', overwrite_output_dir=True, eval_strategy='epoch', eval_steps=None, batch_size=32, val_batch_size=-1, seed=42, epoch_num=4, dataloader_pin_memory=True, dataloader_drop_last=True, dataloader_num_workers=0, lr=5e-05, metric='Accuracy', print_steps=None, load_best_model_at_end=False, early_stopping={'monitor': 'eval_epoch_metric', 'patience': 4, 'mode': 'max'}, model_checkpoint={'every_n_epoch': 1}, tensorboard={'log_dir': None, 'comment': ''}, loss='CrossEntropyLoss', optimizer='Adam', lr_scheduler_type='linear', warmup_ratio=0.0, warmup_steps=0, device_str=None, freeze_bn=False)\n",
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"[epoch 1/4] loss=2.244, metric=0.668, eval_loss=2.222, eval_metric=0.935: 100%|███████████████████████████████████████████| 1824/1824 [03:39<00:00, 8.31step/s]\n",
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"[epoch 2/4] loss=0.403, metric=0.939, eval_loss=0.426, eval_metric=0.964: 100%|███████████████████████████████████████████| 1824/1824 [03:38<00:00, 8.35step/s]\n",
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"[epoch 3/4] loss=0.195, metric=0.972, eval_loss=0.219, eval_metric=0.978: 100%|███████████████████████████████████████████| 1824/1824 [03:39<00:00, 8.31step/s]\n",
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"[epoch 4/4] loss=0.115, metric=0.985, eval_loss=0.14, eval_metric=0.979: 100%|████████████████████████████████████████████| 1824/1824 [03:37<00:00, 8.61step/s]"
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]
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}
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],
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"source": [
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"op.train(training_config, train_dataset=train_data, eval_dataset=eval_data)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 85,
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"metadata": {
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"pycharm": {
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"name": "#%%\n"
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}
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},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"2022-03-04 17:25:15,019 - 140613268227904 - image.py-image:725 - WARNING: Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
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]
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},
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"It is black baza.\n",
|
|
"probability = 0.26655182242393494\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# get random picture and predict it.\n",
|
|
"img_index = random.randint(0, len(eval_data))\n",
|
|
"img = eval_data[img_index][0]\n",
|
|
"img = img.numpy().transpose(1, 2, 0) # (C, H, W) -> (H, W, C)\n",
|
|
"pil_img = img * std + mean\n",
|
|
"plt.axis('off')\n",
|
|
"plt.imshow(pil_img)\n",
|
|
"plt.show()\n",
|
|
"test_img = eval_data[img_index][0].unsqueeze(0).to(op.trainer.configs.device)\n",
|
|
"logits = op.trainer.predict(test_img)\n",
|
|
"out = torch.softmax(logits, dim=-1)\n",
|
|
"probability = torch.max(out).item()\n",
|
|
"predict_num = torch.argmax(out).item()\n",
|
|
"print('It is {}.'.format(eval_data.classes[predict_num].lower()))\n",
|
|
"print('probability = {}'.format(probability))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%% md\n"
|
|
}
|
|
},
|
|
"source": [
|
|
"### You can re-run this predicting code cell to make sure whether this bird prediction bird class is right.\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"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": "3.8.8"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 1
|
|
}
|