diff --git "a/ControlNet/ControlNet.ipynb" "b/ControlNet/ControlNet.ipynb" new file mode 100644--- /dev/null +++ "b/ControlNet/ControlNet.ipynb" @@ -0,0 +1,1458 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "66881abc-4802-41d6-90d2-37f6a2a4044c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/notebooks/ControlNet\n" + ] + } + ], + "source": [ + "import os\n", + "print(os.getcwd())" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "9a77b233-026d-41c1-9ccd-d48fc67851b9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Automatic pdb calling has been turned ON\n" + ] + } + ], + "source": [ + "%pdb on" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "7b7cac95-05c1-4b4f-9485-18ed6310fcee", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/root/miniconda3/envs/control/lib/python3.8/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "logging improved.\n", + "Enabled sliced_attention.\n" + ] + } + ], + "source": [ + "from share import *\n", + "\n", + "import pytorch_lightning as pl\n", + "import torch\n", + "import numpy as np\n", + "from torch.utils.data import DataLoader, Subset\n", + "from zalando_dataset_fitted_shirt import ZalandoDataset\n", + "from cldm.logger import ImageLogger\n", + "from cldm.model import create_model, load_state_dict\n", + "from pytorch_lightning.callbacks import ModelCheckpoint\n", + "from torchvision import transforms\n", + "from PIL import Image" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "5f35afda-d1f5-4d9b-b585-754cad19326f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "11647\n", + "(512, 512, 3)\n", + "(224, 224, 3)\n", + "(512, 512, 3)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/root/miniconda3/envs/control/lib/python3.8/site-packages/torchvision/transforms/transforms.py:332: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum.\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "dataset = ZalandoDataset(transform=False)\n", + "#dataset = Subset(dataset, np.arange(1000))\n", + "print(len(dataset))\n", + "\n", + "item = dataset[495]\n", + "jpg = item['jpg']\n", + "txt = item['txt']\n", + "hint = item['hint']\n", + "mask = item['mask']\n", + "masked_image = item['masked_image']\n", + "print(jpg.shape)\n", + "print(hint.shape)\n", + "print(mask.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "ffbce973-e778-46dc-a788-bca7fecbcfaa", + "metadata": {}, + "outputs": [], + "source": [ + "def tensor_to_image(tensor):\n", + " tensor = tensor*255\n", + " tensor = np.array(tensor, dtype=np.uint8)\n", + " if np.ndim(tensor)>3:\n", + " assert tensor.shape[0] == 1\n", + " tensor = tensor[0]\n", + " return Image.fromarray(tensor)\n", + "\n", + "def tensor_to_image1(tensor):\n", + " tensor = (tensor + 1) * 127.5\n", + " tensor = np.array(tensor, dtype=np.uint8)\n", + " if np.ndim(tensor)>3:\n", + " assert tensor.shape[0] == 1\n", + " tensor = tensor[0]\n", + " return Image.fromarray(tensor)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "38ae2271-f95a-44c9-b807-bfb2971870f3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tensor_to_image(hint)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "cd7a15f2-fffa-4980-8377-faf10b1b33d9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tensor_to_image(mask)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "0301c894-85d3-4a59-8a37-b972337f5578", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tensor_to_image(masked_image)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "f128f034-452a-48e5-bc89-05696a8fa8a1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tensor_to_image1(jpg)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "6c999a68-b149-4aef-995a-d94cea63ce3d", + "metadata": {}, + "outputs": [], + "source": [ + "# np.set_printoptions(threshold=np.inf)\n", + "# masked_image" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "63fc192b-2f17-4643-b4e4-379291cbb3c8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No module 'xformers'. Proceeding without it.\n", + "ControlInpaintLDM: Running in eps-prediction mode\n", + "DiffusionWrapper has 859.52 M params.\n", + "making attention of type 'vanilla' with 512 in_channels\n", + "Working with z of shape (1, 4, 32, 32) = 4096 dimensions.\n", + "making attention of type 'vanilla' with 512 in_channels\n", + "Loaded model config from [models/cldm_v15-mask.yaml]\n", + "Loaded state_dict from [/tmp/controlnet/control_sd15_ini.ckpt]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "GPU available: True, used: True\n", + "TPU available: False, using: 0 TPU cores\n", + "IPU available: False, using: 0 IPUs\n" + ] + } + ], + "source": [ + "# Configs\n", + "root_path = '/tmp/controlnet/'\n", + "resume_path = f'/tmp/controlnet/control_sd15_ini.ckpt'\n", + "batch_size = 1\n", + "logger_freq = 1000\n", + "learning_rate = 1e-5\n", + "sd_locked = True\n", + "only_mid_control = False\n", + "\n", + "\n", + "\n", + "# First use cpu to load models. Pytorch Lightning will automatically move it to GPUs.\n", + "model = create_model('models/cldm_v15-mask.yaml').cpu()\n", + "model.load_state_dict(load_state_dict(resume_path, location='cpu'))\n", + "model.learning_rate = learning_rate\n", + "model.sd_locked = sd_locked\n", + "model.only_mid_control = only_mid_control\n", + "\n", + "# 3. Init ModelCheckpoint callback, monitoring \"val_loss\"\n", + "checkpoint_callback = ModelCheckpoint(\n", + " dirpath=f'/storage/ckpts15/',\n", + " every_n_train_steps = 1000,\n", + " save_on_train_epoch_end = False,\n", + " save_top_k = 1,\n", + " filename=\"controlnet-full-{step}\")\n", + "\n", + "# Misc\n", + "dataloader = DataLoader(dataset, num_workers=0, batch_size=batch_size, shuffle=True)\n", + "logger = ImageLogger(batch_frequency=logger_freq)\n", + "trainer = pl.Trainer(gpus=1, precision=32, callbacks=[logger, checkpoint_callback], max_epochs=1500)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dd4d7de9-b584-4fb1-a897-cefc5ddab39f", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/root/miniconda3/envs/control/lib/python3.8/site-packages/pytorch_lightning/trainer/configuration_validator.py:118: UserWarning: You defined a `validation_step` but have no `val_dataloader`. Skipping val loop.\n", + " rank_zero_warn(\"You defined a `validation_step` but have no `val_dataloader`. Skipping val loop.\")\n", + "/root/miniconda3/envs/control/lib/python3.8/site-packages/pytorch_lightning/trainer/configuration_validator.py:280: LightningDeprecationWarning: Base `LightningModule.on_train_batch_start` hook signature has changed in v1.5. The `dataloader_idx` argument will be removed in v1.7.\n", + " rank_zero_deprecation(\n", + "/root/miniconda3/envs/control/lib/python3.8/site-packages/pytorch_lightning/trainer/configuration_validator.py:287: LightningDeprecationWarning: Base `Callback.on_train_batch_end` hook signature has changed in v1.5. The `dataloader_idx` argument will be removed in v1.7.\n", + " rank_zero_deprecation(\n", + "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n", + "\n", + " | Name | Type | Params\n", + "--------------------------------------------------------------\n", + "0 | model | DiffusionWrapper | 859 M \n", + "1 | first_stage_model | AutoencoderKL | 83.7 M\n", + "2 | cond_stage_model | FrozenCLIPImageEmbedder | 366 M \n", + "3 | control_model | ControlNet | 361 M \n", + "--------------------------------------------------------------\n", + "1.3 B Trainable params\n", + "387 M Non-trainable params\n", + "1.7 B Total params\n", + "6,685.619 Total estimated model params size (MB)\n", + "/root/miniconda3/envs/control/lib/python3.8/site-packages/pytorch_lightning/trainer/data_loading.py:110: UserWarning: The dataloader, train_dataloader, does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` (try 8 which is the number of cpus on this machine) in the `DataLoader` init to improve performance.\n", + " rank_zero_warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 0: 0%| | 0/11647 [00:00