diff --git "a/Train_bigG_to_large.ipynb" "b/Train_bigG_to_large.ipynb" new file mode 100644--- /dev/null +++ "b/Train_bigG_to_large.ipynb" @@ -0,0 +1,560 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b0f0f4f3", + "metadata": {}, + "source": [ + "# Import packages & functions" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "5bad764b-45c1-45ce-a716-8d055e09821a", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import os\n", + "import sys\n", + "import json\n", + "import argparse\n", + "import numpy as np\n", + "import math\n", + "from einops import rearrange\n", + "import time\n", + "import random\n", + "import string\n", + "import h5py\n", + "from tqdm import tqdm\n", + "import webdataset as wds\n", + "import gc\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import torch\n", + "import torch.nn as nn\n", + "from torchvision import transforms\n", + "from accelerate import Accelerator\n", + "\n", + "# tf32 data type is faster than standard float32\n", + "torch.backends.cuda.matmul.allow_tf32 = True\n", + "\n", + "sys.path.append('generative_models/')\n", + "import sgm\n", + "from generative_models.sgm.modules.encoders.modules import FrozenOpenCLIPImageEmbedder" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "cc5d2e32-6027-4a19-bef4-5ca068db35bb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "LOCAL RANK 0\n", + "batch_size 128\n" + ] + } + ], + "source": [ + "### Multi-GPU config ###\n", + "local_rank = os.getenv('RANK')\n", + "if local_rank is None: \n", + " local_rank = 0\n", + "else:\n", + " local_rank = int(local_rank)\n", + "print(\"LOCAL RANK \", local_rank) \n", + "\n", + "data_type = torch.float16 # change depending on your mixed_precision\n", + "accelerator = Accelerator(split_batches=False, mixed_precision=\"fp16\") # ['no', 'fp8', 'fp16', 'bf16']\n", + "batch_size = 128\n", + "print(\"batch_size\",batch_size)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "b767ab6f-d4a9-47a5-b3bf-f56bf6760c0c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "PID of this process = 2150702\n", + "device: cuda\n", + "Distributed environment: DistributedType.NO\n", + "Num processes: 1\n", + "Process index: 0\n", + "Local process index: 0\n", + "Device: cuda\n", + "\n", + "Mixed precision type: fp16\n", + "\n", + "distributed = False num_devices = 1 local rank = 0 world size = 1 data_type = torch.float16\n" + ] + } + ], + "source": [ + "print(\"PID of this process =\",os.getpid())\n", + "device = accelerator.device\n", + "print(\"device:\",device)\n", + "world_size = accelerator.state.num_processes\n", + "distributed = not accelerator.state.distributed_type == 'NO'\n", + "num_devices = torch.cuda.device_count()\n", + "if num_devices==0 or not distributed: num_devices = 1\n", + "num_workers = num_devices\n", + "print(accelerator.state)\n", + "\n", + "# set data_type to match your mixed precision (automatically set based on deepspeed config)\n", + "if accelerator.mixed_precision == \"bf16\":\n", + " data_type = torch.bfloat16\n", + "elif accelerator.mixed_precision == \"fp16\":\n", + " data_type = torch.float16\n", + "else:\n", + " data_type = torch.float32\n", + "\n", + "print(\"distributed =\",distributed, \"num_devices =\", num_devices, \"local rank =\", local_rank, \"world size =\", world_size, \"data_type =\", data_type)\n", + "print = accelerator.print # only print if local_rank=0" + ] + }, + { + "cell_type": "markdown", + "id": "9018b82b-c054-4463-9527-4b0c2a75bda6", + "metadata": { + "tags": [] + }, + "source": [ + "# Configurations" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "ed7f081a-3599-4ff7-b042-998c2291085b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "coco_images (123287, 3, 224, 224)\n" + ] + } + ], + "source": [ + "# Load COCO images and captions\n", + "f = h5py.File('/fsx/proj-fmri/shared/mindeyev2_dataset/trainval_coco_images_224_float16.hdf5', 'r')\n", + "coco_images = f['images']#[:]\n", + "print(\"coco_images\", coco_images.shape)\n", + "\n", + "# coco_ids = np.load(\"trainval_coco_ids.npy\")\n", + "# print(\"coco_ids\", len(coco_ids))\n", + "# captions_dict = dict(np.load(\"trainval_coco_captions_dict.npy\", allow_pickle=True).item())" + ] + }, + { + "cell_type": "markdown", + "id": "48d6160e-1ee8-4da7-a755-9dbb452a6fa5", + "metadata": {}, + "source": [ + "### CLIP image embeddings model" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "b0420dc0-199e-4c1a-857d-b1747058b467", + "metadata": {}, + "outputs": [], + "source": [ + "clip_img_embedder = FrozenOpenCLIPImageEmbedder(\n", + " arch=\"ViT-bigG-14\",\n", + " version=\"laion2b_s39b_b160k\",\n", + " output_tokens=True,\n", + " only_tokens=True,\n", + ")\n", + "clip_img_embedder.to(device)\n", + "\n", + "clip_seq_dim = 256\n", + "clip_emb_dim = 1664" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "aab167bb-66a2-40e3-8556-de3754b928e7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a group of people laying on a bed together.\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from transformers import AutoProcessor, AutoModelForCausalLM\n", + "from modeling_git import GitForCausalLMClipEmb\n", + "\n", + "processor = AutoProcessor.from_pretrained(\"microsoft/git-large-coco\")\n", + "clip_text_model = GitForCausalLMClipEmb.from_pretrained(\"microsoft/git-large-coco\")\n", + "clip_text_model.to(device)\n", + "clip_text_model.eval().requires_grad_(False)\n", + "\n", + "image = torch.Tensor(coco_images[:1]).to(device)\n", + "plt.imshow(transforms.ToPILImage()(image[0]))\n", + "\n", + "pixel_values = processor(images=image, return_tensors=\"pt\", do_rescale=False).pixel_values.to(device)\n", + "image_features = clip_text_model.git.image_encoder(pixel_values).last_hidden_state\n", + "generated_ids = clip_text_model.generate(pixel_values=image_features, max_length=20)\n", + "generated_caption = processor.batch_decode(generated_ids, skip_special_tokens=True)[0]\n", + "print(generated_caption)\n", + "clip_text_seq_dim = image_features.shape[1] #257\n", + "clip_text_emb_dim = image_features.shape[2] #1024\n", + "# annots = np.load(\"/fsx/proj-fmri/shared/mindeyev2_dataset/COCO_73k_annots_curated.npy\")" + ] + }, + { + "cell_type": "markdown", + "id": "260e5e4a-f697-4b2c-88fc-01f6a54886c0", + "metadata": {}, + "source": [ + "### MindEye modules" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "4607cb01-d10a-40aa-ae41-aa18bc07e2b4", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "param counts:\n", + "1,428,450,304 total\n", + "1,428,450,304 trainable\n", + "torch.Size([2, 256, 1664])\n", + "torch.Size([2, 257, 1024])\n" + ] + } + ], + "source": [ + "class BigG_to_L(torch.nn.Module):\n", + " def __init__(self):\n", + " super(BigG_to_L, self).__init__()\n", + " self.linear1 = nn.Linear(clip_seq_dim, clip_text_seq_dim)\n", + " self.linear2 = nn.Linear(clip_emb_dim, clip_text_emb_dim)\n", + " def forward(self, x):\n", + " x = x.permute(0,2,1)\n", + " x = self.linear1(x)\n", + " x = self.linear2(x.permute(0,2,1))\n", + " return x\n", + "\n", + "# class RidgeRegression(torch.nn.Module):\n", + "# def __init__(self):\n", + "# super(RidgeRegression, self).__init__()\n", + "# self.linear1 = nn.Sequential(\n", + "# nn.Linear(clip_seq_dim, clip_text_seq_dim),\n", + "# nn.LayerNorm(clip_text_seq_dim),\n", + "# nn.GELU(),\n", + "# nn.Dropout(0.15))\n", + "# self.linear2 = nn.Sequential(\n", + "# nn.Linear(clip_emb_dim, clip_text_emb_dim),\n", + "# nn.LayerNorm(clip_text_emb_dim),\n", + "# nn.GELU(),\n", + "# nn.Dropout(0.15))\n", + "# def forward(self, x):\n", + "# x = x.permute(0,2,1)\n", + "# x = self.linear1(x)\n", + "# x = self.linear2(x.permute(0,2,1))\n", + "# return x\n", + " \n", + "model = BigG_to_L()\n", + "\n", + "def count_params(model):\n", + " total = sum(p.numel() for p in model.parameters())\n", + " trainable = sum(p.numel() for p in model.parameters() if p.requires_grad)\n", + " print('param counts:\\n{:,} total\\n{:,} trainable'.format(total, trainable))\n", + " return trainable\n", + "count_params(model)\n", + "\n", + "# test on fake data\n", + "b = torch.randn((2,clip_seq_dim,clip_emb_dim))\n", + "print(b.shape)\n", + "print(model(b).shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "e14d0482-dc42-43b9-9ce1-953c32f2c9c1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "total_steps 96317\n", + "\n", + "Done with model preparations!\n", + "param counts:\n", + "1,428,450,304 total\n", + "1,428,450,304 trainable\n" + ] + } + ], + "source": [ + "no_decay = ['bias', 'LayerNorm.bias', 'LayerNorm.weight']\n", + "\n", + "# opt_grouped_parameters = [\n", + "# {'params': [p for n, p in model.named_parameters()], 'weight_decay': 1e-2},\n", + "# ]\n", + "\n", + "opt_grouped_parameters = [\n", + " {'params': [p for n, p in model.named_parameters() if not any(nd in n for nd in no_decay)], 'weight_decay': 1e-2},\n", + " {'params': [p for n, p in model.named_parameters() if any(nd in n for nd in no_decay)], 'weight_decay': 0.0}, \n", + "]\n", + "\n", + "max_lr = 3e-4\n", + "optimizer = torch.optim.AdamW(opt_grouped_parameters, lr=max_lr)\n", + "\n", + "num_epochs = 100\n", + "total_steps=int(np.floor(num_epochs*len(coco_images)//batch_size))\n", + "print(\"total_steps\", total_steps)\n", + "lr_scheduler = torch.optim.lr_scheduler.OneCycleLR(\n", + " optimizer, \n", + " max_lr=max_lr,\n", + " total_steps=total_steps,\n", + " final_div_factor=1000,\n", + " last_epoch=-1, pct_start=2/num_epochs\n", + ")\n", + " \n", + "def save_ckpt(tag):\n", + " ckpt_path = f'{tag}.pth'\n", + " unwrapped_model = accelerator.unwrap_model(model)\n", + " torch.save({\n", + " 'model_state_dict': unwrapped_model.state_dict(),\n", + " }, ckpt_path)\n", + " del unwrapped_model\n", + " print(f\"\\n---saved {tag} ckpt!---\\n\")\n", + "\n", + "def load_ckpt(tag,strict=True): \n", + " print(f\"\\n---loading {tag}.pth ckpt---\\n\")\n", + " state_dict = torch.load(f'{tag}.pth', map_location='cpu')['model_state_dict']\n", + " try:\n", + " model.module.load_state_dict(state_dict, strict=strict)\n", + " except:\n", + " model.load_state_dict(state_dict, strict=strict)\n", + " del state_dict\n", + " \n", + "print(\"\\nDone with model preparations!\")\n", + "num_params = count_params(model)" + ] + }, + { + "cell_type": "markdown", + "id": "d5690151-2131-4918-b750-e869cbd1a8a8", + "metadata": {}, + "source": [ + "# Main" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "12de6387-6e18-4e4b-b5ce-a847d625330a", + "metadata": {}, + "outputs": [], + "source": [ + "epoch = 0\n", + "losses, test_losses, lrs = [], [], []\n", + "torch.cuda.empty_cache()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "5453c316-0cb0-4bee-8585-f44dff746e1f", + "metadata": {}, + "outputs": [], + "source": [ + "# # load saved ckpt model weights into current model\n", + "# load_ckpt(\"bigG_to_L_epoch8\")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "99f09f76-4481-4133-b09a-a22b10dbc0c4", + "metadata": {}, + "outputs": [], + "source": [ + "model, optimizer, lr_scheduler = accelerator.prepare(model, optimizer, lr_scheduler)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "60be0d5f-3e94-4612-9373-61b53d836393", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Starting with epoch 0 / 100\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 0%| | 0/100 [00:000:\n", + " save_ckpt(f\"epoch{epoch}\")\n", + "\n", + "print(\"saving...\")\n", + "save_ckpt(f\"epoch{epoch}\")\n", + "\n", + "print(\"\\n===Finished!===\\n\")\n", + "#loss 0.68847" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "mindeye", + "language": "python", + "name": "mindeye" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.7" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": { + "height": "calc(100% - 180px)", + "left": "10px", + "top": "150px", + "width": "165px" + }, + "toc_section_display": true, + "toc_window_display": true + }, + "toc-autonumbering": true, + "vscode": { + "interpreter": { + "hash": "62aae01ef0cf7b6af841ab1c8ce59175c4332e693ab3d00bc32ceffb78a35376" + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}