diff --git a/.gitattributes b/.gitattributes index a6344aac8c09253b3b630fb776ae94478aa0275b..9b3e6dcc2dbff3c38f6cfa4d165fff728ac6d884 100644 --- a/.gitattributes +++ b/.gitattributes @@ -33,3 +33,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text *.zip filter=lfs diff=lfs merge=lfs -text *.zst filter=lfs diff=lfs merge=lfs -text *tfevents* filter=lfs diff=lfs merge=lfs -text +assets/examples/5\#Artifact\#1\#Basket\#3342299538_59c014a904_o.jpg filter=lfs diff=lfs merge=lfs -text +DAM_V2/metric_depth/assets/compare_zoedepth.png filter=lfs diff=lfs merge=lfs -text +DAM_V2/metric_depth/dataset/splits/hypersim/train.txt filter=lfs diff=lfs merge=lfs -text diff --git a/DAM_V2/DA-2K.md b/DAM_V2/DA-2K.md new file mode 100644 index 0000000000000000000000000000000000000000..70290bc96c0201aa68e4e69f1c78c928dd61e497 --- /dev/null +++ b/DAM_V2/DA-2K.md @@ -0,0 +1,51 @@ +# DA-2K Evaluation Benchmark + +## Introduction + +![DA-2K](assets/DA-2K.png) + +DA-2K is proposed in [Depth Anything V2](https://depth-anything-v2.github.io) to evaluate the relative depth estimation capability. It encompasses eight representative scenarios of `indoor`, `outdoor`, `non_real`, `transparent_reflective`, `adverse_style`, `aerial`, `underwater`, and `object`. It consists of 1K diverse high-quality images and 2K precise pair-wise relative depth annotations. + +Please refer to our [paper](https://arxiv.org/abs/2406.09414) for details in constructing this benchmark. + + +## Usage + +Please first [download the benchmark](https://huggingface.co/datasets/depth-anything/DA-2K/tree/main). + +All annotations are stored in `annotations.json`. The annotation file is a JSON object where each key is the path to an image file, and the value is a list of annotations associated with that image. Each annotation describes two points and identifies which point is closer to the camera. The structure is detailed below: + +``` +{ + "image_path": [ + { + "point1": [h1, w1], # (vertical position, horizontal position) + "point2": [h2, w2], # (vertical position, horizontal position) + "closer_point": "point1" # we always set "point1" as the closer one + }, + ... + ], + ... +} +``` + +To visualize the annotations: +```bash +python visualize.py [--scene-type ] +``` + +**Options** +- `--scene-type ` (optional): Specify the scene type (`indoor`, `outdoor`, `non_real`, `transparent_reflective`, `adverse_style`, `aerial`, `underwater`, and `object`). Skip this argument or set as `""` to include all scene types. + +## Citation + +If you find this benchmark useful, please consider citing: + +```bibtex +@article{depth_anything_v2, + title={Depth Anything V2}, + author={Yang, Lihe and Kang, Bingyi and Huang, Zilong and Zhao, Zhen and Xu, Xiaogang and Feng, Jiashi and Zhao, Hengshuang}, + journal={arXiv:2406.09414}, + year={2024} +} +``` \ No newline at end of file diff --git a/DAM_V2/Depth-prepare.ipynb b/DAM_V2/Depth-prepare.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..8240e95a2cf62a0da15d73e3e9868d2b4627d492 --- /dev/null +++ b/DAM_V2/Depth-prepare.ipynb @@ -0,0 +1,130 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 988/988 [01:11<00:00, 13.80it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "inference time:47.75608444213867ms/iter, FPS:20.939739227294922\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "import cv2\n", + "import torch\n", + "from depth_anything_v2.dpt import DepthAnythingV2\n", + "import os\n", + "from tqdm import tqdm\n", + "\n", + "def get_files(PATH):\n", + " file_lan = []\n", + " if type(PATH) is str:\n", + " for filepath,dirnames,filenames in os.walk(PATH):\n", + " for filename in filenames:\n", + " file_lan.append(os.path.join(filepath,filename))\n", + " elif type(PATH) is list:\n", + " for path in PATH:\n", + " for filepath,dirnames,filenames in os.walk(path):\n", + " for filename in filenames:\n", + " file_lan.append(os.path.join(filepath,filename))\n", + " return file_lan\n", + "\n", + "DEVICE = 'cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu'\n", + "# DEVICE = 'cpu'\n", + "\n", + "model_configs = {\n", + " 'vits': {'encoder': 'vits', 'features': 64, 'out_channels': [48, 96, 192, 384]},\n", + " 'vitb': {'encoder': 'vitb', 'features': 128, 'out_channels': [96, 192, 384, 768]},\n", + " 'vitl': {'encoder': 'vitl', 'features': 256, 'out_channels': [256, 512, 1024, 1024]},\n", + " 'vitg': {'encoder': 'vitg', 'features': 384, 'out_channels': [1536, 1536, 1536, 1536]}\n", + "}\n", + "\n", + "encoder = 'vits' # or 'vits', 'vitb', 'vitl'\n", + "\n", + "model = DepthAnythingV2(**model_configs[encoder])\n", + "model.load_state_dict(torch.load(f'/home/Depth-Anything-V2-main/checkpoints/depth_anything_v2_{encoder}.pth', map_location='cpu'))\n", + "model = model.to(DEVICE).eval()\n", + "img_list = [\n", + " # r'/home/DATA/HRSOD_test/images',\n", + " r'/home/DATA/UHRSD_TE_2K/images',\n", + " # r'DATA/DIS-DATA/DIS-VD/images',\n", + " # r'DATA/DIS-DATA/DIS-TE1/images',\n", + " # r'DATA/DIS-DATA/DIS-TE2/images',\n", + " # r'DATA/DIS-DATA/DIS-TE3/images',\n", + " # r'DATA/DIS-DATA/DIS-TE4/images',\n", + "]\n", + "starter,ender = torch.cuda.Event(enable_timing=True),torch.cuda.Event(enable_timing=True)\n", + "\n", + "with torch.no_grad():\n", + " for i in img_list:\n", + " file_lans = get_files(i)\n", + " depth_path = i.replace('images','depth_small')\n", + " os.makedirs(depth_path, exist_ok=True)\n", + " all_time = torch.zeros(len(file_lans)) \n", + " nums = 0\n", + " for files in tqdm(file_lans):\n", + " img = cv2.imread(files)\n", + " \n", + " starter.record()\n", + " depth = model.infer_image(img)\n", + " ender.record()\n", + " torch.cuda.synchronize()\n", + " curr_time = starter.elapsed_time(ender)\n", + " all_time[nums] = curr_time\n", + "\n", + " depth = (depth - depth.min()) / (depth.max() - depth.min()) * 255.0\n", + " cv2.imwrite(os.path.join(depth_path, files.split('/')[-1]), depth)\n", + " nums += 1\n", + " # torch.cuda.empty_cache()\n", + " mean_time = all_time.mean()\n", + " print(f\"inference time:{mean_time}ms/iter, FPS:{1000/mean_time}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "wsltorch", + "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": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/DAM_V2/LICENSE b/DAM_V2/LICENSE new file mode 100644 index 0000000000000000000000000000000000000000..261eeb9e9f8b2b4b0d119366dda99c6fd7d35c64 --- /dev/null +++ b/DAM_V2/LICENSE @@ -0,0 +1,201 @@ + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. 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+

Depth Anything V2

+ +[**Lihe Yang**](https://liheyoung.github.io/)1 · [**Bingyi Kang**](https://bingykang.github.io/)2† · [**Zilong Huang**](http://speedinghzl.github.io/)2 +
+[**Zhen Zhao**](http://zhaozhen.me/) · [**Xiaogang Xu**](https://xiaogang00.github.io/) · [**Jiashi Feng**](https://sites.google.com/site/jshfeng/)2 · [**Hengshuang Zhao**](https://hszhao.github.io/)1* + +1HKU   2TikTok +
+†project lead *corresponding author + +Paper PDF +Project Page + +Benchmark +
+ +This work presents Depth Anything V2. It significantly outperforms [V1](https://github.com/LiheYoung/Depth-Anything) in fine-grained details and robustness. Compared with SD-based models, it enjoys faster inference speed, fewer parameters, and higher depth accuracy. + +![teaser](assets/teaser.png) + + +## News +- **2024-12-22:** [Prompt Depth Anything](https://promptda.github.io/) has been released. It supports 4K resolution metric depth estimation when low-res LiDAR is used to prompt the DA models. +- **2024-07-06:** Depth Anything V2 is supported in [Transformers](https://github.com/huggingface/transformers/). See the [instructions](https://huggingface.co/docs/transformers/main/en/model_doc/depth_anything_v2) for convenient usage. +- **2024-06-25:** Depth Anything is integrated into [Apple Core ML Models](https://developer.apple.com/machine-learning/models/). See the instructions ([V1](https://huggingface.co/apple/coreml-depth-anything-small), [V2](https://huggingface.co/apple/coreml-depth-anything-v2-small)) for usage. +- **2024-06-22:** We release [smaller metric depth models](https://github.com/DepthAnything/Depth-Anything-V2/tree/main/metric_depth#pre-trained-models) based on Depth-Anything-V2-Small and Base. +- **2024-06-20:** Our repository and project page are flagged by GitHub and removed from the public for 6 days. Sorry for the inconvenience. +- **2024-06-14:** Paper, project page, code, models, demo, and benchmark are all released. + + +## Pre-trained Models + +We provide **four models** of varying scales for robust relative depth estimation: + +| Model | Params | Checkpoint | +|:-|-:|:-:| +| Depth-Anything-V2-Small | 24.8M | [Download](https://huggingface.co/depth-anything/Depth-Anything-V2-Small/resolve/main/depth_anything_v2_vits.pth?download=true) | +| Depth-Anything-V2-Base | 97.5M | [Download](https://huggingface.co/depth-anything/Depth-Anything-V2-Base/resolve/main/depth_anything_v2_vitb.pth?download=true) | +| Depth-Anything-V2-Large | 335.3M | [Download](https://huggingface.co/depth-anything/Depth-Anything-V2-Large/resolve/main/depth_anything_v2_vitl.pth?download=true) | +| Depth-Anything-V2-Giant | 1.3B | Coming soon | + + +## Usage + +### Prepraration + +```bash +git clone https://github.com/DepthAnything/Depth-Anything-V2 +cd Depth-Anything-V2 +pip install -r requirements.txt +``` + +Download the checkpoints listed [here](#pre-trained-models) and put them under the `checkpoints` directory. + +### Use our models +```python +import cv2 +import torch + +from depth_anything_v2.dpt import DepthAnythingV2 + +DEVICE = 'cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu' + +model_configs = { + 'vits': {'encoder': 'vits', 'features': 64, 'out_channels': [48, 96, 192, 384]}, + 'vitb': {'encoder': 'vitb', 'features': 128, 'out_channels': [96, 192, 384, 768]}, + 'vitl': {'encoder': 'vitl', 'features': 256, 'out_channels': [256, 512, 1024, 1024]}, + 'vitg': {'encoder': 'vitg', 'features': 384, 'out_channels': [1536, 1536, 1536, 1536]} +} + +encoder = 'vitl' # or 'vits', 'vitb', 'vitg' + +model = DepthAnythingV2(**model_configs[encoder]) +model.load_state_dict(torch.load(f'checkpoints/depth_anything_v2_{encoder}.pth', map_location='cpu')) +model = model.to(DEVICE).eval() + +raw_img = cv2.imread('your/image/path') +depth = model.infer_image(raw_img) # HxW raw depth map in numpy +``` + +If you do not want to clone this repository, you can also load our models through [Transformers](https://github.com/huggingface/transformers/). Below is a simple code snippet. Please refer to the [official page](https://huggingface.co/docs/transformers/main/en/model_doc/depth_anything_v2) for more details. + +- Note 1: Make sure you can connect to Hugging Face and have installed the latest Transformers. +- Note 2: Due to the [upsampling difference](https://github.com/huggingface/transformers/pull/31522#issuecomment-2184123463) between OpenCV (we used) and Pillow (HF used), predictions may differ slightly. So you are more recommended to use our models through the way introduced above. +```python +from transformers import pipeline +from PIL import Image + +pipe = pipeline(task="depth-estimation", model="depth-anything/Depth-Anything-V2-Small-hf") +image = Image.open('your/image/path') +depth = pipe(image)["depth"] +``` + +### Running script on *images* + +```bash +python run.py \ + --encoder \ + --img-path --outdir \ + [--input-size ] [--pred-only] [--grayscale] +``` +Options: +- `--img-path`: You can either 1) point it to an image directory storing all interested images, 2) point it to a single image, or 3) point it to a text file storing all image paths. +- `--input-size` (optional): By default, we use input size `518` for model inference. ***You can increase the size for even more fine-grained results.*** +- `--pred-only` (optional): Only save the predicted depth map, without raw image. +- `--grayscale` (optional): Save the grayscale depth map, without applying color palette. + +For example: +```bash +python run.py --encoder vitl --img-path assets/examples --outdir depth_vis +``` + +### Running script on *videos* + +```bash +python run_video.py \ + --encoder \ + --video-path assets/examples_video --outdir video_depth_vis \ + [--input-size ] [--pred-only] [--grayscale] +``` + +***Our larger model has better temporal consistency on videos.*** + +### Gradio demo + +To use our gradio demo locally: + +```bash +python app.py +``` + +You can also try our [online demo](https://huggingface.co/spaces/Depth-Anything/Depth-Anything-V2). + +***Note: Compared to V1, we have made a minor modification to the DINOv2-DPT architecture (originating from this [issue](https://github.com/LiheYoung/Depth-Anything/issues/81)).*** In V1, we *unintentionally* used features from the last four layers of DINOv2 for decoding. In V2, we use [intermediate features](https://github.com/DepthAnything/Depth-Anything-V2/blob/2cbc36a8ce2cec41d38ee51153f112e87c8e42d8/depth_anything_v2/dpt.py#L164-L169) instead. Although this modification did not improve details or accuracy, we decided to follow this common practice. + + +## Fine-tuned to Metric Depth Estimation + +Please refer to [metric depth estimation](./metric_depth). + + +## DA-2K Evaluation Benchmark + +Please refer to [DA-2K benchmark](./DA-2K.md). + + +## Community Support + +**We sincerely appreciate all the community support for our Depth Anything series. Thank you a lot!** + +- Apple Core ML: + - https://developer.apple.com/machine-learning/models + - https://huggingface.co/apple/coreml-depth-anything-v2-small + - https://huggingface.co/apple/coreml-depth-anything-small +- Transformers: + - https://huggingface.co/docs/transformers/main/en/model_doc/depth_anything_v2 + - https://huggingface.co/docs/transformers/main/en/model_doc/depth_anything +- TensorRT: + - https://github.com/spacewalk01/depth-anything-tensorrt + - https://github.com/zhujiajian98/Depth-Anythingv2-TensorRT-python +- ONNX: https://github.com/fabio-sim/Depth-Anything-ONNX +- ComfyUI: https://github.com/kijai/ComfyUI-DepthAnythingV2 +- Transformers.js (real-time depth in web): https://huggingface.co/spaces/Xenova/webgpu-realtime-depth-estimation +- Android: + - https://github.com/shubham0204/Depth-Anything-Android + - https://github.com/FeiGeChuanShu/ncnn-android-depth_anything + + +## Acknowledgement + +We are sincerely grateful to the awesome Hugging Face team ([@Pedro Cuenca](https://huggingface.co/pcuenq), [@Niels Rogge](https://huggingface.co/nielsr), [@Merve Noyan](https://huggingface.co/merve), [@Amy Roberts](https://huggingface.co/amyeroberts), et al.) for their huge efforts in supporting our models in Transformers and Apple Core ML. + +We also thank the [DINOv2](https://github.com/facebookresearch/dinov2) team for contributing such impressive models to our community. + + +## LICENSE + +Depth-Anything-V2-Small model is under the Apache-2.0 license. Depth-Anything-V2-Base/Large/Giant models are under the CC-BY-NC-4.0 license. + + +## Citation + +If you find this project useful, please consider citing: + +```bibtex +@article{depth_anything_v2, + title={Depth Anything V2}, + author={Yang, Lihe and Kang, Bingyi and Huang, Zilong and Zhao, Zhen and Xu, Xiaogang and Feng, Jiashi and Zhao, Hengshuang}, + journal={arXiv:2406.09414}, + year={2024} +} + +@inproceedings{depth_anything_v1, + title={Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data}, + author={Yang, Lihe and Kang, Bingyi and Huang, Zilong and Xu, Xiaogang and Feng, Jiashi and Zhao, Hengshuang}, + booktitle={CVPR}, + year={2024} +} +``` diff --git a/DAM_V2/app.py b/DAM_V2/app.py new file mode 100644 index 0000000000000000000000000000000000000000..41399be3b316f38af653692fc9895d32b06e09f1 --- /dev/null +++ b/DAM_V2/app.py @@ -0,0 +1,88 @@ +import glob +import gradio as gr +import matplotlib +import numpy as np +from PIL import Image +import torch +import tempfile +from gradio_imageslider import ImageSlider + +from depth_anything_v2.dpt import DepthAnythingV2 + +css = """ +#img-display-container { + max-height: 100vh; +} +#img-display-input { + max-height: 80vh; +} +#img-display-output { + max-height: 80vh; +} +#download { + height: 62px; +} +""" +DEVICE = 'cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu' +model_configs = { + 'vits': {'encoder': 'vits', 'features': 64, 'out_channels': [48, 96, 192, 384]}, + 'vitb': {'encoder': 'vitb', 'features': 128, 'out_channels': [96, 192, 384, 768]}, + 'vitl': {'encoder': 'vitl', 'features': 256, 'out_channels': [256, 512, 1024, 1024]}, + 'vitg': {'encoder': 'vitg', 'features': 384, 'out_channels': [1536, 1536, 1536, 1536]} +} +encoder = 'vitl' +model = DepthAnythingV2(**model_configs[encoder]) +state_dict = torch.load(f'checkpoints/depth_anything_v2_{encoder}.pth', map_location="cpu") +model.load_state_dict(state_dict) +model = model.to(DEVICE).eval() + +title = "# Depth Anything V2" +description = """Official demo for **Depth Anything V2**. +Please refer to our [paper](https://arxiv.org/abs/2406.09414), [project page](https://depth-anything-v2.github.io), or [github](https://github.com/DepthAnything/Depth-Anything-V2) for more details.""" + +def predict_depth(image): + return model.infer_image(image) + +with gr.Blocks(css=css) as demo: + gr.Markdown(title) + gr.Markdown(description) + gr.Markdown("### Depth Prediction demo") + + with gr.Row(): + input_image = gr.Image(label="Input Image", type='numpy', elem_id='img-display-input') + depth_image_slider = ImageSlider(label="Depth Map with Slider View", elem_id='img-display-output', position=0.5) + submit = gr.Button(value="Compute Depth") + gray_depth_file = gr.File(label="Grayscale depth map", elem_id="download",) + raw_file = gr.File(label="16-bit raw output (can be considered as disparity)", elem_id="download",) + + cmap = matplotlib.colormaps.get_cmap('Spectral_r') + + def on_submit(image): + original_image = image.copy() + + h, w = image.shape[:2] + + depth = predict_depth(image[:, :, ::-1]) + + raw_depth = Image.fromarray(depth.astype('uint16')) + tmp_raw_depth = tempfile.NamedTemporaryFile(suffix='.png', delete=False) + raw_depth.save(tmp_raw_depth.name) + + depth = (depth - depth.min()) / (depth.max() - depth.min()) * 255.0 + depth = depth.astype(np.uint8) + colored_depth = (cmap(depth)[:, :, :3] * 255).astype(np.uint8) + + gray_depth = Image.fromarray(depth) + tmp_gray_depth = tempfile.NamedTemporaryFile(suffix='.png', delete=False) + gray_depth.save(tmp_gray_depth.name) + + return [(original_image, colored_depth), tmp_gray_depth.name, tmp_raw_depth.name] + + submit.click(on_submit, inputs=[input_image], outputs=[depth_image_slider, gray_depth_file, raw_file]) + + example_files = glob.glob('assets/examples/*') + examples = gr.Examples(examples=example_files, inputs=[input_image], outputs=[depth_image_slider, gray_depth_file, raw_file], fn=on_submit) + + +if __name__ == '__main__': + demo.queue().launch() \ No newline at end of file diff --git a/DAM_V2/depth_anything_v2/__pycache__/dinov2.cpython-311.pyc b/DAM_V2/depth_anything_v2/__pycache__/dinov2.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..6578d78c02af4230ed20928f0e74aa29d368250d Binary files /dev/null and b/DAM_V2/depth_anything_v2/__pycache__/dinov2.cpython-311.pyc differ diff --git a/DAM_V2/depth_anything_v2/__pycache__/dpt.cpython-311.pyc b/DAM_V2/depth_anything_v2/__pycache__/dpt.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..fe161fc21ab1428fc34cf8d3e39b4bdc5091fd0f Binary files /dev/null and b/DAM_V2/depth_anything_v2/__pycache__/dpt.cpython-311.pyc differ diff --git a/DAM_V2/depth_anything_v2/dinov2.py b/DAM_V2/depth_anything_v2/dinov2.py new file mode 100644 index 0000000000000000000000000000000000000000..83d250818c721c6df3b30d3f4352945527701615 --- /dev/null +++ b/DAM_V2/depth_anything_v2/dinov2.py @@ -0,0 +1,415 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# +# This source code is licensed under the Apache License, Version 2.0 +# found in the LICENSE file in the root directory of this source tree. + +# References: +# https://github.com/facebookresearch/dino/blob/main/vision_transformer.py +# https://github.com/rwightman/pytorch-image-models/tree/master/timm/models/vision_transformer.py + +from functools import partial +import math +import logging +from typing import Sequence, Tuple, Union, Callable + +import torch +import torch.nn as nn +import torch.utils.checkpoint +from torch.nn.init import trunc_normal_ + +from .dinov2_layers import Mlp, PatchEmbed, SwiGLUFFNFused, MemEffAttention, NestedTensorBlock as Block + + +logger = logging.getLogger("dinov2") + + +def named_apply(fn: Callable, module: nn.Module, name="", depth_first=True, include_root=False) -> nn.Module: + if not depth_first and include_root: + fn(module=module, name=name) + for child_name, child_module in module.named_children(): + child_name = ".".join((name, child_name)) if name else child_name + named_apply(fn=fn, module=child_module, name=child_name, depth_first=depth_first, include_root=True) + if depth_first and include_root: + fn(module=module, name=name) + return module + + +class BlockChunk(nn.ModuleList): + def forward(self, x): + for b in self: + x = b(x) + return x + + +class DinoVisionTransformer(nn.Module): + def __init__( + self, + img_size=224, + patch_size=16, + in_chans=3, + embed_dim=768, + depth=12, + num_heads=12, + mlp_ratio=4.0, + qkv_bias=True, + ffn_bias=True, + proj_bias=True, + drop_path_rate=0.0, + drop_path_uniform=False, + init_values=None, # for layerscale: None or 0 => no layerscale + embed_layer=PatchEmbed, + act_layer=nn.GELU, + block_fn=Block, + ffn_layer="mlp", + block_chunks=1, + num_register_tokens=0, + interpolate_antialias=False, + interpolate_offset=0.1, + ): + """ + Args: + img_size (int, tuple): input image size + patch_size (int, tuple): patch size + in_chans (int): number of input channels + embed_dim (int): embedding dimension + depth (int): depth of transformer + num_heads (int): number of attention heads + mlp_ratio (int): ratio of mlp hidden dim to embedding dim + qkv_bias (bool): enable bias for qkv if True + proj_bias (bool): enable bias for proj in attn if True + ffn_bias (bool): enable bias for ffn if True + drop_path_rate (float): stochastic depth rate + drop_path_uniform (bool): apply uniform drop rate across blocks + weight_init (str): weight init scheme + init_values (float): layer-scale init values + embed_layer (nn.Module): patch embedding layer + act_layer (nn.Module): MLP activation layer + block_fn (nn.Module): transformer block class + ffn_layer (str): "mlp", "swiglu", "swiglufused" or "identity" + block_chunks: (int) split block sequence into block_chunks units for FSDP wrap + num_register_tokens: (int) number of extra cls tokens (so-called "registers") + interpolate_antialias: (str) flag to apply anti-aliasing when interpolating positional embeddings + interpolate_offset: (float) work-around offset to apply when interpolating positional embeddings + """ + super().__init__() + norm_layer = partial(nn.LayerNorm, eps=1e-6) + + self.num_features = self.embed_dim = embed_dim # num_features for consistency with other models + self.num_tokens = 1 + self.n_blocks = depth + self.num_heads = num_heads + self.patch_size = patch_size + self.num_register_tokens = num_register_tokens + self.interpolate_antialias = interpolate_antialias + self.interpolate_offset = interpolate_offset + + self.patch_embed = embed_layer(img_size=img_size, patch_size=patch_size, in_chans=in_chans, embed_dim=embed_dim) + num_patches = self.patch_embed.num_patches + + self.cls_token = nn.Parameter(torch.zeros(1, 1, embed_dim)) + self.pos_embed = nn.Parameter(torch.zeros(1, num_patches + self.num_tokens, embed_dim)) + assert num_register_tokens >= 0 + self.register_tokens = ( + nn.Parameter(torch.zeros(1, num_register_tokens, embed_dim)) if num_register_tokens else None + ) + + if drop_path_uniform is True: + dpr = [drop_path_rate] * depth + else: + dpr = [x.item() for x in torch.linspace(0, drop_path_rate, depth)] # stochastic depth decay rule + + if ffn_layer == "mlp": + logger.info("using MLP layer as FFN") + ffn_layer = Mlp + elif ffn_layer == "swiglufused" or ffn_layer == "swiglu": + logger.info("using SwiGLU layer as FFN") + ffn_layer = SwiGLUFFNFused + elif ffn_layer == "identity": + logger.info("using Identity layer as FFN") + + def f(*args, **kwargs): + return nn.Identity() + + ffn_layer = f + else: + raise NotImplementedError + + blocks_list = [ + block_fn( + dim=embed_dim, + num_heads=num_heads, + mlp_ratio=mlp_ratio, + qkv_bias=qkv_bias, + proj_bias=proj_bias, + ffn_bias=ffn_bias, + drop_path=dpr[i], + norm_layer=norm_layer, + act_layer=act_layer, + ffn_layer=ffn_layer, + init_values=init_values, + ) + for i in range(depth) + ] + if block_chunks > 0: + self.chunked_blocks = True + chunked_blocks = [] + chunksize = depth // block_chunks + for i in range(0, depth, chunksize): + # this is to keep the block index consistent if we chunk the block list + chunked_blocks.append([nn.Identity()] * i + blocks_list[i : i + chunksize]) + self.blocks = nn.ModuleList([BlockChunk(p) for p in chunked_blocks]) + else: + self.chunked_blocks = False + self.blocks = nn.ModuleList(blocks_list) + + self.norm = norm_layer(embed_dim) + self.head = nn.Identity() + + self.mask_token = nn.Parameter(torch.zeros(1, embed_dim)) + + self.init_weights() + + def init_weights(self): + trunc_normal_(self.pos_embed, std=0.02) + nn.init.normal_(self.cls_token, std=1e-6) + if self.register_tokens is not None: + nn.init.normal_(self.register_tokens, std=1e-6) + named_apply(init_weights_vit_timm, self) + + def interpolate_pos_encoding(self, x, w, h): + previous_dtype = x.dtype + npatch = x.shape[1] - 1 + N = self.pos_embed.shape[1] - 1 + if npatch == N and w == h: + return self.pos_embed + pos_embed = self.pos_embed.float() + class_pos_embed = pos_embed[:, 0] + patch_pos_embed = pos_embed[:, 1:] + dim = x.shape[-1] + w0 = w // self.patch_size + h0 = h // self.patch_size + # we add a small number to avoid floating point error in the interpolation + # see discussion at https://github.com/facebookresearch/dino/issues/8 + # DINOv2 with register modify the interpolate_offset from 0.1 to 0.0 + w0, h0 = w0 + self.interpolate_offset, h0 + self.interpolate_offset + # w0, h0 = w0 + 0.1, h0 + 0.1 + + sqrt_N = math.sqrt(N) + sx, sy = float(w0) / sqrt_N, float(h0) / sqrt_N + patch_pos_embed = nn.functional.interpolate( + patch_pos_embed.reshape(1, int(sqrt_N), int(sqrt_N), dim).permute(0, 3, 1, 2), + scale_factor=(sx, sy), + # (int(w0), int(h0)), # to solve the upsampling shape issue + mode="bicubic", + antialias=self.interpolate_antialias + ) + + assert int(w0) == patch_pos_embed.shape[-2] + assert int(h0) == patch_pos_embed.shape[-1] + patch_pos_embed = patch_pos_embed.permute(0, 2, 3, 1).view(1, -1, dim) + return torch.cat((class_pos_embed.unsqueeze(0), patch_pos_embed), dim=1).to(previous_dtype) + + def prepare_tokens_with_masks(self, x, masks=None): + B, nc, w, h = x.shape + x = self.patch_embed(x) + if masks is not None: + x = torch.where(masks.unsqueeze(-1), self.mask_token.to(x.dtype).unsqueeze(0), x) + + x = torch.cat((self.cls_token.expand(x.shape[0], -1, -1), x), dim=1) + x = x + self.interpolate_pos_encoding(x, w, h) + + if self.register_tokens is not None: + x = torch.cat( + ( + x[:, :1], + self.register_tokens.expand(x.shape[0], -1, -1), + x[:, 1:], + ), + dim=1, + ) + + return x + + def forward_features_list(self, x_list, masks_list): + x = [self.prepare_tokens_with_masks(x, masks) for x, masks in zip(x_list, masks_list)] + for blk in self.blocks: + x = blk(x) + + all_x = x + output = [] + for x, masks in zip(all_x, masks_list): + x_norm = self.norm(x) + output.append( + { + "x_norm_clstoken": x_norm[:, 0], + "x_norm_regtokens": x_norm[:, 1 : self.num_register_tokens + 1], + "x_norm_patchtokens": x_norm[:, self.num_register_tokens + 1 :], + "x_prenorm": x, + "masks": masks, + } + ) + return output + + def forward_features(self, x, masks=None): + if isinstance(x, list): + return self.forward_features_list(x, masks) + + x = self.prepare_tokens_with_masks(x, masks) + + for blk in self.blocks: + x = blk(x) + + x_norm = self.norm(x) + return { + "x_norm_clstoken": x_norm[:, 0], + "x_norm_regtokens": x_norm[:, 1 : self.num_register_tokens + 1], + "x_norm_patchtokens": x_norm[:, self.num_register_tokens + 1 :], + "x_prenorm": x, + "masks": masks, + } + + def _get_intermediate_layers_not_chunked(self, x, n=1): + x = self.prepare_tokens_with_masks(x) + # If n is an int, take the n last blocks. If it's a list, take them + output, total_block_len = [], len(self.blocks) + blocks_to_take = range(total_block_len - n, total_block_len) if isinstance(n, int) else n + for i, blk in enumerate(self.blocks): + x = blk(x) + if i in blocks_to_take: + output.append(x) + assert len(output) == len(blocks_to_take), f"only {len(output)} / {len(blocks_to_take)} blocks found" + return output + + def _get_intermediate_layers_chunked(self, x, n=1): + x = self.prepare_tokens_with_masks(x) + output, i, total_block_len = [], 0, len(self.blocks[-1]) + # If n is an int, take the n last blocks. If it's a list, take them + blocks_to_take = range(total_block_len - n, total_block_len) if isinstance(n, int) else n + for block_chunk in self.blocks: + for blk in block_chunk[i:]: # Passing the nn.Identity() + x = blk(x) + if i in blocks_to_take: + output.append(x) + i += 1 + assert len(output) == len(blocks_to_take), f"only {len(output)} / {len(blocks_to_take)} blocks found" + return output + + def get_intermediate_layers( + self, + x: torch.Tensor, + n: Union[int, Sequence] = 1, # Layers or n last layers to take + reshape: bool = False, + return_class_token: bool = False, + norm=True + ) -> Tuple[Union[torch.Tensor, Tuple[torch.Tensor]]]: + if self.chunked_blocks: + outputs = self._get_intermediate_layers_chunked(x, n) + else: + outputs = self._get_intermediate_layers_not_chunked(x, n) + if norm: + outputs = [self.norm(out) for out in outputs] + class_tokens = [out[:, 0] for out in outputs] + outputs = [out[:, 1 + self.num_register_tokens:] for out in outputs] + if reshape: + B, _, w, h = x.shape + outputs = [ + out.reshape(B, w // self.patch_size, h // self.patch_size, -1).permute(0, 3, 1, 2).contiguous() + for out in outputs + ] + if return_class_token: + return tuple(zip(outputs, class_tokens)) + return tuple(outputs) + + def forward(self, *args, is_training=False, **kwargs): + ret = self.forward_features(*args, **kwargs) + if is_training: + return ret + else: + return self.head(ret["x_norm_clstoken"]) + + +def init_weights_vit_timm(module: nn.Module, name: str = ""): + """ViT weight initialization, original timm impl (for reproducibility)""" + if isinstance(module, nn.Linear): + trunc_normal_(module.weight, std=0.02) + if module.bias is not None: + nn.init.zeros_(module.bias) + + +def vit_small(patch_size=16, num_register_tokens=0, **kwargs): + model = DinoVisionTransformer( + patch_size=patch_size, + embed_dim=384, + depth=12, + num_heads=6, + mlp_ratio=4, + block_fn=partial(Block, attn_class=MemEffAttention), + num_register_tokens=num_register_tokens, + **kwargs, + ) + return model + + +def vit_base(patch_size=16, num_register_tokens=0, **kwargs): + model = DinoVisionTransformer( + patch_size=patch_size, + embed_dim=768, + depth=12, + num_heads=12, + mlp_ratio=4, + block_fn=partial(Block, attn_class=MemEffAttention), + num_register_tokens=num_register_tokens, + **kwargs, + ) + return model + + +def vit_large(patch_size=16, num_register_tokens=0, **kwargs): + model = DinoVisionTransformer( + patch_size=patch_size, + embed_dim=1024, + depth=24, + num_heads=16, + mlp_ratio=4, + block_fn=partial(Block, attn_class=MemEffAttention), + num_register_tokens=num_register_tokens, + **kwargs, + ) + return model + + +def vit_giant2(patch_size=16, num_register_tokens=0, **kwargs): + """ + Close to ViT-giant, with embed-dim 1536 and 24 heads => embed-dim per head 64 + """ + model = DinoVisionTransformer( + patch_size=patch_size, + embed_dim=1536, + depth=40, + num_heads=24, + mlp_ratio=4, + block_fn=partial(Block, attn_class=MemEffAttention), + num_register_tokens=num_register_tokens, + **kwargs, + ) + return model + + +def DINOv2(model_name): + model_zoo = { + "vits": vit_small, + "vitb": vit_base, + "vitl": vit_large, + "vitg": vit_giant2 + } + + return model_zoo[model_name]( + img_size=518, + patch_size=14, + init_values=1.0, + ffn_layer="mlp" if model_name != "vitg" else "swiglufused", + block_chunks=0, + num_register_tokens=0, + interpolate_antialias=False, + interpolate_offset=0.1 + ) diff --git a/DAM_V2/depth_anything_v2/dinov2_layers/__init__.py b/DAM_V2/depth_anything_v2/dinov2_layers/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..8120f4bc83066cb3f825ce32daa3b437f88486f1 --- /dev/null +++ b/DAM_V2/depth_anything_v2/dinov2_layers/__init__.py @@ -0,0 +1,11 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + +from .mlp import Mlp 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a/DAM_V2/depth_anything_v2/dinov2_layers/__pycache__/swiglu_ffn.cpython-311.pyc b/DAM_V2/depth_anything_v2/dinov2_layers/__pycache__/swiglu_ffn.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..213e561bcdbd22c612ed1cd0415cf0de55399d71 Binary files /dev/null and b/DAM_V2/depth_anything_v2/dinov2_layers/__pycache__/swiglu_ffn.cpython-311.pyc differ diff --git a/DAM_V2/depth_anything_v2/dinov2_layers/attention.py b/DAM_V2/depth_anything_v2/dinov2_layers/attention.py new file mode 100644 index 0000000000000000000000000000000000000000..0af760246a40313510cebc3aee20245957b872e5 --- /dev/null +++ b/DAM_V2/depth_anything_v2/dinov2_layers/attention.py @@ -0,0 +1,83 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + +# References: +# https://github.com/facebookresearch/dino/blob/master/vision_transformer.py +# https://github.com/rwightman/pytorch-image-models/tree/master/timm/models/vision_transformer.py + +import logging + +from torch import Tensor +from torch import nn + + +logger = logging.getLogger("dinov2") + + +# try: +# from xformers.ops import memory_efficient_attention, unbind, fmha + +# XFORMERS_AVAILABLE = True +# except ImportError: +logger.warning("xFormers not available") +XFORMERS_AVAILABLE = False + + +class Attention(nn.Module): + def __init__( + self, + dim: int, + num_heads: int = 8, + qkv_bias: bool = False, + proj_bias: bool = True, + attn_drop: float = 0.0, + proj_drop: float = 0.0, + ) -> None: + super().__init__() + self.num_heads = num_heads + head_dim = dim // num_heads + self.scale = head_dim**-0.5 + + self.qkv = nn.Linear(dim, dim * 3, bias=qkv_bias) + self.attn_drop = nn.Dropout(attn_drop) + self.proj = nn.Linear(dim, dim, bias=proj_bias) + self.proj_drop = nn.Dropout(proj_drop) + + def forward(self, x: Tensor) -> Tensor: + B, N, C = x.shape + qkv = self.qkv(x).reshape(B, N, 3, self.num_heads, C // self.num_heads).permute(2, 0, 3, 1, 4) + + q, k, v = qkv[0] * self.scale, qkv[1], qkv[2] + attn = q @ k.transpose(-2, -1) + + attn = attn.softmax(dim=-1) + attn = self.attn_drop(attn) + + x = (attn @ v).transpose(1, 2).reshape(B, N, C) + x = self.proj(x) + x = self.proj_drop(x) + return x + + +class MemEffAttention(Attention): + def forward(self, x: Tensor, attn_bias=None) -> Tensor: + if not XFORMERS_AVAILABLE: + assert attn_bias is None, "xFormers is required for nested tensors usage" + return super().forward(x) + + B, N, C = x.shape + qkv = self.qkv(x).reshape(B, N, 3, self.num_heads, C // self.num_heads) + + q, k, v = unbind(qkv, 2) + + x = memory_efficient_attention(q, k, v, attn_bias=attn_bias) + x = x.reshape([B, N, C]) + + x = self.proj(x) + x = self.proj_drop(x) + return x + + \ No newline at end of file diff --git a/DAM_V2/depth_anything_v2/dinov2_layers/block.py b/DAM_V2/depth_anything_v2/dinov2_layers/block.py new file mode 100644 index 0000000000000000000000000000000000000000..25488f57cc0ad3c692f86b62555f6668e2a66db1 --- /dev/null +++ b/DAM_V2/depth_anything_v2/dinov2_layers/block.py @@ -0,0 +1,252 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + +# References: +# https://github.com/facebookresearch/dino/blob/master/vision_transformer.py +# https://github.com/rwightman/pytorch-image-models/tree/master/timm/layers/patch_embed.py + +import logging +from typing import Callable, List, Any, Tuple, Dict + +import torch +from torch import nn, Tensor + +from .attention import Attention, MemEffAttention +from .drop_path import DropPath +from .layer_scale import LayerScale +from .mlp import Mlp + + +logger = logging.getLogger("dinov2") + + +try: + from xformers.ops import fmha + from xformers.ops import scaled_index_add, index_select_cat + + XFORMERS_AVAILABLE = True +except ImportError: + logger.warning("xFormers not available") + XFORMERS_AVAILABLE = False + + +class Block(nn.Module): + def __init__( + self, + dim: int, + num_heads: int, + mlp_ratio: float = 4.0, + qkv_bias: bool = False, + proj_bias: bool = True, + ffn_bias: bool = True, + drop: float = 0.0, + attn_drop: float = 0.0, + init_values=None, + drop_path: float = 0.0, + act_layer: Callable[..., nn.Module] = nn.GELU, + norm_layer: Callable[..., nn.Module] = nn.LayerNorm, + attn_class: Callable[..., nn.Module] = Attention, + ffn_layer: Callable[..., nn.Module] = Mlp, + ) -> None: + super().__init__() + # print(f"biases: qkv: {qkv_bias}, proj: {proj_bias}, ffn: {ffn_bias}") + self.norm1 = norm_layer(dim) + self.attn = attn_class( + dim, + num_heads=num_heads, + qkv_bias=qkv_bias, + proj_bias=proj_bias, + attn_drop=attn_drop, + proj_drop=drop, + ) + self.ls1 = LayerScale(dim, init_values=init_values) if init_values else nn.Identity() + self.drop_path1 = DropPath(drop_path) if drop_path > 0.0 else nn.Identity() + + self.norm2 = norm_layer(dim) + mlp_hidden_dim = int(dim * mlp_ratio) + self.mlp = ffn_layer( + in_features=dim, + hidden_features=mlp_hidden_dim, + act_layer=act_layer, + drop=drop, + bias=ffn_bias, + ) + self.ls2 = LayerScale(dim, init_values=init_values) if init_values else nn.Identity() + self.drop_path2 = DropPath(drop_path) if drop_path > 0.0 else nn.Identity() + + self.sample_drop_ratio = drop_path + + def forward(self, x: Tensor) -> Tensor: + def attn_residual_func(x: Tensor) -> Tensor: + return self.ls1(self.attn(self.norm1(x))) + + def ffn_residual_func(x: Tensor) -> Tensor: + return self.ls2(self.mlp(self.norm2(x))) + + if self.training and self.sample_drop_ratio > 0.1: + # the overhead is compensated only for a drop path rate larger than 0.1 + x = drop_add_residual_stochastic_depth( + x, + residual_func=attn_residual_func, + sample_drop_ratio=self.sample_drop_ratio, + ) + x = drop_add_residual_stochastic_depth( + x, + residual_func=ffn_residual_func, + sample_drop_ratio=self.sample_drop_ratio, + ) + elif self.training and self.sample_drop_ratio > 0.0: + x = x + self.drop_path1(attn_residual_func(x)) + x = x + self.drop_path1(ffn_residual_func(x)) # FIXME: drop_path2 + else: + x = x + attn_residual_func(x) + x = x + ffn_residual_func(x) + return x + + +def drop_add_residual_stochastic_depth( + x: Tensor, + residual_func: Callable[[Tensor], Tensor], + sample_drop_ratio: float = 0.0, +) -> Tensor: + # 1) extract subset using permutation + b, n, d = x.shape + sample_subset_size = max(int(b * (1 - sample_drop_ratio)), 1) + brange = (torch.randperm(b, device=x.device))[:sample_subset_size] + x_subset = x[brange] + + # 2) apply residual_func to get residual + residual = residual_func(x_subset) + + x_flat = x.flatten(1) + residual = residual.flatten(1) + + residual_scale_factor = b / sample_subset_size + + # 3) add the residual + x_plus_residual = torch.index_add(x_flat, 0, brange, residual.to(dtype=x.dtype), alpha=residual_scale_factor) + return x_plus_residual.view_as(x) + + +def get_branges_scales(x, sample_drop_ratio=0.0): + b, n, d = x.shape + sample_subset_size = max(int(b * (1 - sample_drop_ratio)), 1) + brange = (torch.randperm(b, device=x.device))[:sample_subset_size] + residual_scale_factor = b / sample_subset_size + return brange, residual_scale_factor + + +def add_residual(x, brange, residual, residual_scale_factor, scaling_vector=None): + if scaling_vector is None: + x_flat = x.flatten(1) + residual = residual.flatten(1) + x_plus_residual = torch.index_add(x_flat, 0, brange, residual.to(dtype=x.dtype), alpha=residual_scale_factor) + else: + x_plus_residual = scaled_index_add( + x, brange, residual.to(dtype=x.dtype), scaling=scaling_vector, alpha=residual_scale_factor + ) + return x_plus_residual + + +attn_bias_cache: Dict[Tuple, Any] = {} + + +def get_attn_bias_and_cat(x_list, branges=None): + """ + this will perform the index select, cat the tensors, and provide the attn_bias from cache + """ + batch_sizes = [b.shape[0] for b in branges] if branges is not None else [x.shape[0] for x in x_list] + all_shapes = tuple((b, x.shape[1]) for b, x in zip(batch_sizes, x_list)) + if all_shapes not in attn_bias_cache.keys(): + seqlens = [] + for b, x in zip(batch_sizes, x_list): + for _ in range(b): + seqlens.append(x.shape[1]) + attn_bias = fmha.BlockDiagonalMask.from_seqlens(seqlens) + attn_bias._batch_sizes = batch_sizes + attn_bias_cache[all_shapes] = attn_bias + + if branges is not None: + cat_tensors = index_select_cat([x.flatten(1) for x in x_list], branges).view(1, -1, x_list[0].shape[-1]) + else: + tensors_bs1 = tuple(x.reshape([1, -1, *x.shape[2:]]) for x in x_list) + cat_tensors = torch.cat(tensors_bs1, dim=1) + + return attn_bias_cache[all_shapes], cat_tensors + + +def drop_add_residual_stochastic_depth_list( + x_list: List[Tensor], + residual_func: Callable[[Tensor, Any], Tensor], + sample_drop_ratio: float = 0.0, + scaling_vector=None, +) -> Tensor: + # 1) generate random set of indices for dropping samples in the batch + branges_scales = [get_branges_scales(x, sample_drop_ratio=sample_drop_ratio) for x in x_list] + branges = [s[0] for s in branges_scales] + residual_scale_factors = [s[1] for s in branges_scales] + + # 2) get attention bias and index+concat the tensors + attn_bias, x_cat = get_attn_bias_and_cat(x_list, branges) + + # 3) apply residual_func to get residual, and split the result + residual_list = attn_bias.split(residual_func(x_cat, attn_bias=attn_bias)) # type: ignore + + outputs = [] + for x, brange, residual, residual_scale_factor in zip(x_list, branges, residual_list, residual_scale_factors): + outputs.append(add_residual(x, brange, residual, residual_scale_factor, scaling_vector).view_as(x)) + return outputs + + +class NestedTensorBlock(Block): + def forward_nested(self, x_list: List[Tensor]) -> List[Tensor]: + """ + x_list contains a list of tensors to nest together and run + """ + assert isinstance(self.attn, MemEffAttention) + + if self.training and self.sample_drop_ratio > 0.0: + + def attn_residual_func(x: Tensor, attn_bias=None) -> Tensor: + return self.attn(self.norm1(x), attn_bias=attn_bias) + + def ffn_residual_func(x: Tensor, attn_bias=None) -> Tensor: + return self.mlp(self.norm2(x)) + + x_list = drop_add_residual_stochastic_depth_list( + x_list, + residual_func=attn_residual_func, + sample_drop_ratio=self.sample_drop_ratio, + scaling_vector=self.ls1.gamma if isinstance(self.ls1, LayerScale) else None, + ) + x_list = drop_add_residual_stochastic_depth_list( + x_list, + residual_func=ffn_residual_func, + sample_drop_ratio=self.sample_drop_ratio, + scaling_vector=self.ls2.gamma if isinstance(self.ls1, LayerScale) else None, + ) + return x_list + else: + + def attn_residual_func(x: Tensor, attn_bias=None) -> Tensor: + return self.ls1(self.attn(self.norm1(x), attn_bias=attn_bias)) + + def ffn_residual_func(x: Tensor, attn_bias=None) -> Tensor: + return self.ls2(self.mlp(self.norm2(x))) + + attn_bias, x = get_attn_bias_and_cat(x_list) + x = x + attn_residual_func(x, attn_bias=attn_bias) + x = x + ffn_residual_func(x) + return attn_bias.split(x) + + def forward(self, x_or_x_list): + if isinstance(x_or_x_list, Tensor): + return super().forward(x_or_x_list) + elif isinstance(x_or_x_list, list): + assert XFORMERS_AVAILABLE, "Please install xFormers for nested tensors usage" + return self.forward_nested(x_or_x_list) + else: + raise AssertionError diff --git a/DAM_V2/depth_anything_v2/dinov2_layers/drop_path.py b/DAM_V2/depth_anything_v2/dinov2_layers/drop_path.py new file mode 100644 index 0000000000000000000000000000000000000000..af05625984dd14682cc96a63bf0c97bab1f123b1 --- /dev/null +++ b/DAM_V2/depth_anything_v2/dinov2_layers/drop_path.py @@ -0,0 +1,35 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + +# References: +# https://github.com/facebookresearch/dino/blob/master/vision_transformer.py +# https://github.com/rwightman/pytorch-image-models/tree/master/timm/layers/drop.py + + +from torch import nn + + +def drop_path(x, drop_prob: float = 0.0, training: bool = False): + if drop_prob == 0.0 or not training: + return x + keep_prob = 1 - drop_prob + shape = (x.shape[0],) + (1,) * (x.ndim - 1) # work with diff dim tensors, not just 2D ConvNets + random_tensor = x.new_empty(shape).bernoulli_(keep_prob) + if keep_prob > 0.0: + random_tensor.div_(keep_prob) + output = x * random_tensor + return output + + +class DropPath(nn.Module): + """Drop paths (Stochastic Depth) per sample (when applied in main path of residual blocks).""" + + def __init__(self, drop_prob=None): + super(DropPath, self).__init__() + self.drop_prob = drop_prob + + def forward(self, x): + return drop_path(x, self.drop_prob, self.training) diff --git a/DAM_V2/depth_anything_v2/dinov2_layers/layer_scale.py b/DAM_V2/depth_anything_v2/dinov2_layers/layer_scale.py new file mode 100644 index 0000000000000000000000000000000000000000..ca5daa52bd81d3581adeb2198ea5b7dba2a3aea1 --- /dev/null +++ b/DAM_V2/depth_anything_v2/dinov2_layers/layer_scale.py @@ -0,0 +1,28 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + +# Modified from: https://github.com/huggingface/pytorch-image-models/blob/main/timm/models/vision_transformer.py#L103-L110 + +from typing import Union + +import torch +from torch import Tensor +from torch import nn + + +class LayerScale(nn.Module): + def __init__( + self, + dim: int, + init_values: Union[float, Tensor] = 1e-5, + inplace: bool = False, + ) -> None: + super().__init__() + self.inplace = inplace + self.gamma = nn.Parameter(init_values * torch.ones(dim)) + + def forward(self, x: Tensor) -> Tensor: + return x.mul_(self.gamma) if self.inplace else x * self.gamma diff --git a/DAM_V2/depth_anything_v2/dinov2_layers/mlp.py b/DAM_V2/depth_anything_v2/dinov2_layers/mlp.py new file mode 100644 index 0000000000000000000000000000000000000000..5e4b315f972f9a9f54aef1e4ef4e81b52976f018 --- /dev/null +++ b/DAM_V2/depth_anything_v2/dinov2_layers/mlp.py @@ -0,0 +1,41 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + +# References: +# https://github.com/facebookresearch/dino/blob/master/vision_transformer.py +# https://github.com/rwightman/pytorch-image-models/tree/master/timm/layers/mlp.py + + +from typing import Callable, Optional + +from torch import Tensor, nn + + +class Mlp(nn.Module): + def __init__( + self, + in_features: int, + hidden_features: Optional[int] = None, + out_features: Optional[int] = None, + act_layer: Callable[..., nn.Module] = nn.GELU, + drop: float = 0.0, + bias: bool = True, + ) -> None: + super().__init__() + out_features = out_features or in_features + hidden_features = hidden_features or in_features + self.fc1 = nn.Linear(in_features, hidden_features, bias=bias) + self.act = act_layer() + self.fc2 = nn.Linear(hidden_features, out_features, bias=bias) + self.drop = nn.Dropout(drop) + + def forward(self, x: Tensor) -> Tensor: + x = self.fc1(x) + x = self.act(x) + x = self.drop(x) + x = self.fc2(x) + x = self.drop(x) + return x diff --git a/DAM_V2/depth_anything_v2/dinov2_layers/patch_embed.py b/DAM_V2/depth_anything_v2/dinov2_layers/patch_embed.py new file mode 100644 index 0000000000000000000000000000000000000000..574abe41175568d700a389b8b96d1ba554914779 --- /dev/null +++ b/DAM_V2/depth_anything_v2/dinov2_layers/patch_embed.py @@ -0,0 +1,89 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + +# References: +# https://github.com/facebookresearch/dino/blob/master/vision_transformer.py +# https://github.com/rwightman/pytorch-image-models/tree/master/timm/layers/patch_embed.py + +from typing import Callable, Optional, Tuple, Union + +from torch import Tensor +import torch.nn as nn + + +def make_2tuple(x): + if isinstance(x, tuple): + assert len(x) == 2 + return x + + assert isinstance(x, int) + return (x, x) + + +class PatchEmbed(nn.Module): + """ + 2D image to patch embedding: (B,C,H,W) -> (B,N,D) + + Args: + img_size: Image size. + patch_size: Patch token size. + in_chans: Number of input image channels. + embed_dim: Number of linear projection output channels. + norm_layer: Normalization layer. + """ + + def __init__( + self, + img_size: Union[int, Tuple[int, int]] = 224, + patch_size: Union[int, Tuple[int, int]] = 16, + in_chans: int = 3, + embed_dim: int = 768, + norm_layer: Optional[Callable] = None, + flatten_embedding: bool = True, + ) -> None: + super().__init__() + + image_HW = make_2tuple(img_size) + patch_HW = make_2tuple(patch_size) + patch_grid_size = ( + image_HW[0] // patch_HW[0], + image_HW[1] // patch_HW[1], + ) + + self.img_size = image_HW + self.patch_size = patch_HW + self.patches_resolution = patch_grid_size + self.num_patches = patch_grid_size[0] * patch_grid_size[1] + + self.in_chans = in_chans + self.embed_dim = embed_dim + + self.flatten_embedding = flatten_embedding + + self.proj = nn.Conv2d(in_chans, embed_dim, kernel_size=patch_HW, stride=patch_HW) + self.norm = norm_layer(embed_dim) if norm_layer else nn.Identity() + + def forward(self, x: Tensor) -> Tensor: + _, _, H, W = x.shape + patch_H, patch_W = self.patch_size + + assert H % patch_H == 0, f"Input image height {H} is not a multiple of patch height {patch_H}" + assert W % patch_W == 0, f"Input image width {W} is not a multiple of patch width: {patch_W}" + + x = self.proj(x) # B C H W + H, W = x.size(2), x.size(3) + x = x.flatten(2).transpose(1, 2) # B HW C + x = self.norm(x) + if not self.flatten_embedding: + x = x.reshape(-1, H, W, self.embed_dim) # B H W C + return x + + def flops(self) -> float: + Ho, Wo = self.patches_resolution + flops = Ho * Wo * self.embed_dim * self.in_chans * (self.patch_size[0] * self.patch_size[1]) + if self.norm is not None: + flops += Ho * Wo * self.embed_dim + return flops diff --git a/DAM_V2/depth_anything_v2/dinov2_layers/swiglu_ffn.py b/DAM_V2/depth_anything_v2/dinov2_layers/swiglu_ffn.py new file mode 100644 index 0000000000000000000000000000000000000000..b3324b266fb0a50ccf8c3a0ede2ae10ac4dfa03e --- /dev/null +++ b/DAM_V2/depth_anything_v2/dinov2_layers/swiglu_ffn.py @@ -0,0 +1,63 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + +from typing import Callable, Optional + +from torch import Tensor, nn +import torch.nn.functional as F + + +class SwiGLUFFN(nn.Module): + def __init__( + self, + in_features: int, + hidden_features: Optional[int] = None, + out_features: Optional[int] = None, + act_layer: Callable[..., nn.Module] = None, + drop: float = 0.0, + bias: bool = True, + ) -> None: + super().__init__() + out_features = out_features or in_features + hidden_features = hidden_features or in_features + self.w12 = nn.Linear(in_features, 2 * hidden_features, bias=bias) + self.w3 = nn.Linear(hidden_features, out_features, bias=bias) + + def forward(self, x: Tensor) -> Tensor: + x12 = self.w12(x) + x1, x2 = x12.chunk(2, dim=-1) + hidden = F.silu(x1) * x2 + return self.w3(hidden) + + +try: + from xformers.ops import SwiGLU + + XFORMERS_AVAILABLE = True +except ImportError: + SwiGLU = SwiGLUFFN + XFORMERS_AVAILABLE = False + + +class SwiGLUFFNFused(SwiGLU): + def __init__( + self, + in_features: int, + hidden_features: Optional[int] = None, + out_features: Optional[int] = None, + act_layer: Callable[..., nn.Module] = None, + drop: float = 0.0, + bias: bool = True, + ) -> None: + out_features = out_features or in_features + hidden_features = hidden_features or in_features + hidden_features = (int(hidden_features * 2 / 3) + 7) // 8 * 8 + super().__init__( + in_features=in_features, + hidden_features=hidden_features, + out_features=out_features, + bias=bias, + ) diff --git a/DAM_V2/depth_anything_v2/dpt.py b/DAM_V2/depth_anything_v2/dpt.py new file mode 100644 index 0000000000000000000000000000000000000000..988741929ba348d26b2ca79ff267e68d0f2791fc --- /dev/null +++ b/DAM_V2/depth_anything_v2/dpt.py @@ -0,0 +1,223 @@ +import cv2 +import torch +import torch.nn as nn +import torch.nn.functional as F +from torchvision.transforms import Compose + +from .dinov2 import DINOv2 +from .util.blocks import FeatureFusionBlock, _make_scratch +from .util.transform import Resize, NormalizeImage, PrepareForNet + + +def _make_fusion_block(features, use_bn, size=None): + return FeatureFusionBlock( + features, + nn.ReLU(False), + deconv=False, + bn=use_bn, + expand=False, + align_corners=True, + size=size, + ) + + +class ConvBlock(nn.Module): + def __init__(self, in_feature, out_feature): + super().__init__() + + self.conv_block = nn.Sequential( + nn.Conv2d(in_feature, out_feature, kernel_size=3, stride=1, padding=1), + nn.BatchNorm2d(out_feature), + nn.ReLU(True) + ) + + def forward(self, x): + return self.conv_block(x) + + +class DPTHead(nn.Module): + def __init__( + self, + in_channels, + features=256, + use_bn=False, + out_channels=[256, 512, 1024, 1024], + use_clstoken=False + ): + super(DPTHead, self).__init__() + + self.use_clstoken = use_clstoken + + self.projects = nn.ModuleList([ + nn.Conv2d( + in_channels=in_channels, + out_channels=out_channel, + kernel_size=1, + stride=1, + padding=0, + ) for out_channel in out_channels + ]) + + self.resize_layers = nn.ModuleList([ + nn.ConvTranspose2d( + in_channels=out_channels[0], + out_channels=out_channels[0], + kernel_size=4, + stride=4, + padding=0), + nn.ConvTranspose2d( + in_channels=out_channels[1], + out_channels=out_channels[1], + kernel_size=2, + stride=2, + padding=0), + nn.Identity(), + nn.Conv2d( + in_channels=out_channels[3], + out_channels=out_channels[3], + kernel_size=3, + stride=2, + padding=1) + ]) + + if use_clstoken: + self.readout_projects = nn.ModuleList() + for _ in range(len(self.projects)): + self.readout_projects.append( + nn.Sequential( + nn.Linear(2 * in_channels, in_channels), + nn.GELU())) + + self.scratch = _make_scratch( + out_channels, + features, + groups=1, + expand=False, + ) + + self.scratch.stem_transpose = None + + self.scratch.refinenet1 = _make_fusion_block(features, use_bn) + self.scratch.refinenet2 = _make_fusion_block(features, use_bn) + self.scratch.refinenet3 = _make_fusion_block(features, use_bn) + self.scratch.refinenet4 = _make_fusion_block(features, use_bn) + + head_features_1 = features + head_features_2 = 32 + + self.scratch.output_conv1 = nn.Conv2d(head_features_1, head_features_1 // 2, kernel_size=3, stride=1, padding=1) + self.scratch.output_conv2 = nn.Sequential( + nn.Conv2d(head_features_1 // 2, head_features_2, kernel_size=3, stride=1, padding=1), + nn.ReLU(True), + nn.Conv2d(head_features_2, 1, kernel_size=1, stride=1, padding=0), + nn.ReLU(True), + nn.Identity(), + ) + + def forward(self, out_features, patch_h, patch_w): + out = [] + for i, x in enumerate(out_features): + if self.use_clstoken: + x, cls_token = x[0], x[1] + readout = cls_token.unsqueeze(1).expand_as(x) + x = self.readout_projects[i](torch.cat((x, readout), -1)) + else: + x = x[0] + + x = x.permute(0, 2, 1).reshape((x.shape[0], x.shape[-1], patch_h, patch_w)) + + x = self.projects[i](x) + x = self.resize_layers[i](x) + + out.append(x) + + layer_1, layer_2, layer_3, layer_4 = out + + layer_1_rn = self.scratch.layer1_rn(layer_1) + layer_2_rn = self.scratch.layer2_rn(layer_2) + layer_3_rn = self.scratch.layer3_rn(layer_3) + layer_4_rn = self.scratch.layer4_rn(layer_4) + + path_4 = self.scratch.refinenet4(layer_4_rn, size=layer_3_rn.shape[2:]) + path_3 = self.scratch.refinenet3(path_4, layer_3_rn, size=layer_2_rn.shape[2:]) + path_2 = self.scratch.refinenet2(path_3, layer_2_rn, size=layer_1_rn.shape[2:]) + path_1 = self.scratch.refinenet1(path_2, layer_1_rn) + + out = self.scratch.output_conv1(path_1) + out = F.interpolate(out, (int(patch_h * 14), int(patch_w * 14)), mode="bilinear", align_corners=True) + out = self.scratch.output_conv2(out) + + return out + + +class DepthAnythingV2(nn.Module): + def __init__( + self, + encoder='vitl', + features=256, + out_channels=[256, 512, 1024, 1024], + use_bn=False, + use_clstoken=False + ): + super(DepthAnythingV2, self).__init__() + + self.intermediate_layer_idx = { + 'vits': [2, 5, 8, 11], + 'vitb': [2, 5, 8, 11], + 'vitl': [4, 11, 17, 23], + 'vitg': [9, 19, 29, 39] + } + + self.encoder = encoder + self.pretrained = DINOv2(model_name=encoder) + + self.depth_head = DPTHead(self.pretrained.embed_dim, features, use_bn, out_channels=out_channels, use_clstoken=use_clstoken) + + def forward(self, x): + patch_h, patch_w = x.shape[-2] // 14, x.shape[-1] // 14 + + features = self.pretrained.get_intermediate_layers(x, self.intermediate_layer_idx[self.encoder], return_class_token=True) + + depth = self.depth_head(features, patch_h, patch_w) + depth = F.relu(depth) + + return depth.squeeze(1) + + @torch.no_grad() + def infer_image(self, raw_image, input_size=518): + image, (h, w) = self.image2tensor(raw_image, input_size) + + depth = self.forward(image) + + depth = F.interpolate(depth[:, None], (h, w), mode="bilinear", align_corners=True)[0, 0] + + return depth.cpu().numpy() + + def image2tensor(self, raw_image, input_size=518): + transform = Compose([ + Resize( + width=input_size, + height=input_size, + resize_target=False, + keep_aspect_ratio=True, + ensure_multiple_of=14, + resize_method='lower_bound', + image_interpolation_method=cv2.INTER_CUBIC, + ), + NormalizeImage(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]), + PrepareForNet(), + ]) + + h, w = raw_image.shape[:2] + + image = cv2.cvtColor(raw_image, cv2.COLOR_BGR2RGB) / 255.0 + + image = transform({'image': image})['image'] + image = torch.from_numpy(image).unsqueeze(0) + + DEVICE = 'cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu' + + # DEVICE = "cpu" + image = image.to(DEVICE) + + return image, (h, w) diff --git a/DAM_V2/depth_anything_v2/util/__pycache__/blocks.cpython-311.pyc b/DAM_V2/depth_anything_v2/util/__pycache__/blocks.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..c05bf4d92c667a26c9ba87d087fee39cbb93da09 Binary files /dev/null and b/DAM_V2/depth_anything_v2/util/__pycache__/blocks.cpython-311.pyc differ diff --git a/DAM_V2/depth_anything_v2/util/__pycache__/transform.cpython-311.pyc b/DAM_V2/depth_anything_v2/util/__pycache__/transform.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..f91f1f006ed31bf5917552f59cd8d90428ee600c Binary files /dev/null and b/DAM_V2/depth_anything_v2/util/__pycache__/transform.cpython-311.pyc differ diff --git a/DAM_V2/depth_anything_v2/util/blocks.py b/DAM_V2/depth_anything_v2/util/blocks.py new file mode 100644 index 0000000000000000000000000000000000000000..382ea183a40264056142afffc201c992a2b01d37 --- /dev/null +++ b/DAM_V2/depth_anything_v2/util/blocks.py @@ -0,0 +1,148 @@ +import torch.nn as nn + + +def _make_scratch(in_shape, out_shape, groups=1, expand=False): + scratch = nn.Module() + + out_shape1 = out_shape + out_shape2 = out_shape + out_shape3 = out_shape + if len(in_shape) >= 4: + out_shape4 = out_shape + + if expand: + out_shape1 = out_shape + out_shape2 = out_shape * 2 + out_shape3 = out_shape * 4 + if len(in_shape) >= 4: + out_shape4 = out_shape * 8 + + scratch.layer1_rn = nn.Conv2d(in_shape[0], out_shape1, kernel_size=3, stride=1, padding=1, bias=False, groups=groups) + scratch.layer2_rn = nn.Conv2d(in_shape[1], out_shape2, kernel_size=3, stride=1, padding=1, bias=False, groups=groups) + scratch.layer3_rn = nn.Conv2d(in_shape[2], out_shape3, kernel_size=3, stride=1, padding=1, bias=False, groups=groups) + if len(in_shape) >= 4: + scratch.layer4_rn = nn.Conv2d(in_shape[3], out_shape4, kernel_size=3, stride=1, padding=1, bias=False, groups=groups) + + return scratch + + +class ResidualConvUnit(nn.Module): + """Residual convolution module. + """ + + def __init__(self, features, activation, bn): + """Init. + + Args: + features (int): number of features + """ + super().__init__() + + self.bn = bn + + self.groups=1 + + self.conv1 = nn.Conv2d(features, features, kernel_size=3, stride=1, padding=1, bias=True, groups=self.groups) + + self.conv2 = nn.Conv2d(features, features, kernel_size=3, stride=1, padding=1, bias=True, groups=self.groups) + + if self.bn == True: + self.bn1 = nn.BatchNorm2d(features) + self.bn2 = nn.BatchNorm2d(features) + + self.activation = activation + + self.skip_add = nn.quantized.FloatFunctional() + + def forward(self, x): + """Forward pass. + + Args: + x (tensor): input + + Returns: + tensor: output + """ + + out = self.activation(x) + out = self.conv1(out) + if self.bn == True: + out = self.bn1(out) + + out = self.activation(out) + out = self.conv2(out) + if self.bn == True: + out = self.bn2(out) + + if self.groups > 1: + out = self.conv_merge(out) + + return self.skip_add.add(out, x) + + +class FeatureFusionBlock(nn.Module): + """Feature fusion block. + """ + + def __init__( + self, + features, + activation, + deconv=False, + bn=False, + expand=False, + align_corners=True, + size=None + ): + """Init. + + Args: + features (int): number of features + """ + super(FeatureFusionBlock, self).__init__() + + self.deconv = deconv + self.align_corners = align_corners + + self.groups=1 + + self.expand = expand + out_features = features + if self.expand == True: + out_features = features // 2 + + self.out_conv = nn.Conv2d(features, out_features, kernel_size=1, stride=1, padding=0, bias=True, groups=1) + + self.resConfUnit1 = ResidualConvUnit(features, activation, bn) + self.resConfUnit2 = ResidualConvUnit(features, activation, bn) + + self.skip_add = nn.quantized.FloatFunctional() + + self.size=size + + def forward(self, *xs, size=None): + """Forward pass. + + Returns: + tensor: output + """ + output = xs[0] + + if len(xs) == 2: + res = self.resConfUnit1(xs[1]) + output = self.skip_add.add(output, res) + + output = self.resConfUnit2(output) + + if (size is None) and (self.size is None): + modifier = {"scale_factor": 2} + elif size is None: + modifier = {"size": self.size} + else: + modifier = {"size": size} + + output = nn.functional.interpolate(output, **modifier, mode="bilinear", align_corners=self.align_corners) + + output = self.out_conv(output) + + return output diff --git a/DAM_V2/depth_anything_v2/util/transform.py b/DAM_V2/depth_anything_v2/util/transform.py new file mode 100644 index 0000000000000000000000000000000000000000..b14aacd44ea086b01725a9ca68bb49eadcf37d73 --- /dev/null +++ b/DAM_V2/depth_anything_v2/util/transform.py @@ -0,0 +1,158 @@ +import numpy as np +import cv2 + + +class Resize(object): + """Resize sample to given size (width, height). + """ + + def __init__( + self, + width, + height, + resize_target=True, + keep_aspect_ratio=False, + ensure_multiple_of=1, + resize_method="lower_bound", + image_interpolation_method=cv2.INTER_AREA, + ): + """Init. + + Args: + width (int): desired output width + height (int): desired output height + resize_target (bool, optional): + True: Resize the full sample (image, mask, target). + False: Resize image only. + Defaults to True. + keep_aspect_ratio (bool, optional): + True: Keep the aspect ratio of the input sample. + Output sample might not have the given width and height, and + resize behaviour depends on the parameter 'resize_method'. + Defaults to False. + ensure_multiple_of (int, optional): + Output width and height is constrained to be multiple of this parameter. + Defaults to 1. + resize_method (str, optional): + "lower_bound": Output will be at least as large as the given size. + "upper_bound": Output will be at max as large as the given size. (Output size might be smaller than given size.) + "minimal": Scale as least as possible. (Output size might be smaller than given size.) + Defaults to "lower_bound". + """ + self.__width = width + self.__height = height + + self.__resize_target = resize_target + self.__keep_aspect_ratio = keep_aspect_ratio + self.__multiple_of = ensure_multiple_of + self.__resize_method = resize_method + self.__image_interpolation_method = image_interpolation_method + + def constrain_to_multiple_of(self, x, min_val=0, max_val=None): + y = (np.round(x / self.__multiple_of) * self.__multiple_of).astype(int) + + if max_val is not None and y > max_val: + y = (np.floor(x / self.__multiple_of) * self.__multiple_of).astype(int) + + if y < min_val: + y = (np.ceil(x / self.__multiple_of) * self.__multiple_of).astype(int) + + return y + + def get_size(self, width, height): + # determine new height and width + scale_height = self.__height / height + scale_width = self.__width / width + + if self.__keep_aspect_ratio: + if self.__resize_method == "lower_bound": + # scale such that output size is lower bound + if scale_width > scale_height: + # fit width + scale_height = scale_width + else: + # fit height + scale_width = scale_height + elif self.__resize_method == "upper_bound": + # scale such that output size is upper bound + if scale_width < scale_height: + # fit width + scale_height = scale_width + else: + # fit height + scale_width = scale_height + elif self.__resize_method == "minimal": + # scale as least as possbile + if abs(1 - scale_width) < abs(1 - scale_height): + # fit width + scale_height = scale_width + else: + # fit height + scale_width = scale_height + else: + raise ValueError(f"resize_method {self.__resize_method} not implemented") + + if self.__resize_method == "lower_bound": + new_height = self.constrain_to_multiple_of(scale_height * height, min_val=self.__height) + new_width = self.constrain_to_multiple_of(scale_width * width, min_val=self.__width) + elif self.__resize_method == "upper_bound": + new_height = self.constrain_to_multiple_of(scale_height * height, max_val=self.__height) + new_width = self.constrain_to_multiple_of(scale_width * width, max_val=self.__width) + elif self.__resize_method == "minimal": + new_height = self.constrain_to_multiple_of(scale_height * height) + new_width = self.constrain_to_multiple_of(scale_width * width) + else: + raise ValueError(f"resize_method {self.__resize_method} not implemented") + + return (new_width, new_height) + + def __call__(self, sample): + width, height = self.get_size(sample["image"].shape[1], sample["image"].shape[0]) + + # resize sample + sample["image"] = cv2.resize(sample["image"], (width, height), interpolation=self.__image_interpolation_method) + + if self.__resize_target: + if "depth" in sample: + sample["depth"] = cv2.resize(sample["depth"], (width, height), interpolation=cv2.INTER_NEAREST) + + if "mask" in sample: + sample["mask"] = cv2.resize(sample["mask"].astype(np.float32), (width, height), interpolation=cv2.INTER_NEAREST) + + return sample + + +class NormalizeImage(object): + """Normlize image by given mean and std. + """ + + def __init__(self, mean, std): + self.__mean = mean + self.__std = std + + def __call__(self, sample): + sample["image"] = (sample["image"] - self.__mean) / self.__std + + return sample + + +class PrepareForNet(object): + """Prepare sample for usage as network input. + """ + + def __init__(self): + pass + + def __call__(self, sample): + image = np.transpose(sample["image"], (2, 0, 1)) + sample["image"] = np.ascontiguousarray(image).astype(np.float32) + + if "depth" in sample: + depth = sample["depth"].astype(np.float32) + sample["depth"] = np.ascontiguousarray(depth) + + if "mask" in sample: + sample["mask"] = sample["mask"].astype(np.float32) + sample["mask"] = np.ascontiguousarray(sample["mask"]) + + return sample \ No newline at end of file diff --git a/DAM_V2/metric_depth/README.md b/DAM_V2/metric_depth/README.md new file mode 100644 index 0000000000000000000000000000000000000000..fc84a2f050a63219dd1193b12b0651bd0ab0ced5 --- /dev/null +++ b/DAM_V2/metric_depth/README.md @@ -0,0 +1,114 @@ +# Depth Anything V2 for Metric Depth Estimation + +![teaser](./assets/compare_zoedepth.png) + +We here provide a simple codebase to fine-tune our Depth Anything V2 pre-trained encoder for metric depth estimation. Built on our powerful encoder, we use a simple DPT head to regress the depth. We fine-tune our pre-trained encoder on synthetic Hypersim / Virtual KITTI datasets for indoor / outdoor metric depth estimation, respectively. + + +# Pre-trained Models + +We provide **six metric depth models** of three scales for indoor and outdoor scenes, respectively. + +| Base Model | Params | Indoor (Hypersim) | Outdoor (Virtual KITTI 2) | +|:-|-:|:-:|:-:| +| Depth-Anything-V2-Small | 24.8M | [Download](https://huggingface.co/depth-anything/Depth-Anything-V2-Metric-Hypersim-Small/resolve/main/depth_anything_v2_metric_hypersim_vits.pth?download=true) | [Download](https://huggingface.co/depth-anything/Depth-Anything-V2-Metric-VKITTI-Small/resolve/main/depth_anything_v2_metric_vkitti_vits.pth?download=true) | +| Depth-Anything-V2-Base | 97.5M | [Download](https://huggingface.co/depth-anything/Depth-Anything-V2-Metric-Hypersim-Base/resolve/main/depth_anything_v2_metric_hypersim_vitb.pth?download=true) | [Download](https://huggingface.co/depth-anything/Depth-Anything-V2-Metric-VKITTI-Base/resolve/main/depth_anything_v2_metric_vkitti_vitb.pth?download=true) | +| Depth-Anything-V2-Large | 335.3M | [Download](https://huggingface.co/depth-anything/Depth-Anything-V2-Metric-Hypersim-Large/resolve/main/depth_anything_v2_metric_hypersim_vitl.pth?download=true) | [Download](https://huggingface.co/depth-anything/Depth-Anything-V2-Metric-VKITTI-Large/resolve/main/depth_anything_v2_metric_vkitti_vitl.pth?download=true) | + +*We recommend to first try our larger models (if computational cost is affordable) and the indoor version.* + +## Usage + +### Prepraration + +```bash +git clone https://github.com/DepthAnything/Depth-Anything-V2 +cd Depth-Anything-V2/metric_depth +pip install -r requirements.txt +``` + +Download the checkpoints listed [here](#pre-trained-models) and put them under the `checkpoints` directory. + +### Use our models +```python +import cv2 +import torch + +from depth_anything_v2.dpt import DepthAnythingV2 + +model_configs = { + 'vits': {'encoder': 'vits', 'features': 64, 'out_channels': [48, 96, 192, 384]}, + 'vitb': {'encoder': 'vitb', 'features': 128, 'out_channels': [96, 192, 384, 768]}, + 'vitl': {'encoder': 'vitl', 'features': 256, 'out_channels': [256, 512, 1024, 1024]} +} + +encoder = 'vitl' # or 'vits', 'vitb' +dataset = 'hypersim' # 'hypersim' for indoor model, 'vkitti' for outdoor model +max_depth = 20 # 20 for indoor model, 80 for outdoor model + +model = DepthAnythingV2(**{**model_configs[encoder], 'max_depth': max_depth}) +model.load_state_dict(torch.load(f'checkpoints/depth_anything_v2_metric_{dataset}_{encoder}.pth', map_location='cpu')) +model.eval() + +raw_img = cv2.imread('your/image/path') +depth = model.infer_image(raw_img) # HxW depth map in meters in numpy +``` + +### Running script on images + +Here, we take the `vitl` encoder as an example. You can also use `vitb` or `vits` encoders. + +```bash +# indoor scenes +python run.py \ + --encoder vitl \ + --load-from checkpoints/depth_anything_v2_metric_hypersim_vitl.pth \ + --max-depth 20 \ + --img-path --outdir [--input-size ] [--save-numpy] + +# outdoor scenes +python run.py \ + --encoder vitl \ + --load-from checkpoints/depth_anything_v2_metric_vkitti_vitl.pth \ + --max-depth 80 \ + --img-path --outdir [--input-size ] [--save-numpy] +``` + +### Project 2D images to point clouds: + +```bash +python depth_to_pointcloud.py \ + --encoder vitl \ + --load-from checkpoints/depth_anything_v2_metric_hypersim_vitl.pth \ + --max-depth 20 \ + --img-path --outdir +``` + +### Reproduce training + +Please first prepare the [Hypersim](https://github.com/apple/ml-hypersim) and [Virtual KITTI 2](https://europe.naverlabs.com/research/computer-vision/proxy-virtual-worlds-vkitti-2/) datasets. Then: + +```bash +bash dist_train.sh +``` + + +## Citation + +If you find this project useful, please consider citing: + +```bibtex +@article{depth_anything_v2, + title={Depth Anything V2}, + author={Yang, Lihe and Kang, Bingyi and Huang, Zilong and Zhao, Zhen and Xu, Xiaogang and Feng, Jiashi and Zhao, Hengshuang}, + journal={arXiv:2406.09414}, + year={2024} +} + +@inproceedings{depth_anything_v1, + title={Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data}, + author={Yang, Lihe and Kang, Bingyi and Huang, Zilong and Xu, Xiaogang and Feng, Jiashi and Zhao, Hengshuang}, + booktitle={CVPR}, + year={2024} +} +``` diff --git a/DAM_V2/metric_depth/assets/compare_zoedepth.png b/DAM_V2/metric_depth/assets/compare_zoedepth.png new file mode 100644 index 0000000000000000000000000000000000000000..bf04e58dd253393a9a1f12229a493bac9e44e98b --- /dev/null +++ b/DAM_V2/metric_depth/assets/compare_zoedepth.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8044e39ef6cb4aaabea9a81333fa1ff2d3e07448e7f9f43f77f471aba72a12e0 +size 9187108 diff --git a/DAM_V2/metric_depth/dataset/hypersim.py b/DAM_V2/metric_depth/dataset/hypersim.py new file mode 100644 index 0000000000000000000000000000000000000000..4d8dd3e0873ed736c1888fe1f639cc4439b5ab09 --- /dev/null +++ b/DAM_V2/metric_depth/dataset/hypersim.py @@ -0,0 +1,74 @@ +import cv2 +import h5py +import numpy as np +import torch +from torch.utils.data import Dataset +from torchvision.transforms import Compose + +from dataset.transform import Resize, NormalizeImage, PrepareForNet, Crop + + +def hypersim_distance_to_depth(npyDistance): + intWidth, intHeight, fltFocal = 1024, 768, 886.81 + + npyImageplaneX = np.linspace((-0.5 * intWidth) + 0.5, (0.5 * intWidth) - 0.5, intWidth).reshape( + 1, intWidth).repeat(intHeight, 0).astype(np.float32)[:, :, None] + npyImageplaneY = np.linspace((-0.5 * intHeight) + 0.5, (0.5 * intHeight) - 0.5, + intHeight).reshape(intHeight, 1).repeat(intWidth, 1).astype(np.float32)[:, :, None] + npyImageplaneZ = np.full([intHeight, intWidth, 1], fltFocal, np.float32) + npyImageplane = np.concatenate( + [npyImageplaneX, npyImageplaneY, npyImageplaneZ], 2) + + npyDepth = npyDistance / np.linalg.norm(npyImageplane, 2, 2) * fltFocal + return npyDepth + + +class Hypersim(Dataset): + def __init__(self, filelist_path, mode, size=(518, 518)): + + self.mode = mode + self.size = size + + with open(filelist_path, 'r') as f: + self.filelist = f.read().splitlines() + + net_w, net_h = size + self.transform = Compose([ + Resize( + width=net_w, + height=net_h, + resize_target=True if mode == 'train' else False, + keep_aspect_ratio=True, + ensure_multiple_of=14, + resize_method='lower_bound', + image_interpolation_method=cv2.INTER_CUBIC, + ), + NormalizeImage(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]), + PrepareForNet(), + ] + ([Crop(size[0])] if self.mode == 'train' else [])) + + def __getitem__(self, item): + img_path = self.filelist[item].split(' ')[0] + depth_path = self.filelist[item].split(' ')[1] + + image = cv2.imread(img_path) + image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB) / 255.0 + + depth_fd = h5py.File(depth_path, "r") + distance_meters = np.array(depth_fd['dataset']) + depth = hypersim_distance_to_depth(distance_meters) + + sample = self.transform({'image': image, 'depth': depth}) + + sample['image'] = torch.from_numpy(sample['image']) + sample['depth'] = torch.from_numpy(sample['depth']) + + sample['valid_mask'] = (torch.isnan(sample['depth']) == 0) + sample['depth'][sample['valid_mask'] == 0] = 0 + + sample['image_path'] = self.filelist[item].split(' ')[0] + + return sample + + def __len__(self): + return len(self.filelist) \ No newline at end of file diff --git a/DAM_V2/metric_depth/dataset/kitti.py b/DAM_V2/metric_depth/dataset/kitti.py new file mode 100644 index 0000000000000000000000000000000000000000..4be6828ad52720c64e3296fa81bb262e95ec1bbe --- /dev/null +++ b/DAM_V2/metric_depth/dataset/kitti.py @@ -0,0 +1,57 @@ +import cv2 +import torch +from torch.utils.data import Dataset +from torchvision.transforms import Compose + +from dataset.transform import Resize, NormalizeImage, PrepareForNet + + +class KITTI(Dataset): + def __init__(self, filelist_path, mode, size=(518, 518)): + if mode != 'val': + raise NotImplementedError + + self.mode = mode + self.size = size + + with open(filelist_path, 'r') as f: + self.filelist = f.read().splitlines() + + net_w, net_h = size + self.transform = Compose([ + Resize( + width=net_w, + height=net_h, + resize_target=True if mode == 'train' else False, + keep_aspect_ratio=True, + ensure_multiple_of=14, + resize_method='lower_bound', + image_interpolation_method=cv2.INTER_CUBIC, + ), + NormalizeImage(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]), + PrepareForNet(), + ]) + + def __getitem__(self, item): + img_path = self.filelist[item].split(' ')[0] + depth_path = self.filelist[item].split(' ')[1] + + image = cv2.imread(img_path) + image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB) / 255.0 + + depth = cv2.imread(depth_path, cv2.IMREAD_UNCHANGED).astype('float32') + + sample = self.transform({'image': image, 'depth': depth}) + + sample['image'] = torch.from_numpy(sample['image']) + sample['depth'] = torch.from_numpy(sample['depth']) + sample['depth'] = sample['depth'] / 256.0 # convert in meters + + sample['valid_mask'] = sample['depth'] > 0 + + sample['image_path'] = self.filelist[item].split(' ')[0] + + return sample + + def __len__(self): + return len(self.filelist) \ No newline at end of file diff --git a/DAM_V2/metric_depth/dataset/splits/hypersim/train.txt b/DAM_V2/metric_depth/dataset/splits/hypersim/train.txt new file mode 100644 index 0000000000000000000000000000000000000000..b2fc477a66b0ab60f8b7c6486a969b1ac27d6a3c --- /dev/null +++ b/DAM_V2/metric_depth/dataset/splits/hypersim/train.txt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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/mnt/bn/liheyang/DepthDatasets/vKitti2/Scene20/15-deg-right/frames/depth/Camera_0/depth_00277.png +/mnt/bn/liheyang/DepthDatasets/vKitti2/Scene18/sunset/frames/rgb/Camera_0/rgb_00089.jpg /mnt/bn/liheyang/DepthDatasets/vKitti2/Scene18/sunset/frames/depth/Camera_0/depth_00089.png +/mnt/bn/liheyang/DepthDatasets/vKitti2/Scene20/overcast/frames/rgb/Camera_0/rgb_00151.jpg /mnt/bn/liheyang/DepthDatasets/vKitti2/Scene20/overcast/frames/depth/Camera_0/depth_00151.png +/mnt/bn/liheyang/DepthDatasets/vKitti2/Scene20/sunset/frames/rgb/Camera_0/rgb_00317.jpg /mnt/bn/liheyang/DepthDatasets/vKitti2/Scene20/sunset/frames/depth/Camera_0/depth_00317.png +/mnt/bn/liheyang/DepthDatasets/vKitti2/Scene20/15-deg-left/frames/rgb/Camera_0/rgb_00646.jpg /mnt/bn/liheyang/DepthDatasets/vKitti2/Scene20/15-deg-left/frames/depth/Camera_0/depth_00646.png +/mnt/bn/liheyang/DepthDatasets/vKitti2/Scene01/sunset/frames/rgb/Camera_0/rgb_00283.jpg /mnt/bn/liheyang/DepthDatasets/vKitti2/Scene01/sunset/frames/depth/Camera_0/depth_00283.png +/mnt/bn/liheyang/DepthDatasets/vKitti2/Scene20/rain/frames/rgb/Camera_0/rgb_00272.jpg /mnt/bn/liheyang/DepthDatasets/vKitti2/Scene20/rain/frames/depth/Camera_0/depth_00272.png +/mnt/bn/liheyang/DepthDatasets/vKitti2/Scene18/clone/frames/rgb/Camera_0/rgb_00301.jpg /mnt/bn/liheyang/DepthDatasets/vKitti2/Scene18/clone/frames/depth/Camera_0/depth_00301.png +/mnt/bn/liheyang/DepthDatasets/vKitti2/Scene18/clone/frames/rgb/Camera_0/rgb_00186.jpg /mnt/bn/liheyang/DepthDatasets/vKitti2/Scene18/clone/frames/depth/Camera_0/depth_00186.png diff --git a/DAM_V2/metric_depth/dataset/transform.py b/DAM_V2/metric_depth/dataset/transform.py new file mode 100644 index 0000000000000000000000000000000000000000..41fd0dc9b270081b1c7bdfe3434777e4170ca4a3 --- /dev/null +++ b/DAM_V2/metric_depth/dataset/transform.py @@ -0,0 +1,277 @@ +import cv2 +import math +import numpy as np +import torch +import torch.nn.functional as F + + +def apply_min_size(sample, size, image_interpolation_method=cv2.INTER_AREA): + """Rezise the sample to ensure the given size. Keeps aspect ratio. + + Args: + sample (dict): sample + size (tuple): image size + + Returns: + tuple: new size + """ + shape = list(sample["disparity"].shape) + + if shape[0] >= size[0] and shape[1] >= size[1]: + return sample + + scale = [0, 0] + scale[0] = size[0] / shape[0] + scale[1] = size[1] / shape[1] + + scale = max(scale) + + shape[0] = math.ceil(scale * shape[0]) + shape[1] = math.ceil(scale * shape[1]) + + # resize + sample["image"] = cv2.resize( + sample["image"], tuple(shape[::-1]), interpolation=image_interpolation_method + ) + + sample["disparity"] = cv2.resize( + sample["disparity"], tuple(shape[::-1]), interpolation=cv2.INTER_NEAREST + ) + sample["mask"] = cv2.resize( + sample["mask"].astype(np.float32), + tuple(shape[::-1]), + interpolation=cv2.INTER_NEAREST, + ) + sample["mask"] = sample["mask"].astype(bool) + + return tuple(shape) + + +class Resize(object): + """Resize sample to given size (width, height). + """ + + def __init__( + self, + width, + height, + resize_target=True, + keep_aspect_ratio=False, + ensure_multiple_of=1, + resize_method="lower_bound", + image_interpolation_method=cv2.INTER_AREA, + ): + """Init. + + Args: + width (int): desired output width + height (int): desired output height + resize_target (bool, optional): + True: Resize the full sample (image, mask, target). + False: Resize image only. + Defaults to True. + keep_aspect_ratio (bool, optional): + True: Keep the aspect ratio of the input sample. + Output sample might not have the given width and height, and + resize behaviour depends on the parameter 'resize_method'. + Defaults to False. + ensure_multiple_of (int, optional): + Output width and height is constrained to be multiple of this parameter. + Defaults to 1. + resize_method (str, optional): + "lower_bound": Output will be at least as large as the given size. + "upper_bound": Output will be at max as large as the given size. (Output size might be smaller than given size.) + "minimal": Scale as least as possible. (Output size might be smaller than given size.) + Defaults to "lower_bound". + """ + self.__width = width + self.__height = height + + self.__resize_target = resize_target + self.__keep_aspect_ratio = keep_aspect_ratio + self.__multiple_of = ensure_multiple_of + self.__resize_method = resize_method + self.__image_interpolation_method = image_interpolation_method + + def constrain_to_multiple_of(self, x, min_val=0, max_val=None): + y = (np.round(x / self.__multiple_of) * self.__multiple_of).astype(int) + + if max_val is not None and y > max_val: + y = (np.floor(x / self.__multiple_of) * self.__multiple_of).astype(int) + + if y < min_val: + y = (np.ceil(x / self.__multiple_of) * self.__multiple_of).astype(int) + + return y + + def get_size(self, width, height): + # determine new height and width + scale_height = self.__height / height + scale_width = self.__width / width + + if self.__keep_aspect_ratio: + if self.__resize_method == "lower_bound": + # scale such that output size is lower bound + if scale_width > scale_height: + # fit width + scale_height = scale_width + else: + # fit height + scale_width = scale_height + elif self.__resize_method == "upper_bound": + # scale such that output size is upper bound + if scale_width < scale_height: + # fit width + scale_height = scale_width + else: + # fit height + scale_width = scale_height + elif self.__resize_method == "minimal": + # scale as least as possbile + if abs(1 - scale_width) < abs(1 - scale_height): + # fit width + scale_height = scale_width + else: + # fit height + scale_width = scale_height + else: + raise ValueError( + f"resize_method {self.__resize_method} not implemented" + ) + + if self.__resize_method == "lower_bound": + new_height = self.constrain_to_multiple_of( + scale_height * height, min_val=self.__height + ) + new_width = self.constrain_to_multiple_of( + scale_width * width, min_val=self.__width + ) + elif self.__resize_method == "upper_bound": + new_height = self.constrain_to_multiple_of( + scale_height * height, max_val=self.__height + ) + new_width = self.constrain_to_multiple_of( + scale_width * width, max_val=self.__width + ) + elif self.__resize_method == "minimal": + new_height = self.constrain_to_multiple_of(scale_height * height) + new_width = self.constrain_to_multiple_of(scale_width * width) + else: + raise ValueError(f"resize_method {self.__resize_method} not implemented") + + return (new_width, new_height) + + def __call__(self, sample): + width, height = self.get_size( + sample["image"].shape[1], sample["image"].shape[0] + ) + + # resize sample + sample["image"] = cv2.resize( + sample["image"], + (width, height), + interpolation=self.__image_interpolation_method, + ) + + if self.__resize_target: + if "disparity" in sample: + sample["disparity"] = cv2.resize( + sample["disparity"], + (width, height), + interpolation=cv2.INTER_NEAREST, + ) + + if "depth" in sample: + sample["depth"] = cv2.resize( + sample["depth"], (width, height), interpolation=cv2.INTER_NEAREST + ) + + if "semseg_mask" in sample: + # sample["semseg_mask"] = cv2.resize( + # sample["semseg_mask"], (width, height), interpolation=cv2.INTER_NEAREST + # ) + sample["semseg_mask"] = F.interpolate(torch.from_numpy(sample["semseg_mask"]).float()[None, None, ...], (height, width), mode='nearest').numpy()[0, 0] + + if "mask" in sample: + sample["mask"] = cv2.resize( + sample["mask"].astype(np.float32), + (width, height), + interpolation=cv2.INTER_NEAREST, + ) + # sample["mask"] = sample["mask"].astype(bool) + + # print(sample['image'].shape, sample['depth'].shape) + return sample + + +class NormalizeImage(object): + """Normlize image by given mean and std. + """ + + def __init__(self, mean, std): + self.__mean = mean + self.__std = std + + def __call__(self, sample): + sample["image"] = (sample["image"] - self.__mean) / self.__std + + return sample + + +class PrepareForNet(object): + """Prepare sample for usage as network input. + """ + + def __init__(self): + pass + + def __call__(self, sample): + image = np.transpose(sample["image"], (2, 0, 1)) + sample["image"] = np.ascontiguousarray(image).astype(np.float32) + + if "mask" in sample: + sample["mask"] = sample["mask"].astype(np.float32) + sample["mask"] = np.ascontiguousarray(sample["mask"]) + + if "depth" in sample: + depth = sample["depth"].astype(np.float32) + sample["depth"] = np.ascontiguousarray(depth) + + if "semseg_mask" in sample: + sample["semseg_mask"] = sample["semseg_mask"].astype(np.float32) + sample["semseg_mask"] = np.ascontiguousarray(sample["semseg_mask"]) + + return sample + + +class Crop(object): + """Crop sample for batch-wise training. Image is of shape CxHxW + """ + + def __init__(self, size): + if isinstance(size, int): + self.size = (size, size) + else: + self.size = size + + def __call__(self, sample): + h, w = sample['image'].shape[-2:] + assert h >= self.size[0] and w >= self.size[1], 'Wrong size' + + h_start = np.random.randint(0, h - self.size[0] + 1) + w_start = np.random.randint(0, w - self.size[1] + 1) + h_end = h_start + self.size[0] + w_end = w_start + self.size[1] + + sample['image'] = sample['image'][:, h_start: h_end, w_start: w_end] + + if "depth" in sample: + sample["depth"] = sample["depth"][h_start: h_end, w_start: w_end] + + if "mask" in sample: + sample["mask"] = sample["mask"][h_start: h_end, w_start: w_end] + + if "semseg_mask" in sample: + sample["semseg_mask"] = sample["semseg_mask"][h_start: h_end, w_start: w_end] + + return sample \ No newline at end of file diff --git a/DAM_V2/metric_depth/dataset/vkitti2.py b/DAM_V2/metric_depth/dataset/vkitti2.py new file mode 100644 index 0000000000000000000000000000000000000000..48cb03112b8861fe7862cce3b25158a0b0a5ff25 --- /dev/null +++ b/DAM_V2/metric_depth/dataset/vkitti2.py @@ -0,0 +1,54 @@ +import cv2 +import torch +from torch.utils.data import Dataset +from torchvision.transforms import Compose + +from dataset.transform import Resize, NormalizeImage, PrepareForNet, Crop + + +class VKITTI2(Dataset): + def __init__(self, filelist_path, mode, size=(518, 518)): + + self.mode = mode + self.size = size + + with open(filelist_path, 'r') as f: + self.filelist = f.read().splitlines() + + net_w, net_h = size + self.transform = Compose([ + Resize( + width=net_w, + height=net_h, + resize_target=True if mode == 'train' else False, + keep_aspect_ratio=True, + ensure_multiple_of=14, + resize_method='lower_bound', + image_interpolation_method=cv2.INTER_CUBIC, + ), + NormalizeImage(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]), + PrepareForNet(), + ] + ([Crop(size[0])] if self.mode == 'train' else [])) + + def __getitem__(self, item): + img_path = self.filelist[item].split(' ')[0] + depth_path = self.filelist[item].split(' ')[1] + + image = cv2.imread(img_path) + image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB) / 255.0 + + depth = cv2.imread(depth_path, cv2.IMREAD_ANYCOLOR | cv2.IMREAD_ANYDEPTH) / 100.0 # cm to m + + sample = self.transform({'image': image, 'depth': depth}) + + sample['image'] = torch.from_numpy(sample['image']) + sample['depth'] = torch.from_numpy(sample['depth']) + + sample['valid_mask'] = (sample['depth'] <= 80) + + sample['image_path'] = self.filelist[item].split(' ')[0] + + return sample + + def __len__(self): + return len(self.filelist) \ No newline at end of file diff --git a/DAM_V2/metric_depth/depth_anything_v2/__pycache__/dinov2.cpython-311.pyc b/DAM_V2/metric_depth/depth_anything_v2/__pycache__/dinov2.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..34fea10ec0c372a166d594b2e1f4120509217eb9 Binary files /dev/null and b/DAM_V2/metric_depth/depth_anything_v2/__pycache__/dinov2.cpython-311.pyc differ diff --git a/DAM_V2/metric_depth/depth_anything_v2/__pycache__/dpt.cpython-311.pyc b/DAM_V2/metric_depth/depth_anything_v2/__pycache__/dpt.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..9cbe7388b9337c6c8d0999909c9f21fdfc2cc261 Binary files /dev/null and b/DAM_V2/metric_depth/depth_anything_v2/__pycache__/dpt.cpython-311.pyc differ diff --git a/DAM_V2/metric_depth/depth_anything_v2/dinov2.py b/DAM_V2/metric_depth/depth_anything_v2/dinov2.py new file mode 100644 index 0000000000000000000000000000000000000000..ec4499a18330523aa3564b16be70e813de000c94 --- /dev/null +++ b/DAM_V2/metric_depth/depth_anything_v2/dinov2.py @@ -0,0 +1,415 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# +# This source code is licensed under the Apache License, Version 2.0 +# found in the LICENSE file in the root directory of this source tree. + +# References: +# https://github.com/facebookresearch/dino/blob/main/vision_transformer.py +# https://github.com/rwightman/pytorch-image-models/tree/master/timm/models/vision_transformer.py + +from functools import partial +import math +import logging +from typing import Sequence, Tuple, Union, Callable + +import torch +import torch.nn as nn +import torch.utils.checkpoint +from torch.nn.init import trunc_normal_ + +from .dinov2_layers import Mlp, PatchEmbed, SwiGLUFFNFused, MemEffAttention, NestedTensorBlock as Block + + +logger = logging.getLogger("dinov2") + + +def named_apply(fn: Callable, module: nn.Module, name="", depth_first=True, include_root=False) -> nn.Module: + if not depth_first and include_root: + fn(module=module, name=name) + for child_name, child_module in module.named_children(): + child_name = ".".join((name, child_name)) if name else child_name + named_apply(fn=fn, module=child_module, name=child_name, depth_first=depth_first, include_root=True) + if depth_first and include_root: + fn(module=module, name=name) + return module + + +class BlockChunk(nn.ModuleList): + def forward(self, x): + for b in self: + x = b(x) + return x + + +class DinoVisionTransformer(nn.Module): + def __init__( + self, + img_size=224, + patch_size=16, + in_chans=3, + embed_dim=768, + depth=12, + num_heads=12, + mlp_ratio=4.0, + qkv_bias=True, + ffn_bias=True, + proj_bias=True, + drop_path_rate=0.0, + drop_path_uniform=False, + init_values=None, # for layerscale: None or 0 => no layerscale + embed_layer=PatchEmbed, + act_layer=nn.GELU, + block_fn=Block, + ffn_layer="mlp", + block_chunks=1, + num_register_tokens=0, + interpolate_antialias=False, + interpolate_offset=0.1, + ): + """ + Args: + img_size (int, tuple): input image size + patch_size (int, tuple): patch size + in_chans (int): number of input channels + embed_dim (int): embedding dimension + depth (int): depth of transformer + num_heads (int): number of attention heads + mlp_ratio (int): ratio of mlp hidden dim to embedding dim + qkv_bias (bool): enable bias for qkv if True + proj_bias (bool): enable bias for proj in attn if True + ffn_bias (bool): enable bias for ffn if True + drop_path_rate (float): stochastic depth rate + drop_path_uniform (bool): apply uniform drop rate across blocks + weight_init (str): weight init scheme + init_values (float): layer-scale init values + embed_layer (nn.Module): patch embedding layer + act_layer (nn.Module): MLP activation layer + block_fn (nn.Module): transformer block class + ffn_layer (str): "mlp", "swiglu", "swiglufused" or "identity" + block_chunks: (int) split block sequence into block_chunks units for FSDP wrap + num_register_tokens: (int) number of extra cls tokens (so-called "registers") + interpolate_antialias: (str) flag to apply anti-aliasing when interpolating positional embeddings + interpolate_offset: (float) work-around offset to apply when interpolating positional embeddings + """ + super().__init__() + norm_layer = partial(nn.LayerNorm, eps=1e-6) + + self.num_features = self.embed_dim = embed_dim # num_features for consistency with other models + self.num_tokens = 1 + self.n_blocks = depth + self.num_heads = num_heads + self.patch_size = patch_size + self.num_register_tokens = num_register_tokens + self.interpolate_antialias = interpolate_antialias + self.interpolate_offset = interpolate_offset + + self.patch_embed = embed_layer(img_size=img_size, patch_size=patch_size, in_chans=in_chans, embed_dim=embed_dim) + num_patches = self.patch_embed.num_patches + + self.cls_token = nn.Parameter(torch.zeros(1, 1, embed_dim)) + self.pos_embed = nn.Parameter(torch.zeros(1, num_patches + self.num_tokens, embed_dim)) + assert num_register_tokens >= 0 + self.register_tokens = ( + nn.Parameter(torch.zeros(1, num_register_tokens, embed_dim)) if num_register_tokens else None + ) + + if drop_path_uniform is True: + dpr = [drop_path_rate] * depth + else: + dpr = [x.item() for x in torch.linspace(0, drop_path_rate, depth)] # stochastic depth decay rule + + if ffn_layer == "mlp": + logger.info("using MLP layer as FFN") + ffn_layer = Mlp + elif ffn_layer == "swiglufused" or ffn_layer == "swiglu": + logger.info("using SwiGLU layer as FFN") + ffn_layer = SwiGLUFFNFused + elif ffn_layer == "identity": + logger.info("using Identity layer as FFN") + + def f(*args, **kwargs): + return nn.Identity() + + ffn_layer = f + else: + raise NotImplementedError + + blocks_list = [ + block_fn( + dim=embed_dim, + num_heads=num_heads, + mlp_ratio=mlp_ratio, + qkv_bias=qkv_bias, + proj_bias=proj_bias, + ffn_bias=ffn_bias, + drop_path=dpr[i], + norm_layer=norm_layer, + act_layer=act_layer, + ffn_layer=ffn_layer, + init_values=init_values, + ) + for i in range(depth) + ] + if block_chunks > 0: + self.chunked_blocks = True + chunked_blocks = [] + chunksize = depth // block_chunks + for i in range(0, depth, chunksize): + # this is to keep the block index consistent if we chunk the block list + chunked_blocks.append([nn.Identity()] * i + blocks_list[i : i + chunksize]) + self.blocks = nn.ModuleList([BlockChunk(p) for p in chunked_blocks]) + else: + self.chunked_blocks = False + self.blocks = nn.ModuleList(blocks_list) + + self.norm = norm_layer(embed_dim) + self.head = nn.Identity() + + self.mask_token = nn.Parameter(torch.zeros(1, embed_dim)) + + self.init_weights() + + def init_weights(self): + trunc_normal_(self.pos_embed, std=0.02) + nn.init.normal_(self.cls_token, std=1e-6) + if self.register_tokens is not None: + nn.init.normal_(self.register_tokens, std=1e-6) + named_apply(init_weights_vit_timm, self) + + def interpolate_pos_encoding(self, x, w, h): + previous_dtype = x.dtype + npatch = x.shape[1] - 1 + N = self.pos_embed.shape[1] - 1 + if npatch == N and w == h: + return self.pos_embed + pos_embed = self.pos_embed.float() + class_pos_embed = pos_embed[:, 0] + patch_pos_embed = pos_embed[:, 1:] + dim = x.shape[-1] + w0 = w // self.patch_size + h0 = h // self.patch_size + # we add a small number to avoid floating point error in the interpolation + # see discussion at https://github.com/facebookresearch/dino/issues/8 + # DINOv2 with register modify the interpolate_offset from 0.1 to 0.0 + w0, h0 = w0 + self.interpolate_offset, h0 + self.interpolate_offset + # w0, h0 = w0 + 0.1, h0 + 0.1 + + sqrt_N = math.sqrt(N) + sx, sy = float(w0) / sqrt_N, float(h0) / sqrt_N + patch_pos_embed = nn.functional.interpolate( + patch_pos_embed.reshape(1, int(sqrt_N), int(sqrt_N), dim).permute(0, 3, 1, 2), + scale_factor=(sx, sy), + # (int(w0), int(h0)), # to solve the upsampling shape issue + mode="bicubic", + antialias=self.interpolate_antialias + ) + + assert int(w0) == patch_pos_embed.shape[-2] + assert int(h0) == patch_pos_embed.shape[-1] + patch_pos_embed = patch_pos_embed.permute(0, 2, 3, 1).view(1, -1, dim) + return torch.cat((class_pos_embed.unsqueeze(0), patch_pos_embed), dim=1).to(previous_dtype) + + def prepare_tokens_with_masks(self, x, masks=None): + B, nc, w, h = x.shape + x = self.patch_embed(x) + if masks is not None: + x = torch.where(masks.unsqueeze(-1), self.mask_token.to(x.dtype).unsqueeze(0), x) + + x = torch.cat((self.cls_token.expand(x.shape[0], -1, -1), x), dim=1) + x = x + self.interpolate_pos_encoding(x, w, h) + + if self.register_tokens is not None: + x = torch.cat( + ( + x[:, :1], + self.register_tokens.expand(x.shape[0], -1, -1), + x[:, 1:], + ), + dim=1, + ) + + return x + + def forward_features_list(self, x_list, masks_list): + x = [self.prepare_tokens_with_masks(x, masks) for x, masks in zip(x_list, masks_list)] + for blk in self.blocks: + x = blk(x) + + all_x = x + output = [] + for x, masks in zip(all_x, masks_list): + x_norm = self.norm(x) + output.append( + { + "x_norm_clstoken": x_norm[:, 0], + "x_norm_regtokens": x_norm[:, 1 : self.num_register_tokens + 1], + "x_norm_patchtokens": x_norm[:, self.num_register_tokens + 1 :], + "x_prenorm": x, + "masks": masks, + } + ) + return output + + def forward_features(self, x, masks=None): + if isinstance(x, list): + return self.forward_features_list(x, masks) + + x = self.prepare_tokens_with_masks(x, masks) + + for blk in self.blocks: + x = blk(x) + + x_norm = self.norm(x) + return { + "x_norm_clstoken": x_norm[:, 0], + "x_norm_regtokens": x_norm[:, 1 : self.num_register_tokens + 1], + "x_norm_patchtokens": x_norm[:, self.num_register_tokens + 1 :], + "x_prenorm": x, + "masks": masks, + } + + def _get_intermediate_layers_not_chunked(self, x, n=1): + x = self.prepare_tokens_with_masks(x) + # If n is an int, take the n last blocks. If it's a list, take them + output, total_block_len = [], len(self.blocks) + blocks_to_take = range(total_block_len - n, total_block_len) if isinstance(n, int) else n + for i, blk in enumerate(self.blocks): + x = blk(x) + if i in blocks_to_take: + output.append(x) + assert len(output) == len(blocks_to_take), f"only {len(output)} / {len(blocks_to_take)} blocks found" + return output + + def _get_intermediate_layers_chunked(self, x, n=1): + x = self.prepare_tokens_with_masks(x) + output, i, total_block_len = [], 0, len(self.blocks[-1]) + # If n is an int, take the n last blocks. If it's a list, take them + blocks_to_take = range(total_block_len - n, total_block_len) if isinstance(n, int) else n + for block_chunk in self.blocks: + for blk in block_chunk[i:]: # Passing the nn.Identity() + x = blk(x) + if i in blocks_to_take: + output.append(x) + i += 1 + assert len(output) == len(blocks_to_take), f"only {len(output)} / {len(blocks_to_take)} blocks found" + return output + + def get_intermediate_layers( + self, + x: torch.Tensor, + n: Union[int, Sequence] = 1, # Layers or n last layers to take + reshape: bool = False, + return_class_token: bool = False, + norm=True + ) -> Tuple[Union[torch.Tensor, Tuple[torch.Tensor]]]: + if self.chunked_blocks: + outputs = self._get_intermediate_layers_chunked(x, n) + else: + outputs = self._get_intermediate_layers_not_chunked(x, n) + if norm: + outputs = [self.norm(out) for out in outputs] + class_tokens = [out[:, 0] for out in outputs] + outputs = [out[:, 1 + self.num_register_tokens:] for out in outputs] + if reshape: + B, _, w, h = x.shape + outputs = [ + out.reshape(B, w // self.patch_size, h // self.patch_size, -1).permute(0, 3, 1, 2).contiguous() + for out in outputs + ] + if return_class_token: + return tuple(zip(outputs, class_tokens)) + return tuple(outputs) + + def forward(self, *args, is_training=False, **kwargs): + ret = self.forward_features(*args, **kwargs) + if is_training: + return ret + else: + return self.head(ret["x_norm_clstoken"]) + + +def init_weights_vit_timm(module: nn.Module, name: str = ""): + """ViT weight initialization, original timm impl (for reproducibility)""" + if isinstance(module, nn.Linear): + trunc_normal_(module.weight, std=0.02) + if module.bias is not None: + nn.init.zeros_(module.bias) + + +def vit_small(patch_size=16, num_register_tokens=0, **kwargs): + model = DinoVisionTransformer( + patch_size=patch_size, + embed_dim=384, + depth=12, + num_heads=6, + mlp_ratio=4, + block_fn=partial(Block, attn_class=MemEffAttention), + num_register_tokens=num_register_tokens, + **kwargs, + ) + return model + + +def vit_base(patch_size=16, num_register_tokens=0, **kwargs): + model = DinoVisionTransformer( + patch_size=patch_size, + embed_dim=768, + depth=12, + num_heads=12, + mlp_ratio=4, + block_fn=partial(Block, attn_class=MemEffAttention), + num_register_tokens=num_register_tokens, + **kwargs, + ) + return model + + +def vit_large(patch_size=16, num_register_tokens=0, **kwargs): + model = DinoVisionTransformer( + patch_size=patch_size, + embed_dim=1024, + depth=24, + num_heads=16, + mlp_ratio=4, + block_fn=partial(Block, attn_class=MemEffAttention), + num_register_tokens=num_register_tokens, + **kwargs, + ) + return model + + +def vit_giant2(patch_size=16, num_register_tokens=0, **kwargs): + """ + Close to ViT-giant, with embed-dim 1536 and 24 heads => embed-dim per head 64 + """ + model = DinoVisionTransformer( + patch_size=patch_size, + embed_dim=1536, + depth=40, + num_heads=24, + mlp_ratio=4, + block_fn=partial(Block, attn_class=MemEffAttention), + num_register_tokens=num_register_tokens, + **kwargs, + ) + return model + + +def DINOv2(model_name): + model_zoo = { + "vits": vit_small, + "vitb": vit_base, + "vitl": vit_large, + "vitg": vit_giant2 + } + + return model_zoo[model_name]( + img_size=518, + patch_size=14, + init_values=1.0, + ffn_layer="mlp" if model_name != "vitg" else "swiglufused", + block_chunks=0, + num_register_tokens=0, + interpolate_antialias=False, + interpolate_offset=0.1 + ) \ No newline at end of file diff --git a/DAM_V2/metric_depth/depth_anything_v2/dinov2_layers/__init__.py b/DAM_V2/metric_depth/depth_anything_v2/dinov2_layers/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..8120f4bc83066cb3f825ce32daa3b437f88486f1 --- /dev/null +++ b/DAM_V2/metric_depth/depth_anything_v2/dinov2_layers/__init__.py @@ -0,0 +1,11 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + +from .mlp import Mlp +from .patch_embed import PatchEmbed +from .swiglu_ffn import SwiGLUFFN, SwiGLUFFNFused +from .block import NestedTensorBlock +from .attention import MemEffAttention diff --git a/DAM_V2/metric_depth/depth_anything_v2/dinov2_layers/__pycache__/__init__.cpython-311.pyc b/DAM_V2/metric_depth/depth_anything_v2/dinov2_layers/__pycache__/__init__.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..8971bdfce823fbacb9f81265f048a558e0e8452d Binary files /dev/null and b/DAM_V2/metric_depth/depth_anything_v2/dinov2_layers/__pycache__/__init__.cpython-311.pyc differ diff --git a/DAM_V2/metric_depth/depth_anything_v2/dinov2_layers/__pycache__/attention.cpython-311.pyc b/DAM_V2/metric_depth/depth_anything_v2/dinov2_layers/__pycache__/attention.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..26e082539601a1f3c5bd1a809e1fcca23e8d1c6f Binary files /dev/null and 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0000000000000000000000000000000000000000..815a2bf53dbec496f6a184ed7d03bcecb7124262 --- /dev/null +++ b/DAM_V2/metric_depth/depth_anything_v2/dinov2_layers/attention.py @@ -0,0 +1,83 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + +# References: +# https://github.com/facebookresearch/dino/blob/master/vision_transformer.py +# https://github.com/rwightman/pytorch-image-models/tree/master/timm/models/vision_transformer.py + +import logging + +from torch import Tensor +from torch import nn + + +logger = logging.getLogger("dinov2") + + +try: + from xformers.ops import memory_efficient_attention, unbind, fmha + + XFORMERS_AVAILABLE = True +except ImportError: + logger.warning("xFormers not available") + XFORMERS_AVAILABLE = False + + +class Attention(nn.Module): + def __init__( + self, + dim: int, + num_heads: int = 8, + qkv_bias: bool = False, + proj_bias: bool = True, + attn_drop: float = 0.0, + proj_drop: float = 0.0, + ) -> None: + super().__init__() + self.num_heads = num_heads + head_dim = dim // num_heads + self.scale = head_dim**-0.5 + + self.qkv = nn.Linear(dim, dim * 3, bias=qkv_bias) + self.attn_drop = nn.Dropout(attn_drop) + self.proj = nn.Linear(dim, dim, bias=proj_bias) + self.proj_drop = nn.Dropout(proj_drop) + + def forward(self, x: Tensor) -> Tensor: + B, N, C = x.shape + qkv = self.qkv(x).reshape(B, N, 3, self.num_heads, C // self.num_heads).permute(2, 0, 3, 1, 4) + + q, k, v = qkv[0] * self.scale, qkv[1], qkv[2] + attn = q @ k.transpose(-2, -1) + + attn = attn.softmax(dim=-1) + attn = self.attn_drop(attn) + + x = (attn @ v).transpose(1, 2).reshape(B, N, C) + x = self.proj(x) + x = self.proj_drop(x) + return x + + +class MemEffAttention(Attention): + def forward(self, x: Tensor, attn_bias=None) -> Tensor: + if not XFORMERS_AVAILABLE: + assert attn_bias is None, "xFormers is required for nested tensors usage" + return super().forward(x) + + B, N, C = x.shape + qkv = self.qkv(x).reshape(B, N, 3, self.num_heads, C // self.num_heads) + + q, k, v = unbind(qkv, 2) + + x = memory_efficient_attention(q, k, v, attn_bias=attn_bias) + x = x.reshape([B, N, C]) + + x = self.proj(x) + x = self.proj_drop(x) + return x + + \ No newline at end of file diff --git a/DAM_V2/metric_depth/depth_anything_v2/dinov2_layers/block.py b/DAM_V2/metric_depth/depth_anything_v2/dinov2_layers/block.py new file mode 100644 index 0000000000000000000000000000000000000000..25488f57cc0ad3c692f86b62555f6668e2a66db1 --- /dev/null +++ b/DAM_V2/metric_depth/depth_anything_v2/dinov2_layers/block.py @@ -0,0 +1,252 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + +# References: +# https://github.com/facebookresearch/dino/blob/master/vision_transformer.py +# https://github.com/rwightman/pytorch-image-models/tree/master/timm/layers/patch_embed.py + +import logging +from typing import Callable, List, Any, Tuple, Dict + +import torch +from torch import nn, Tensor + +from .attention import Attention, MemEffAttention +from .drop_path import DropPath +from .layer_scale import LayerScale +from .mlp import Mlp + + +logger = logging.getLogger("dinov2") + + +try: + from xformers.ops import fmha + from xformers.ops import scaled_index_add, index_select_cat + + XFORMERS_AVAILABLE = True +except ImportError: + logger.warning("xFormers not available") + XFORMERS_AVAILABLE = False + + +class Block(nn.Module): + def __init__( + self, + dim: int, + num_heads: int, + mlp_ratio: float = 4.0, + qkv_bias: bool = False, + proj_bias: bool = True, + ffn_bias: bool = True, + drop: float = 0.0, + attn_drop: float = 0.0, + init_values=None, + drop_path: float = 0.0, + act_layer: Callable[..., nn.Module] = nn.GELU, + norm_layer: Callable[..., nn.Module] = nn.LayerNorm, + attn_class: Callable[..., nn.Module] = Attention, + ffn_layer: Callable[..., nn.Module] = Mlp, + ) -> None: + super().__init__() + # print(f"biases: qkv: {qkv_bias}, proj: {proj_bias}, ffn: {ffn_bias}") + self.norm1 = norm_layer(dim) + self.attn = attn_class( + dim, + num_heads=num_heads, + qkv_bias=qkv_bias, + proj_bias=proj_bias, + attn_drop=attn_drop, + proj_drop=drop, + ) + self.ls1 = LayerScale(dim, init_values=init_values) if init_values else nn.Identity() + self.drop_path1 = DropPath(drop_path) if drop_path > 0.0 else nn.Identity() + + self.norm2 = norm_layer(dim) + mlp_hidden_dim = int(dim * mlp_ratio) + self.mlp = ffn_layer( + in_features=dim, + hidden_features=mlp_hidden_dim, + act_layer=act_layer, + drop=drop, + bias=ffn_bias, + ) + self.ls2 = LayerScale(dim, init_values=init_values) if init_values else nn.Identity() + self.drop_path2 = DropPath(drop_path) if drop_path > 0.0 else nn.Identity() + + self.sample_drop_ratio = drop_path + + def forward(self, x: Tensor) -> Tensor: + def attn_residual_func(x: Tensor) -> Tensor: + return self.ls1(self.attn(self.norm1(x))) + + def ffn_residual_func(x: Tensor) -> Tensor: + return self.ls2(self.mlp(self.norm2(x))) + + if self.training and self.sample_drop_ratio > 0.1: + # the overhead is compensated only for a drop path rate larger than 0.1 + x = drop_add_residual_stochastic_depth( + x, + residual_func=attn_residual_func, + sample_drop_ratio=self.sample_drop_ratio, + ) + x = drop_add_residual_stochastic_depth( + x, + residual_func=ffn_residual_func, + sample_drop_ratio=self.sample_drop_ratio, + ) + elif self.training and self.sample_drop_ratio > 0.0: + x = x + self.drop_path1(attn_residual_func(x)) + x = x + self.drop_path1(ffn_residual_func(x)) # FIXME: drop_path2 + else: + x = x + attn_residual_func(x) + x = x + ffn_residual_func(x) + return x + + +def drop_add_residual_stochastic_depth( + x: Tensor, + residual_func: Callable[[Tensor], Tensor], + sample_drop_ratio: float = 0.0, +) -> Tensor: + # 1) extract subset using permutation + b, n, d = x.shape + sample_subset_size = max(int(b * (1 - sample_drop_ratio)), 1) + brange = (torch.randperm(b, device=x.device))[:sample_subset_size] + x_subset = x[brange] + + # 2) apply residual_func to get residual + residual = residual_func(x_subset) + + x_flat = x.flatten(1) + residual = residual.flatten(1) + + residual_scale_factor = b / sample_subset_size + + # 3) add the residual + x_plus_residual = torch.index_add(x_flat, 0, brange, residual.to(dtype=x.dtype), alpha=residual_scale_factor) + return x_plus_residual.view_as(x) + + +def get_branges_scales(x, sample_drop_ratio=0.0): + b, n, d = x.shape + sample_subset_size = max(int(b * (1 - sample_drop_ratio)), 1) + brange = (torch.randperm(b, device=x.device))[:sample_subset_size] + residual_scale_factor = b / sample_subset_size + return brange, residual_scale_factor + + +def add_residual(x, brange, residual, residual_scale_factor, scaling_vector=None): + if scaling_vector is None: + x_flat = x.flatten(1) + residual = residual.flatten(1) + x_plus_residual = torch.index_add(x_flat, 0, brange, residual.to(dtype=x.dtype), alpha=residual_scale_factor) + else: + x_plus_residual = scaled_index_add( + x, brange, residual.to(dtype=x.dtype), scaling=scaling_vector, alpha=residual_scale_factor + ) + return x_plus_residual + + +attn_bias_cache: Dict[Tuple, Any] = {} + + +def get_attn_bias_and_cat(x_list, branges=None): + """ + this will perform the index select, cat the tensors, and provide the attn_bias from cache + """ + batch_sizes = [b.shape[0] for b in branges] if branges is not None else [x.shape[0] for x in x_list] + all_shapes = tuple((b, x.shape[1]) for b, x in zip(batch_sizes, x_list)) + if all_shapes not in attn_bias_cache.keys(): + seqlens = [] + for b, x in zip(batch_sizes, x_list): + for _ in range(b): + seqlens.append(x.shape[1]) + attn_bias = fmha.BlockDiagonalMask.from_seqlens(seqlens) + attn_bias._batch_sizes = batch_sizes + attn_bias_cache[all_shapes] = attn_bias + + if branges is not None: + cat_tensors = index_select_cat([x.flatten(1) for x in x_list], branges).view(1, -1, x_list[0].shape[-1]) + else: + tensors_bs1 = tuple(x.reshape([1, -1, *x.shape[2:]]) for x in x_list) + cat_tensors = torch.cat(tensors_bs1, dim=1) + + return attn_bias_cache[all_shapes], cat_tensors + + +def drop_add_residual_stochastic_depth_list( + x_list: List[Tensor], + residual_func: Callable[[Tensor, Any], Tensor], + sample_drop_ratio: float = 0.0, + scaling_vector=None, +) -> Tensor: + # 1) generate random set of indices for dropping samples in the batch + branges_scales = [get_branges_scales(x, sample_drop_ratio=sample_drop_ratio) for x in x_list] + branges = [s[0] for s in branges_scales] + residual_scale_factors = [s[1] for s in branges_scales] + + # 2) get attention bias and index+concat the tensors + attn_bias, x_cat = get_attn_bias_and_cat(x_list, branges) + + # 3) apply residual_func to get residual, and split the result + residual_list = attn_bias.split(residual_func(x_cat, attn_bias=attn_bias)) # type: ignore + + outputs = [] + for x, brange, residual, residual_scale_factor in zip(x_list, branges, residual_list, residual_scale_factors): + outputs.append(add_residual(x, brange, residual, residual_scale_factor, scaling_vector).view_as(x)) + return outputs + + +class NestedTensorBlock(Block): + def forward_nested(self, x_list: List[Tensor]) -> List[Tensor]: + """ + x_list contains a list of tensors to nest together and run + """ + assert isinstance(self.attn, MemEffAttention) + + if self.training and self.sample_drop_ratio > 0.0: + + def attn_residual_func(x: Tensor, attn_bias=None) -> Tensor: + return self.attn(self.norm1(x), attn_bias=attn_bias) + + def ffn_residual_func(x: Tensor, attn_bias=None) -> Tensor: + return self.mlp(self.norm2(x)) + + x_list = drop_add_residual_stochastic_depth_list( + x_list, + residual_func=attn_residual_func, + sample_drop_ratio=self.sample_drop_ratio, + scaling_vector=self.ls1.gamma if isinstance(self.ls1, LayerScale) else None, + ) + x_list = drop_add_residual_stochastic_depth_list( + x_list, + residual_func=ffn_residual_func, + sample_drop_ratio=self.sample_drop_ratio, + scaling_vector=self.ls2.gamma if isinstance(self.ls1, LayerScale) else None, + ) + return x_list + else: + + def attn_residual_func(x: Tensor, attn_bias=None) -> Tensor: + return self.ls1(self.attn(self.norm1(x), attn_bias=attn_bias)) + + def ffn_residual_func(x: Tensor, attn_bias=None) -> Tensor: + return self.ls2(self.mlp(self.norm2(x))) + + attn_bias, x = get_attn_bias_and_cat(x_list) + x = x + attn_residual_func(x, attn_bias=attn_bias) + x = x + ffn_residual_func(x) + return attn_bias.split(x) + + def forward(self, x_or_x_list): + if isinstance(x_or_x_list, Tensor): + return super().forward(x_or_x_list) + elif isinstance(x_or_x_list, list): + assert XFORMERS_AVAILABLE, "Please install xFormers for nested tensors usage" + return self.forward_nested(x_or_x_list) + else: + raise AssertionError diff --git a/DAM_V2/metric_depth/depth_anything_v2/dinov2_layers/drop_path.py b/DAM_V2/metric_depth/depth_anything_v2/dinov2_layers/drop_path.py new file mode 100644 index 0000000000000000000000000000000000000000..af05625984dd14682cc96a63bf0c97bab1f123b1 --- /dev/null +++ b/DAM_V2/metric_depth/depth_anything_v2/dinov2_layers/drop_path.py @@ -0,0 +1,35 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + +# References: +# https://github.com/facebookresearch/dino/blob/master/vision_transformer.py +# https://github.com/rwightman/pytorch-image-models/tree/master/timm/layers/drop.py + + +from torch import nn + + +def drop_path(x, drop_prob: float = 0.0, training: bool = False): + if drop_prob == 0.0 or not training: + return x + keep_prob = 1 - drop_prob + shape = (x.shape[0],) + (1,) * (x.ndim - 1) # work with diff dim tensors, not just 2D ConvNets + random_tensor = x.new_empty(shape).bernoulli_(keep_prob) + if keep_prob > 0.0: + random_tensor.div_(keep_prob) + output = x * random_tensor + return output + + +class DropPath(nn.Module): + """Drop paths (Stochastic Depth) per sample (when applied in main path of residual blocks).""" + + def __init__(self, drop_prob=None): + super(DropPath, self).__init__() + self.drop_prob = drop_prob + + def forward(self, x): + return drop_path(x, self.drop_prob, self.training) diff --git a/DAM_V2/metric_depth/depth_anything_v2/dinov2_layers/layer_scale.py b/DAM_V2/metric_depth/depth_anything_v2/dinov2_layers/layer_scale.py new file mode 100644 index 0000000000000000000000000000000000000000..ca5daa52bd81d3581adeb2198ea5b7dba2a3aea1 --- /dev/null +++ b/DAM_V2/metric_depth/depth_anything_v2/dinov2_layers/layer_scale.py @@ -0,0 +1,28 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + +# Modified from: https://github.com/huggingface/pytorch-image-models/blob/main/timm/models/vision_transformer.py#L103-L110 + +from typing import Union + +import torch +from torch import Tensor +from torch import nn + + +class LayerScale(nn.Module): + def __init__( + self, + dim: int, + init_values: Union[float, Tensor] = 1e-5, + inplace: bool = False, + ) -> None: + super().__init__() + self.inplace = inplace + self.gamma = nn.Parameter(init_values * torch.ones(dim)) + + def forward(self, x: Tensor) -> Tensor: + return x.mul_(self.gamma) if self.inplace else x * self.gamma diff --git a/DAM_V2/metric_depth/depth_anything_v2/dinov2_layers/mlp.py b/DAM_V2/metric_depth/depth_anything_v2/dinov2_layers/mlp.py new file mode 100644 index 0000000000000000000000000000000000000000..5e4b315f972f9a9f54aef1e4ef4e81b52976f018 --- /dev/null +++ b/DAM_V2/metric_depth/depth_anything_v2/dinov2_layers/mlp.py @@ -0,0 +1,41 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + +# References: +# https://github.com/facebookresearch/dino/blob/master/vision_transformer.py +# https://github.com/rwightman/pytorch-image-models/tree/master/timm/layers/mlp.py + + +from typing import Callable, Optional + +from torch import Tensor, nn + + +class Mlp(nn.Module): + def __init__( + self, + in_features: int, + hidden_features: Optional[int] = None, + out_features: Optional[int] = None, + act_layer: Callable[..., nn.Module] = nn.GELU, + drop: float = 0.0, + bias: bool = True, + ) -> None: + super().__init__() + out_features = out_features or in_features + hidden_features = hidden_features or in_features + self.fc1 = nn.Linear(in_features, hidden_features, bias=bias) + self.act = act_layer() + self.fc2 = nn.Linear(hidden_features, out_features, bias=bias) + self.drop = nn.Dropout(drop) + + def forward(self, x: Tensor) -> Tensor: + x = self.fc1(x) + x = self.act(x) + x = self.drop(x) + x = self.fc2(x) + x = self.drop(x) + return x diff --git a/DAM_V2/metric_depth/depth_anything_v2/dinov2_layers/patch_embed.py b/DAM_V2/metric_depth/depth_anything_v2/dinov2_layers/patch_embed.py new file mode 100644 index 0000000000000000000000000000000000000000..574abe41175568d700a389b8b96d1ba554914779 --- /dev/null +++ b/DAM_V2/metric_depth/depth_anything_v2/dinov2_layers/patch_embed.py @@ -0,0 +1,89 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + +# References: +# https://github.com/facebookresearch/dino/blob/master/vision_transformer.py +# https://github.com/rwightman/pytorch-image-models/tree/master/timm/layers/patch_embed.py + +from typing import Callable, Optional, Tuple, Union + +from torch import Tensor +import torch.nn as nn + + +def make_2tuple(x): + if isinstance(x, tuple): + assert len(x) == 2 + return x + + assert isinstance(x, int) + return (x, x) + + +class PatchEmbed(nn.Module): + """ + 2D image to patch embedding: (B,C,H,W) -> (B,N,D) + + Args: + img_size: Image size. + patch_size: Patch token size. + in_chans: Number of input image channels. + embed_dim: Number of linear projection output channels. + norm_layer: Normalization layer. + """ + + def __init__( + self, + img_size: Union[int, Tuple[int, int]] = 224, + patch_size: Union[int, Tuple[int, int]] = 16, + in_chans: int = 3, + embed_dim: int = 768, + norm_layer: Optional[Callable] = None, + flatten_embedding: bool = True, + ) -> None: + super().__init__() + + image_HW = make_2tuple(img_size) + patch_HW = make_2tuple(patch_size) + patch_grid_size = ( + image_HW[0] // patch_HW[0], + image_HW[1] // patch_HW[1], + ) + + self.img_size = image_HW + self.patch_size = patch_HW + self.patches_resolution = patch_grid_size + self.num_patches = patch_grid_size[0] * patch_grid_size[1] + + self.in_chans = in_chans + self.embed_dim = embed_dim + + self.flatten_embedding = flatten_embedding + + self.proj = nn.Conv2d(in_chans, embed_dim, kernel_size=patch_HW, stride=patch_HW) + self.norm = norm_layer(embed_dim) if norm_layer else nn.Identity() + + def forward(self, x: Tensor) -> Tensor: + _, _, H, W = x.shape + patch_H, patch_W = self.patch_size + + assert H % patch_H == 0, f"Input image height {H} is not a multiple of patch height {patch_H}" + assert W % patch_W == 0, f"Input image width {W} is not a multiple of patch width: {patch_W}" + + x = self.proj(x) # B C H W + H, W = x.size(2), x.size(3) + x = x.flatten(2).transpose(1, 2) # B HW C + x = self.norm(x) + if not self.flatten_embedding: + x = x.reshape(-1, H, W, self.embed_dim) # B H W C + return x + + def flops(self) -> float: + Ho, Wo = self.patches_resolution + flops = Ho * Wo * self.embed_dim * self.in_chans * (self.patch_size[0] * self.patch_size[1]) + if self.norm is not None: + flops += Ho * Wo * self.embed_dim + return flops diff --git a/DAM_V2/metric_depth/depth_anything_v2/dinov2_layers/swiglu_ffn.py b/DAM_V2/metric_depth/depth_anything_v2/dinov2_layers/swiglu_ffn.py new file mode 100644 index 0000000000000000000000000000000000000000..b3324b266fb0a50ccf8c3a0ede2ae10ac4dfa03e --- /dev/null +++ b/DAM_V2/metric_depth/depth_anything_v2/dinov2_layers/swiglu_ffn.py @@ -0,0 +1,63 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + +from typing import Callable, Optional + +from torch import Tensor, nn +import torch.nn.functional as F + + +class SwiGLUFFN(nn.Module): + def __init__( + self, + in_features: int, + hidden_features: Optional[int] = None, + out_features: Optional[int] = None, + act_layer: Callable[..., nn.Module] = None, + drop: float = 0.0, + bias: bool = True, + ) -> None: + super().__init__() + out_features = out_features or in_features + hidden_features = hidden_features or in_features + self.w12 = nn.Linear(in_features, 2 * hidden_features, bias=bias) + self.w3 = nn.Linear(hidden_features, out_features, bias=bias) + + def forward(self, x: Tensor) -> Tensor: + x12 = self.w12(x) + x1, x2 = x12.chunk(2, dim=-1) + hidden = F.silu(x1) * x2 + return self.w3(hidden) + + +try: + from xformers.ops import SwiGLU + + XFORMERS_AVAILABLE = True +except ImportError: + SwiGLU = SwiGLUFFN + XFORMERS_AVAILABLE = False + + +class SwiGLUFFNFused(SwiGLU): + def __init__( + self, + in_features: int, + hidden_features: Optional[int] = None, + out_features: Optional[int] = None, + act_layer: Callable[..., nn.Module] = None, + drop: float = 0.0, + bias: bool = True, + ) -> None: + out_features = out_features or in_features + hidden_features = hidden_features or in_features + hidden_features = (int(hidden_features * 2 / 3) + 7) // 8 * 8 + super().__init__( + in_features=in_features, + hidden_features=hidden_features, + out_features=out_features, + bias=bias, + ) diff --git a/DAM_V2/metric_depth/depth_anything_v2/dpt.py b/DAM_V2/metric_depth/depth_anything_v2/dpt.py new file mode 100644 index 0000000000000000000000000000000000000000..65413046b5fb4f65b90978bcdc9cc94bf8cdcae9 --- /dev/null +++ b/DAM_V2/metric_depth/depth_anything_v2/dpt.py @@ -0,0 +1,222 @@ +import cv2 +import torch +import torch.nn as nn +import torch.nn.functional as F +from torchvision.transforms import Compose + +from .dinov2 import DINOv2 +from .util.blocks import FeatureFusionBlock, _make_scratch +from .util.transform import Resize, NormalizeImage, PrepareForNet + + +def _make_fusion_block(features, use_bn, size=None): + return FeatureFusionBlock( + features, + nn.ReLU(False), + deconv=False, + bn=use_bn, + expand=False, + align_corners=True, + size=size, + ) + + +class ConvBlock(nn.Module): + def __init__(self, in_feature, out_feature): + super().__init__() + + self.conv_block = nn.Sequential( + nn.Conv2d(in_feature, out_feature, kernel_size=3, stride=1, padding=1), + nn.BatchNorm2d(out_feature), + nn.ReLU(True) + ) + + def forward(self, x): + return self.conv_block(x) + + +class DPTHead(nn.Module): + def __init__( + self, + in_channels, + features=256, + use_bn=False, + out_channels=[256, 512, 1024, 1024], + use_clstoken=False + ): + super(DPTHead, self).__init__() + + self.use_clstoken = use_clstoken + + self.projects = nn.ModuleList([ + nn.Conv2d( + in_channels=in_channels, + out_channels=out_channel, + kernel_size=1, + stride=1, + padding=0, + ) for out_channel in out_channels + ]) + + self.resize_layers = nn.ModuleList([ + nn.ConvTranspose2d( + in_channels=out_channels[0], + out_channels=out_channels[0], + kernel_size=4, + stride=4, + padding=0), + nn.ConvTranspose2d( + in_channels=out_channels[1], + out_channels=out_channels[1], + kernel_size=2, + stride=2, + padding=0), + nn.Identity(), + nn.Conv2d( + in_channels=out_channels[3], + out_channels=out_channels[3], + kernel_size=3, + stride=2, + padding=1) + ]) + + if use_clstoken: + self.readout_projects = nn.ModuleList() + for _ in range(len(self.projects)): + self.readout_projects.append( + nn.Sequential( + nn.Linear(2 * in_channels, in_channels), + nn.GELU())) + + self.scratch = _make_scratch( + out_channels, + features, + groups=1, + expand=False, + ) + + self.scratch.stem_transpose = None + + self.scratch.refinenet1 = _make_fusion_block(features, use_bn) + self.scratch.refinenet2 = _make_fusion_block(features, use_bn) + self.scratch.refinenet3 = _make_fusion_block(features, use_bn) + self.scratch.refinenet4 = _make_fusion_block(features, use_bn) + + head_features_1 = features + head_features_2 = 32 + + self.scratch.output_conv1 = nn.Conv2d(head_features_1, head_features_1 // 2, kernel_size=3, stride=1, padding=1) + self.scratch.output_conv2 = nn.Sequential( + nn.Conv2d(head_features_1 // 2, head_features_2, kernel_size=3, stride=1, padding=1), + nn.ReLU(True), + nn.Conv2d(head_features_2, 1, kernel_size=1, stride=1, padding=0), + nn.Sigmoid() + ) + + def forward(self, out_features, patch_h, patch_w): + out = [] + for i, x in enumerate(out_features): + if self.use_clstoken: + x, cls_token = x[0], x[1] + readout = cls_token.unsqueeze(1).expand_as(x) + x = self.readout_projects[i](torch.cat((x, readout), -1)) + else: + x = x[0] + + x = x.permute(0, 2, 1).reshape((x.shape[0], x.shape[-1], patch_h, patch_w)) + + x = self.projects[i](x) + x = self.resize_layers[i](x) + + out.append(x) + + layer_1, layer_2, layer_3, layer_4 = out + + layer_1_rn = self.scratch.layer1_rn(layer_1) + layer_2_rn = self.scratch.layer2_rn(layer_2) + layer_3_rn = self.scratch.layer3_rn(layer_3) + layer_4_rn = self.scratch.layer4_rn(layer_4) + + path_4 = self.scratch.refinenet4(layer_4_rn, size=layer_3_rn.shape[2:]) + path_3 = self.scratch.refinenet3(path_4, layer_3_rn, size=layer_2_rn.shape[2:]) + path_2 = self.scratch.refinenet2(path_3, layer_2_rn, size=layer_1_rn.shape[2:]) + path_1 = self.scratch.refinenet1(path_2, layer_1_rn) + + out = self.scratch.output_conv1(path_1) + out = F.interpolate(out, (int(patch_h * 14), int(patch_w * 14)), mode="bilinear", align_corners=True) + out = self.scratch.output_conv2(out) + + return out + + +class DepthAnythingV2(nn.Module): + def __init__( + self, + encoder='vitl', + features=256, + out_channels=[256, 512, 1024, 1024], + use_bn=False, + use_clstoken=False, + max_depth=20.0 + ): + super(DepthAnythingV2, self).__init__() + + self.intermediate_layer_idx = { + 'vits': [2, 5, 8, 11], + 'vitb': [2, 5, 8, 11], + 'vitl': [4, 11, 17, 23], + 'vitg': [9, 19, 29, 39] + } + + self.max_depth = max_depth + + self.encoder = encoder + self.pretrained = DINOv2(model_name=encoder) + + self.depth_head = DPTHead(self.pretrained.embed_dim, features, use_bn, out_channels=out_channels, use_clstoken=use_clstoken) + + def forward(self, x): + patch_h, patch_w = x.shape[-2] // 14, x.shape[-1] // 14 + + features = self.pretrained.get_intermediate_layers(x, self.intermediate_layer_idx[self.encoder], return_class_token=True) + + depth = self.depth_head(features, patch_h, patch_w) * self.max_depth + + return depth.squeeze(1) + + @torch.no_grad() + def infer_image(self, raw_image, input_size=518): + image, (h, w) = self.image2tensor(raw_image, input_size) + + depth = self.forward(image) + + depth = F.interpolate(depth[:, None], (h, w), mode="bilinear", align_corners=True)[0, 0] + + return depth.cpu().numpy() + + def image2tensor(self, raw_image, input_size=518): + transform = Compose([ + Resize( + width=input_size, + height=input_size, + resize_target=False, + keep_aspect_ratio=True, + ensure_multiple_of=14, + resize_method='lower_bound', + image_interpolation_method=cv2.INTER_CUBIC, + ), + NormalizeImage(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]), + PrepareForNet(), + ]) + + h, w = raw_image.shape[:2] + + image = cv2.cvtColor(raw_image, cv2.COLOR_BGR2RGB) / 255.0 + + image = transform({'image': image})['image'] + image = torch.from_numpy(image).unsqueeze(0) + + DEVICE = 'cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu' + image = image.to(DEVICE) + + return image, (h, w) diff --git a/DAM_V2/metric_depth/depth_anything_v2/util/__pycache__/blocks.cpython-311.pyc b/DAM_V2/metric_depth/depth_anything_v2/util/__pycache__/blocks.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..fbc4f8f1568fcacfc383991a9bd2904dede42d2c Binary files /dev/null and b/DAM_V2/metric_depth/depth_anything_v2/util/__pycache__/blocks.cpython-311.pyc differ diff --git a/DAM_V2/metric_depth/depth_anything_v2/util/__pycache__/transform.cpython-311.pyc b/DAM_V2/metric_depth/depth_anything_v2/util/__pycache__/transform.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..40eb671b803c946e7ea0eed3dae542eae127a7da Binary files /dev/null and b/DAM_V2/metric_depth/depth_anything_v2/util/__pycache__/transform.cpython-311.pyc differ diff --git a/DAM_V2/metric_depth/depth_anything_v2/util/blocks.py b/DAM_V2/metric_depth/depth_anything_v2/util/blocks.py new file mode 100644 index 0000000000000000000000000000000000000000..382ea183a40264056142afffc201c992a2b01d37 --- /dev/null +++ b/DAM_V2/metric_depth/depth_anything_v2/util/blocks.py @@ -0,0 +1,148 @@ +import torch.nn as nn + + +def _make_scratch(in_shape, out_shape, groups=1, expand=False): + scratch = nn.Module() + + out_shape1 = out_shape + out_shape2 = out_shape + out_shape3 = out_shape + if len(in_shape) >= 4: + out_shape4 = out_shape + + if expand: + out_shape1 = out_shape + out_shape2 = out_shape * 2 + out_shape3 = out_shape * 4 + if len(in_shape) >= 4: + out_shape4 = out_shape * 8 + + scratch.layer1_rn = nn.Conv2d(in_shape[0], out_shape1, kernel_size=3, stride=1, padding=1, bias=False, groups=groups) + scratch.layer2_rn = nn.Conv2d(in_shape[1], out_shape2, kernel_size=3, stride=1, padding=1, bias=False, groups=groups) + scratch.layer3_rn = nn.Conv2d(in_shape[2], out_shape3, kernel_size=3, stride=1, padding=1, bias=False, groups=groups) + if len(in_shape) >= 4: + scratch.layer4_rn = nn.Conv2d(in_shape[3], out_shape4, kernel_size=3, stride=1, padding=1, bias=False, groups=groups) + + return scratch + + +class ResidualConvUnit(nn.Module): + """Residual convolution module. + """ + + def __init__(self, features, activation, bn): + """Init. + + Args: + features (int): number of features + """ + super().__init__() + + self.bn = bn + + self.groups=1 + + self.conv1 = nn.Conv2d(features, features, kernel_size=3, stride=1, padding=1, bias=True, groups=self.groups) + + self.conv2 = nn.Conv2d(features, features, kernel_size=3, stride=1, padding=1, bias=True, groups=self.groups) + + if self.bn == True: + self.bn1 = nn.BatchNorm2d(features) + self.bn2 = nn.BatchNorm2d(features) + + self.activation = activation + + self.skip_add = nn.quantized.FloatFunctional() + + def forward(self, x): + """Forward pass. + + Args: + x (tensor): input + + Returns: + tensor: output + """ + + out = self.activation(x) + out = self.conv1(out) + if self.bn == True: + out = self.bn1(out) + + out = self.activation(out) + out = self.conv2(out) + if self.bn == True: + out = self.bn2(out) + + if self.groups > 1: + out = self.conv_merge(out) + + return self.skip_add.add(out, x) + + +class FeatureFusionBlock(nn.Module): + """Feature fusion block. + """ + + def __init__( + self, + features, + activation, + deconv=False, + bn=False, + expand=False, + align_corners=True, + size=None + ): + """Init. + + Args: + features (int): number of features + """ + super(FeatureFusionBlock, self).__init__() + + self.deconv = deconv + self.align_corners = align_corners + + self.groups=1 + + self.expand = expand + out_features = features + if self.expand == True: + out_features = features // 2 + + self.out_conv = nn.Conv2d(features, out_features, kernel_size=1, stride=1, padding=0, bias=True, groups=1) + + self.resConfUnit1 = ResidualConvUnit(features, activation, bn) + self.resConfUnit2 = ResidualConvUnit(features, activation, bn) + + self.skip_add = nn.quantized.FloatFunctional() + + self.size=size + + def forward(self, *xs, size=None): + """Forward pass. + + Returns: + tensor: output + """ + output = xs[0] + + if len(xs) == 2: + res = self.resConfUnit1(xs[1]) + output = self.skip_add.add(output, res) + + output = self.resConfUnit2(output) + + if (size is None) and (self.size is None): + modifier = {"scale_factor": 2} + elif size is None: + modifier = {"size": self.size} + else: + modifier = {"size": size} + + output = nn.functional.interpolate(output, **modifier, mode="bilinear", align_corners=self.align_corners) + + output = self.out_conv(output) + + return output diff --git a/DAM_V2/metric_depth/depth_anything_v2/util/transform.py b/DAM_V2/metric_depth/depth_anything_v2/util/transform.py new file mode 100644 index 0000000000000000000000000000000000000000..b14aacd44ea086b01725a9ca68bb49eadcf37d73 --- /dev/null +++ b/DAM_V2/metric_depth/depth_anything_v2/util/transform.py @@ -0,0 +1,158 @@ +import numpy as np +import cv2 + + +class Resize(object): + """Resize sample to given size (width, height). + """ + + def __init__( + self, + width, + height, + resize_target=True, + keep_aspect_ratio=False, + ensure_multiple_of=1, + resize_method="lower_bound", + image_interpolation_method=cv2.INTER_AREA, + ): + """Init. + + Args: + width (int): desired output width + height (int): desired output height + resize_target (bool, optional): + True: Resize the full sample (image, mask, target). + False: Resize image only. + Defaults to True. + keep_aspect_ratio (bool, optional): + True: Keep the aspect ratio of the input sample. + Output sample might not have the given width and height, and + resize behaviour depends on the parameter 'resize_method'. + Defaults to False. + ensure_multiple_of (int, optional): + Output width and height is constrained to be multiple of this parameter. + Defaults to 1. + resize_method (str, optional): + "lower_bound": Output will be at least as large as the given size. + "upper_bound": Output will be at max as large as the given size. (Output size might be smaller than given size.) + "minimal": Scale as least as possible. (Output size might be smaller than given size.) + Defaults to "lower_bound". + """ + self.__width = width + self.__height = height + + self.__resize_target = resize_target + self.__keep_aspect_ratio = keep_aspect_ratio + self.__multiple_of = ensure_multiple_of + self.__resize_method = resize_method + self.__image_interpolation_method = image_interpolation_method + + def constrain_to_multiple_of(self, x, min_val=0, max_val=None): + y = (np.round(x / self.__multiple_of) * self.__multiple_of).astype(int) + + if max_val is not None and y > max_val: + y = (np.floor(x / self.__multiple_of) * self.__multiple_of).astype(int) + + if y < min_val: + y = (np.ceil(x / self.__multiple_of) * self.__multiple_of).astype(int) + + return y + + def get_size(self, width, height): + # determine new height and width + scale_height = self.__height / height + scale_width = self.__width / width + + if self.__keep_aspect_ratio: + if self.__resize_method == "lower_bound": + # scale such that output size is lower bound + if scale_width > scale_height: + # fit width + scale_height = scale_width + else: + # fit height + scale_width = scale_height + elif self.__resize_method == "upper_bound": + # scale such that output size is upper bound + if scale_width < scale_height: + # fit width + scale_height = scale_width + else: + # fit height + scale_width = scale_height + elif self.__resize_method == "minimal": + # scale as least as possbile + if abs(1 - scale_width) < abs(1 - scale_height): + # fit width + scale_height = scale_width + else: + # fit height + scale_width = scale_height + else: + raise ValueError(f"resize_method {self.__resize_method} not implemented") + + if self.__resize_method == "lower_bound": + new_height = self.constrain_to_multiple_of(scale_height * height, min_val=self.__height) + new_width = self.constrain_to_multiple_of(scale_width * width, min_val=self.__width) + elif self.__resize_method == "upper_bound": + new_height = self.constrain_to_multiple_of(scale_height * height, max_val=self.__height) + new_width = self.constrain_to_multiple_of(scale_width * width, max_val=self.__width) + elif self.__resize_method == "minimal": + new_height = self.constrain_to_multiple_of(scale_height * height) + new_width = self.constrain_to_multiple_of(scale_width * width) + else: + raise ValueError(f"resize_method {self.__resize_method} not implemented") + + return (new_width, new_height) + + def __call__(self, sample): + width, height = self.get_size(sample["image"].shape[1], sample["image"].shape[0]) + + # resize sample + sample["image"] = cv2.resize(sample["image"], (width, height), interpolation=self.__image_interpolation_method) + + if self.__resize_target: + if "depth" in sample: + sample["depth"] = cv2.resize(sample["depth"], (width, height), interpolation=cv2.INTER_NEAREST) + + if "mask" in sample: + sample["mask"] = cv2.resize(sample["mask"].astype(np.float32), (width, height), interpolation=cv2.INTER_NEAREST) + + return sample + + +class NormalizeImage(object): + """Normlize image by given mean and std. + """ + + def __init__(self, mean, std): + self.__mean = mean + self.__std = std + + def __call__(self, sample): + sample["image"] = (sample["image"] - self.__mean) / self.__std + + return sample + + +class PrepareForNet(object): + """Prepare sample for usage as network input. + """ + + def __init__(self): + pass + + def __call__(self, sample): + image = np.transpose(sample["image"], (2, 0, 1)) + sample["image"] = np.ascontiguousarray(image).astype(np.float32) + + if "depth" in sample: + depth = sample["depth"].astype(np.float32) + sample["depth"] = np.ascontiguousarray(depth) + + if "mask" in sample: + sample["mask"] = sample["mask"].astype(np.float32) + sample["mask"] = np.ascontiguousarray(sample["mask"]) + + return sample \ No newline at end of file diff --git a/DAM_V2/metric_depth/depth_to_pointcloud.py b/DAM_V2/metric_depth/depth_to_pointcloud.py new file mode 100644 index 0000000000000000000000000000000000000000..770fe60698724327f1071c66d685b4a3d8ce7ca8 --- /dev/null +++ b/DAM_V2/metric_depth/depth_to_pointcloud.py @@ -0,0 +1,114 @@ +""" +Born out of Depth Anything V1 Issue 36 +Make sure you have the necessary libraries installed. +Code by @1ssb + +This script processes a set of images to generate depth maps and corresponding point clouds. +The resulting point clouds are saved in the specified output directory. + +Usage: + python script.py --encoder vitl --load-from path_to_model --max-depth 20 --img-path path_to_images --outdir output_directory --focal-length-x 470.4 --focal-length-y 470.4 + +Arguments: + --encoder: Model encoder to use. Choices are ['vits', 'vitb', 'vitl', 'vitg']. + --load-from: Path to the pre-trained model weights. + --max-depth: Maximum depth value for the depth map. + --img-path: Path to the input image or directory containing images. + --outdir: Directory to save the output point clouds. + --focal-length-x: Focal length along the x-axis. + --focal-length-y: Focal length along the y-axis. +""" + +import argparse +import cv2 +import glob +import numpy as np +import open3d as o3d +import os +from PIL import Image +import torch + +from depth_anything_v2.dpt import DepthAnythingV2 + + +def main(): + # Parse command-line arguments + parser = argparse.ArgumentParser(description='Generate depth maps and point clouds from images.') + parser.add_argument('--encoder', default='vitl', type=str, choices=['vits', 'vitb', 'vitl', 'vitg'], + help='Model encoder to use.') + parser.add_argument('--load-from', default='', type=str, required=True, + help='Path to the pre-trained model weights.') + parser.add_argument('--max-depth', default=20, type=float, + help='Maximum depth value for the depth map.') + parser.add_argument('--img-path', type=str, required=True, + help='Path to the input image or directory containing images.') + parser.add_argument('--outdir', type=str, default='./vis_pointcloud', + help='Directory to save the output point clouds.') + parser.add_argument('--focal-length-x', default=470.4, type=float, + help='Focal length along the x-axis.') + parser.add_argument('--focal-length-y', default=470.4, type=float, + help='Focal length along the y-axis.') + + args = parser.parse_args() + + # Determine the device to use (CUDA, MPS, or CPU) + DEVICE = 'cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu' + + # Model configuration based on the chosen encoder + model_configs = { + 'vits': {'encoder': 'vits', 'features': 64, 'out_channels': [48, 96, 192, 384]}, + 'vitb': {'encoder': 'vitb', 'features': 128, 'out_channels': [96, 192, 384, 768]}, + 'vitl': {'encoder': 'vitl', 'features': 256, 'out_channels': [256, 512, 1024, 1024]}, + 'vitg': {'encoder': 'vitg', 'features': 384, 'out_channels': [1536, 1536, 1536, 1536]} + } + + # Initialize the DepthAnythingV2 model with the specified configuration + depth_anything = DepthAnythingV2(**{**model_configs[args.encoder], 'max_depth': args.max_depth}) + depth_anything.load_state_dict(torch.load(args.load_from, map_location='cpu')) + depth_anything = depth_anything.to(DEVICE).eval() + + # Get the list of image files to process + if os.path.isfile(args.img_path): + if args.img_path.endswith('txt'): + with open(args.img_path, 'r') as f: + filenames = f.read().splitlines() + else: + filenames = [args.img_path] + else: + filenames = glob.glob(os.path.join(args.img_path, '**/*'), recursive=True) + + # Create the output directory if it doesn't exist + os.makedirs(args.outdir, exist_ok=True) + + # Process each image file + for k, filename in enumerate(filenames): + print(f'Processing {k+1}/{len(filenames)}: {filename}') + + # Load the image + color_image = Image.open(filename).convert('RGB') + width, height = color_image.size + + # Read the image using OpenCV + image = cv2.imread(filename) + pred = depth_anything.infer_image(image, height) + + # Resize depth prediction to match the original image size + resized_pred = Image.fromarray(pred).resize((width, height), Image.NEAREST) + + # Generate mesh grid and calculate point cloud coordinates + x, y = np.meshgrid(np.arange(width), np.arange(height)) + x = (x - width / 2) / args.focal_length_x + y = (y - height / 2) / args.focal_length_y + z = np.array(resized_pred) + points = np.stack((np.multiply(x, z), np.multiply(y, z), z), axis=-1).reshape(-1, 3) + colors = np.array(color_image).reshape(-1, 3) / 255.0 + + # Create the point cloud and save it to the output directory + pcd = o3d.geometry.PointCloud() + pcd.points = o3d.utility.Vector3dVector(points) + pcd.colors = o3d.utility.Vector3dVector(colors) + o3d.io.write_point_cloud(os.path.join(args.outdir, os.path.splitext(os.path.basename(filename))[0] + ".ply"), pcd) + + +if __name__ == '__main__': + main() diff --git a/DAM_V2/metric_depth/dist_train.sh b/DAM_V2/metric_depth/dist_train.sh new file mode 100644 index 0000000000000000000000000000000000000000..afa750ad3c3e05fca741bcd66a5f6fea1dab46ac --- /dev/null +++ b/DAM_V2/metric_depth/dist_train.sh @@ -0,0 +1,26 @@ +#!/bin/bash +now=$(date +"%Y%m%d_%H%M%S") + +epoch=120 +bs=4 +gpus=8 +lr=0.000005 +encoder=vitl +dataset=hypersim # vkitti +img_size=518 +min_depth=0.001 +max_depth=20 # 80 for virtual kitti +pretrained_from=../checkpoints/depth_anything_v2_${encoder}.pth +save_path=exp/hypersim # exp/vkitti + +mkdir -p $save_path + +python3 -m torch.distributed.launch \ + --nproc_per_node=$gpus \ + --nnodes 1 \ + --node_rank=0 \ + --master_addr=localhost \ + --master_port=20596 \ + train.py --epoch $epoch --encoder $encoder --bs $bs --lr $lr --save-path $save_path --dataset $dataset \ + --img-size $img_size --min-depth $min_depth --max-depth $max_depth --pretrained-from $pretrained_from \ + --port 20596 2>&1 | tee -a $save_path/$now.log diff --git a/DAM_V2/metric_depth/requirements.txt b/DAM_V2/metric_depth/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..082330f721c6e704a360cd7706b968d5a93b312f --- /dev/null +++ b/DAM_V2/metric_depth/requirements.txt @@ -0,0 +1,5 @@ +matplotlib +opencv-python +open3d +torch +torchvision diff --git a/DAM_V2/metric_depth/run.py b/DAM_V2/metric_depth/run.py new file mode 100644 index 0000000000000000000000000000000000000000..63d46f54099d2039f80379fec694a717e2965bed --- /dev/null +++ b/DAM_V2/metric_depth/run.py @@ -0,0 +1,81 @@ +import argparse +import cv2 +import glob +import matplotlib +import numpy as np +import os +import torch + +from depth_anything_v2.dpt import DepthAnythingV2 + + +if __name__ == '__main__': + parser = argparse.ArgumentParser(description='Depth Anything V2 Metric Depth Estimation') + + parser.add_argument('--img-path', type=str) + parser.add_argument('--input-size', type=int, default=518) + parser.add_argument('--outdir', type=str, default='./vis_depth') + + parser.add_argument('--encoder', type=str, default='vitl', choices=['vits', 'vitb', 'vitl', 'vitg']) + parser.add_argument('--load-from', type=str, default='checkpoints/depth_anything_v2_metric_hypersim_vitl.pth') + parser.add_argument('--max-depth', type=float, default=20) + + parser.add_argument('--save-numpy', dest='save_numpy', action='store_true', help='save the model raw output') + parser.add_argument('--pred-only', dest='pred_only', action='store_true', help='only display the prediction') + parser.add_argument('--grayscale', dest='grayscale', action='store_true', help='do not apply colorful palette') + + args = parser.parse_args() + + DEVICE = 'cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu' + + model_configs = { + 'vits': {'encoder': 'vits', 'features': 64, 'out_channels': [48, 96, 192, 384]}, + 'vitb': {'encoder': 'vitb', 'features': 128, 'out_channels': [96, 192, 384, 768]}, + 'vitl': {'encoder': 'vitl', 'features': 256, 'out_channels': [256, 512, 1024, 1024]}, + 'vitg': {'encoder': 'vitg', 'features': 384, 'out_channels': [1536, 1536, 1536, 1536]} + } + + depth_anything = DepthAnythingV2(**{**model_configs[args.encoder], 'max_depth': args.max_depth}) + depth_anything.load_state_dict(torch.load(args.load_from, map_location='cpu')) + depth_anything = depth_anything.to(DEVICE).eval() + + if os.path.isfile(args.img_path): + if args.img_path.endswith('txt'): + with open(args.img_path, 'r') as f: + filenames = f.read().splitlines() + else: + filenames = [args.img_path] + else: + filenames = glob.glob(os.path.join(args.img_path, '**/*'), recursive=True) + + os.makedirs(args.outdir, exist_ok=True) + + cmap = matplotlib.colormaps.get_cmap('Spectral') + + for k, filename in enumerate(filenames): + print(f'Progress {k+1}/{len(filenames)}: {filename}') + + raw_image = cv2.imread(filename) + + depth = depth_anything.infer_image(raw_image, args.input_size) + + if args.save_numpy: + output_path = os.path.join(args.outdir, os.path.splitext(os.path.basename(filename))[0] + '_raw_depth_meter.npy') + np.save(output_path, depth) + + depth = (depth - depth.min()) / (depth.max() - depth.min()) * 255.0 + depth = depth.astype(np.uint8) + + if args.grayscale: + depth = np.repeat(depth[..., np.newaxis], 3, axis=-1) + else: + depth = (cmap(depth)[:, :, :3] * 255)[:, :, ::-1].astype(np.uint8) + + output_path = os.path.join(args.outdir, os.path.splitext(os.path.basename(filename))[0] + '.png') + if args.pred_only: + cv2.imwrite(output_path, depth) + else: + split_region = np.ones((raw_image.shape[0], 50, 3), dtype=np.uint8) * 255 + combined_result = cv2.hconcat([raw_image, split_region, depth]) + + cv2.imwrite(output_path, combined_result) \ No newline at end of file diff --git a/DAM_V2/metric_depth/train.py b/DAM_V2/metric_depth/train.py new file mode 100644 index 0000000000000000000000000000000000000000..9b304275c5bd22f63fa19e54c427b3da6a730ea9 --- /dev/null +++ b/DAM_V2/metric_depth/train.py @@ -0,0 +1,212 @@ +import argparse +import logging +import os +import pprint +import random + +import warnings +import numpy as np +import torch +import torch.backends.cudnn as cudnn +import torch.distributed as dist +from torch.utils.data import DataLoader +from torch.optim import AdamW +import torch.nn.functional as F +from torch.utils.tensorboard import SummaryWriter + +from dataset.hypersim import Hypersim +from dataset.kitti import KITTI +from dataset.vkitti2 import VKITTI2 +from depth_anything_v2.dpt import DepthAnythingV2 +from util.dist_helper import setup_distributed +from util.loss import SiLogLoss +from util.metric import eval_depth +from util.utils import init_log + + +parser = argparse.ArgumentParser(description='Depth Anything V2 for Metric Depth Estimation') + +parser.add_argument('--encoder', default='vitl', choices=['vits', 'vitb', 'vitl', 'vitg']) +parser.add_argument('--dataset', default='hypersim', choices=['hypersim', 'vkitti']) +parser.add_argument('--img-size', default=518, type=int) +parser.add_argument('--min-depth', default=0.001, type=float) +parser.add_argument('--max-depth', default=20, type=float) +parser.add_argument('--epochs', default=40, type=int) +parser.add_argument('--bs', default=2, type=int) +parser.add_argument('--lr', default=0.000005, type=float) +parser.add_argument('--pretrained-from', type=str) +parser.add_argument('--save-path', type=str, required=True) +parser.add_argument('--local-rank', default=0, type=int) +parser.add_argument('--port', default=None, type=int) + + +def main(): + args = parser.parse_args() + + warnings.simplefilter('ignore', np.RankWarning) + + logger = init_log('global', logging.INFO) + logger.propagate = 0 + + rank, world_size = setup_distributed(port=args.port) + + if rank == 0: + all_args = {**vars(args), 'ngpus': world_size} + logger.info('{}\n'.format(pprint.pformat(all_args))) + writer = SummaryWriter(args.save_path) + + cudnn.enabled = True + cudnn.benchmark = True + + size = (args.img_size, args.img_size) + if args.dataset == 'hypersim': + trainset = Hypersim('dataset/splits/hypersim/train.txt', 'train', size=size) + elif args.dataset == 'vkitti': + trainset = VKITTI2('dataset/splits/vkitti2/train.txt', 'train', size=size) + else: + raise NotImplementedError + trainsampler = torch.utils.data.distributed.DistributedSampler(trainset) + trainloader = DataLoader(trainset, batch_size=args.bs, pin_memory=True, num_workers=4, drop_last=True, sampler=trainsampler) + + if args.dataset == 'hypersim': + valset = Hypersim('dataset/splits/hypersim/val.txt', 'val', size=size) + elif args.dataset == 'vkitti': + valset = KITTI('dataset/splits/kitti/val.txt', 'val', size=size) + else: + raise NotImplementedError + valsampler = torch.utils.data.distributed.DistributedSampler(valset) + valloader = DataLoader(valset, batch_size=1, pin_memory=True, num_workers=4, drop_last=True, sampler=valsampler) + + local_rank = int(os.environ["LOCAL_RANK"]) + + model_configs = { + 'vits': {'encoder': 'vits', 'features': 64, 'out_channels': [48, 96, 192, 384]}, + 'vitb': {'encoder': 'vitb', 'features': 128, 'out_channels': [96, 192, 384, 768]}, + 'vitl': {'encoder': 'vitl', 'features': 256, 'out_channels': [256, 512, 1024, 1024]}, + 'vitg': {'encoder': 'vitg', 'features': 384, 'out_channels': [1536, 1536, 1536, 1536]} + } + model = DepthAnythingV2(**{**model_configs[args.encoder], 'max_depth': args.max_depth}) + + if args.pretrained_from: + model.load_state_dict({k: v for k, v in torch.load(args.pretrained_from, map_location='cpu').items() if 'pretrained' in k}, strict=False) + + model = torch.nn.SyncBatchNorm.convert_sync_batchnorm(model) + model.cuda(local_rank) + model = torch.nn.parallel.DistributedDataParallel(model, device_ids=[local_rank], broadcast_buffers=False, + output_device=local_rank, find_unused_parameters=True) + + criterion = SiLogLoss().cuda(local_rank) + + optimizer = AdamW([{'params': [param for name, param in model.named_parameters() if 'pretrained' in name], 'lr': args.lr}, + {'params': [param for name, param in model.named_parameters() if 'pretrained' not in name], 'lr': args.lr * 10.0}], + lr=args.lr, betas=(0.9, 0.999), weight_decay=0.01) + + total_iters = args.epochs * len(trainloader) + + previous_best = {'d1': 0, 'd2': 0, 'd3': 0, 'abs_rel': 100, 'sq_rel': 100, 'rmse': 100, 'rmse_log': 100, 'log10': 100, 'silog': 100} + + for epoch in range(args.epochs): + if rank == 0: + logger.info('===========> Epoch: {:}/{:}, d1: {:.3f}, d2: {:.3f}, d3: {:.3f}'.format(epoch, args.epochs, previous_best['d1'], previous_best['d2'], previous_best['d3'])) + logger.info('===========> Epoch: {:}/{:}, abs_rel: {:.3f}, sq_rel: {:.3f}, rmse: {:.3f}, rmse_log: {:.3f}, ' + 'log10: {:.3f}, silog: {:.3f}'.format( + epoch, args.epochs, previous_best['abs_rel'], previous_best['sq_rel'], previous_best['rmse'], + previous_best['rmse_log'], previous_best['log10'], previous_best['silog'])) + + trainloader.sampler.set_epoch(epoch + 1) + + model.train() + total_loss = 0 + + for i, sample in enumerate(trainloader): + optimizer.zero_grad() + + img, depth, valid_mask = sample['image'].cuda(), sample['depth'].cuda(), sample['valid_mask'].cuda() + + if random.random() < 0.5: + img = img.flip(-1) + depth = depth.flip(-1) + valid_mask = valid_mask.flip(-1) + + pred = model(img) + + loss = criterion(pred, depth, (valid_mask == 1) & (depth >= args.min_depth) & (depth <= args.max_depth)) + + loss.backward() + optimizer.step() + + total_loss += loss.item() + + iters = epoch * len(trainloader) + i + + lr = args.lr * (1 - iters / total_iters) ** 0.9 + + optimizer.param_groups[0]["lr"] = lr + optimizer.param_groups[1]["lr"] = lr * 10.0 + + if rank == 0: + writer.add_scalar('train/loss', loss.item(), iters) + + if rank == 0 and i % 100 == 0: + logger.info('Iter: {}/{}, LR: {:.7f}, Loss: {:.3f}'.format(i, len(trainloader), optimizer.param_groups[0]['lr'], loss.item())) + + model.eval() + + results = {'d1': torch.tensor([0.0]).cuda(), 'd2': torch.tensor([0.0]).cuda(), 'd3': torch.tensor([0.0]).cuda(), + 'abs_rel': torch.tensor([0.0]).cuda(), 'sq_rel': torch.tensor([0.0]).cuda(), 'rmse': torch.tensor([0.0]).cuda(), + 'rmse_log': torch.tensor([0.0]).cuda(), 'log10': torch.tensor([0.0]).cuda(), 'silog': torch.tensor([0.0]).cuda()} + nsamples = torch.tensor([0.0]).cuda() + + for i, sample in enumerate(valloader): + + img, depth, valid_mask = sample['image'].cuda().float(), sample['depth'].cuda()[0], sample['valid_mask'].cuda()[0] + + with torch.no_grad(): + pred = model(img) + pred = F.interpolate(pred[:, None], depth.shape[-2:], mode='bilinear', align_corners=True)[0, 0] + + valid_mask = (valid_mask == 1) & (depth >= args.min_depth) & (depth <= args.max_depth) + + if valid_mask.sum() < 10: + continue + + cur_results = eval_depth(pred[valid_mask], depth[valid_mask]) + + for k in results.keys(): + results[k] += cur_results[k] + nsamples += 1 + + torch.distributed.barrier() + + for k in results.keys(): + dist.reduce(results[k], dst=0) + dist.reduce(nsamples, dst=0) + + if rank == 0: + logger.info('==========================================================================================') + logger.info('{:>8}, {:>8}, {:>8}, {:>8}, {:>8}, {:>8}, {:>8}, {:>8}, {:>8}'.format(*tuple(results.keys()))) + logger.info('{:8.3f}, {:8.3f}, {:8.3f}, {:8.3f}, {:8.3f}, {:8.3f}, {:8.3f}, {:8.3f}, {:8.3f}'.format(*tuple([(v / nsamples).item() for v in results.values()]))) + logger.info('==========================================================================================') + print() + + for name, metric in results.items(): + writer.add_scalar(f'eval/{name}', (metric / nsamples).item(), epoch) + + for k in results.keys(): + if k in ['d1', 'd2', 'd3']: + previous_best[k] = max(previous_best[k], (results[k] / nsamples).item()) + else: + previous_best[k] = min(previous_best[k], (results[k] / nsamples).item()) + + if rank == 0: + checkpoint = { + 'model': model.state_dict(), + 'optimizer': optimizer.state_dict(), + 'epoch': epoch, + 'previous_best': previous_best, + } + torch.save(checkpoint, os.path.join(args.save_path, 'latest.pth')) + + +if __name__ == '__main__': + main() \ No newline at end of file diff --git a/DAM_V2/metric_depth/util/dist_helper.py b/DAM_V2/metric_depth/util/dist_helper.py new file mode 100644 index 0000000000000000000000000000000000000000..7b6eb432b4988638ac9549a82fbaebf968fe9c61 --- /dev/null +++ b/DAM_V2/metric_depth/util/dist_helper.py @@ -0,0 +1,41 @@ +import os +import subprocess + +import torch +import torch.distributed as dist + + +def setup_distributed(backend="nccl", port=None): + """AdaHessian Optimizer + Lifted from https://github.com/BIGBALLON/distribuuuu/blob/master/distribuuuu/utils.py + Originally licensed MIT, Copyright (c) 2020 Wei Li + """ + num_gpus = torch.cuda.device_count() + + if "SLURM_JOB_ID" in os.environ: + rank = int(os.environ["SLURM_PROCID"]) + world_size = int(os.environ["SLURM_NTASKS"]) + node_list = os.environ["SLURM_NODELIST"] + addr = subprocess.getoutput(f"scontrol show hostname {node_list} | head -n1") + # specify master port + if port is not None: + os.environ["MASTER_PORT"] = str(port) + elif "MASTER_PORT" not in os.environ: + os.environ["MASTER_PORT"] = "10685" + if "MASTER_ADDR" not in os.environ: + os.environ["MASTER_ADDR"] = addr + os.environ["WORLD_SIZE"] = str(world_size) + os.environ["LOCAL_RANK"] = str(rank % num_gpus) + os.environ["RANK"] = str(rank) + else: + rank = int(os.environ["RANK"]) + world_size = int(os.environ["WORLD_SIZE"]) + + torch.cuda.set_device(rank % num_gpus) + + dist.init_process_group( + backend=backend, + world_size=world_size, + rank=rank, + ) + return rank, world_size diff --git a/DAM_V2/metric_depth/util/loss.py b/DAM_V2/metric_depth/util/loss.py new file mode 100644 index 0000000000000000000000000000000000000000..2ae5b304effd46661e93ea23127d1115c36b5265 --- /dev/null +++ b/DAM_V2/metric_depth/util/loss.py @@ -0,0 +1,16 @@ +import torch +from torch import nn + + +class SiLogLoss(nn.Module): + def __init__(self, lambd=0.5): + super().__init__() + self.lambd = lambd + + def forward(self, pred, target, valid_mask): + valid_mask = valid_mask.detach() + diff_log = torch.log(target[valid_mask]) - torch.log(pred[valid_mask]) + loss = torch.sqrt(torch.pow(diff_log, 2).mean() - + self.lambd * torch.pow(diff_log.mean(), 2)) + + return loss diff --git a/DAM_V2/metric_depth/util/metric.py b/DAM_V2/metric_depth/util/metric.py new file mode 100644 index 0000000000000000000000000000000000000000..8638cf25875c753cb62c3977af1417c221237dce --- /dev/null +++ b/DAM_V2/metric_depth/util/metric.py @@ -0,0 +1,26 @@ +import torch + + +def eval_depth(pred, target): + assert pred.shape == target.shape + + thresh = torch.max((target / pred), (pred / target)) + + d1 = torch.sum(thresh < 1.25).float() / len(thresh) + d2 = torch.sum(thresh < 1.25 ** 2).float() / len(thresh) + d3 = torch.sum(thresh < 1.25 ** 3).float() / len(thresh) + + diff = pred - target + diff_log = torch.log(pred) - torch.log(target) + + abs_rel = torch.mean(torch.abs(diff) / target) + sq_rel = torch.mean(torch.pow(diff, 2) / target) + + rmse = torch.sqrt(torch.mean(torch.pow(diff, 2))) + rmse_log = torch.sqrt(torch.mean(torch.pow(diff_log , 2))) + + log10 = torch.mean(torch.abs(torch.log10(pred) - torch.log10(target))) + silog = torch.sqrt(torch.pow(diff_log, 2).mean() - 0.5 * torch.pow(diff_log.mean(), 2)) + + return {'d1': d1.item(), 'd2': d2.item(), 'd3': d3.item(), 'abs_rel': abs_rel.item(), 'sq_rel': sq_rel.item(), + 'rmse': rmse.item(), 'rmse_log': rmse_log.item(), 'log10':log10.item(), 'silog':silog.item()} \ No newline at end of file diff --git a/DAM_V2/metric_depth/util/utils.py b/DAM_V2/metric_depth/util/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..e89b994538c5123075605fb6130022867f37c99b --- /dev/null +++ b/DAM_V2/metric_depth/util/utils.py @@ -0,0 +1,26 @@ +import os +import re +import numpy as np +import logging + +logs = set() + + +def init_log(name, level=logging.INFO): + if (name, level) in logs: + return + logs.add((name, level)) + logger = logging.getLogger(name) + logger.setLevel(level) + ch = logging.StreamHandler() + ch.setLevel(level) + if "SLURM_PROCID" in os.environ: + rank = int(os.environ["SLURM_PROCID"]) + logger.addFilter(lambda record: rank == 0) + else: + rank = 0 + format_str = "[%(asctime)s][%(levelname)8s] %(message)s" + formatter = logging.Formatter(format_str) + ch.setFormatter(formatter) + logger.addHandler(ch) + return logger diff --git a/DAM_V2/requirements.txt b/DAM_V2/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..8698f1bc9fd4f6e98147c042d6c978e343b0f494 --- /dev/null +++ b/DAM_V2/requirements.txt @@ -0,0 +1,6 @@ +gradio_imageslider +gradio==4.29.0 +matplotlib +opencv-python +torch +torchvision diff --git a/DAM_V2/run.py b/DAM_V2/run.py new file mode 100644 index 0000000000000000000000000000000000000000..14810ff39a17e60354e2199d62708b197e97d750 --- /dev/null +++ b/DAM_V2/run.py @@ -0,0 +1,73 @@ +import argparse +import cv2 +import glob +import matplotlib +import numpy as np +import os +import torch + +from depth_anything_v2.dpt import DepthAnythingV2 + + +if __name__ == '__main__': + parser = argparse.ArgumentParser(description='Depth Anything V2') + + parser.add_argument('--img-path', type=str) + parser.add_argument('--input-size', type=int, default=518) + parser.add_argument('--outdir', type=str, default='./vis_depth') + + parser.add_argument('--encoder', type=str, default='vitl', choices=['vits', 'vitb', 'vitl', 'vitg']) + + parser.add_argument('--pred-only', dest='pred_only', action='store_true', help='only display the prediction') + parser.add_argument('--grayscale', dest='grayscale', action='store_true', help='do not apply colorful palette') + + args = parser.parse_args() + + DEVICE = 'cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu' + + model_configs = { + 'vits': {'encoder': 'vits', 'features': 64, 'out_channels': [48, 96, 192, 384]}, + 'vitb': {'encoder': 'vitb', 'features': 128, 'out_channels': [96, 192, 384, 768]}, + 'vitl': {'encoder': 'vitl', 'features': 256, 'out_channels': [256, 512, 1024, 1024]}, + 'vitg': {'encoder': 'vitg', 'features': 384, 'out_channels': [1536, 1536, 1536, 1536]} + } + + depth_anything = DepthAnythingV2(**model_configs[args.encoder]) + depth_anything.load_state_dict(torch.load(f'checkpoints/depth_anything_v2_{args.encoder}.pth', map_location='cpu')) + depth_anything = depth_anything.to(DEVICE).eval() + + if os.path.isfile(args.img_path): + if args.img_path.endswith('txt'): + with open(args.img_path, 'r') as f: + filenames = f.read().splitlines() + else: + filenames = [args.img_path] + else: + filenames = glob.glob(os.path.join(args.img_path, '**/*'), recursive=True) + + os.makedirs(args.outdir, exist_ok=True) + + cmap = matplotlib.colormaps.get_cmap('Spectral_r') + + for k, filename in enumerate(filenames): + print(f'Progress {k+1}/{len(filenames)}: {filename}') + + raw_image = cv2.imread(filename) + + depth = depth_anything.infer_image(raw_image, args.input_size) + + depth = (depth - depth.min()) / (depth.max() - depth.min()) * 255.0 + depth = depth.astype(np.uint8) + + if args.grayscale: + depth = np.repeat(depth[..., np.newaxis], 3, axis=-1) + else: + depth = (cmap(depth)[:, :, :3] * 255)[:, :, ::-1].astype(np.uint8) + + if args.pred_only: + cv2.imwrite(os.path.join(args.outdir, os.path.splitext(os.path.basename(filename))[0] + '.png'), depth) + else: + split_region = np.ones((raw_image.shape[0], 50, 3), dtype=np.uint8) * 255 + combined_result = cv2.hconcat([raw_image, split_region, depth]) + + cv2.imwrite(os.path.join(args.outdir, os.path.splitext(os.path.basename(filename))[0] + '.png'), combined_result) \ No newline at end of file diff --git a/DAM_V2/run_video.py b/DAM_V2/run_video.py new file mode 100644 index 0000000000000000000000000000000000000000..cc3c5b6a33585396d91aaaa4301110a6179f452d --- /dev/null +++ b/DAM_V2/run_video.py @@ -0,0 +1,92 @@ +import argparse +import cv2 +import glob +import matplotlib +import numpy as np +import os +import torch + +from depth_anything_v2.dpt import DepthAnythingV2 + + +if __name__ == '__main__': + parser = argparse.ArgumentParser(description='Depth Anything V2') + + parser.add_argument('--video-path', type=str) + parser.add_argument('--input-size', type=int, default=518) + parser.add_argument('--outdir', type=str, default='./vis_video_depth') + + parser.add_argument('--encoder', type=str, default='vitl', choices=['vits', 'vitb', 'vitl', 'vitg']) + + parser.add_argument('--pred-only', dest='pred_only', action='store_true', help='only display the prediction') + parser.add_argument('--grayscale', dest='grayscale', action='store_true', help='do not apply colorful palette') + + args = parser.parse_args() + + DEVICE = 'cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu' + + model_configs = { + 'vits': {'encoder': 'vits', 'features': 64, 'out_channels': [48, 96, 192, 384]}, + 'vitb': {'encoder': 'vitb', 'features': 128, 'out_channels': [96, 192, 384, 768]}, + 'vitl': {'encoder': 'vitl', 'features': 256, 'out_channels': [256, 512, 1024, 1024]}, + 'vitg': {'encoder': 'vitg', 'features': 384, 'out_channels': [1536, 1536, 1536, 1536]} + } + + depth_anything = DepthAnythingV2(**model_configs[args.encoder]) + depth_anything.load_state_dict(torch.load(f'checkpoints/depth_anything_v2_{args.encoder}.pth', map_location='cpu')) + depth_anything = depth_anything.to(DEVICE).eval() + + if os.path.isfile(args.video_path): + if args.video_path.endswith('txt'): + with open(args.video_path, 'r') as f: + lines = f.read().splitlines() + else: + filenames = [args.video_path] + else: + filenames = glob.glob(os.path.join(args.video_path, '**/*'), recursive=True) + + os.makedirs(args.outdir, exist_ok=True) + + margin_width = 50 + cmap = matplotlib.colormaps.get_cmap('Spectral_r') + + for k, filename in enumerate(filenames): + print(f'Progress {k+1}/{len(filenames)}: {filename}') + + raw_video = cv2.VideoCapture(filename) + frame_width, frame_height = int(raw_video.get(cv2.CAP_PROP_FRAME_WIDTH)), int(raw_video.get(cv2.CAP_PROP_FRAME_HEIGHT)) + frame_rate = int(raw_video.get(cv2.CAP_PROP_FPS)) + + if args.pred_only: + output_width = frame_width + else: + output_width = frame_width * 2 + margin_width + + output_path = os.path.join(args.outdir, os.path.splitext(os.path.basename(filename))[0] + '.mp4') + out = cv2.VideoWriter(output_path, cv2.VideoWriter_fourcc(*"mp4v"), frame_rate, (output_width, frame_height)) + + while raw_video.isOpened(): + ret, raw_frame = raw_video.read() + if not ret: + break + + depth = depth_anything.infer_image(raw_frame, args.input_size) + + depth = (depth - depth.min()) / (depth.max() - depth.min()) * 255.0 + depth = depth.astype(np.uint8) + + if args.grayscale: + depth = np.repeat(depth[..., np.newaxis], 3, axis=-1) + else: + depth = (cmap(depth)[:, :, :3] * 255)[:, :, ::-1].astype(np.uint8) + + if args.pred_only: + out.write(depth) + else: + split_region = np.ones((frame_height, margin_width, 3), dtype=np.uint8) * 255 + combined_frame = cv2.hconcat([raw_frame, split_region, depth]) + + out.write(combined_frame) + + raw_video.release() + out.release() diff --git a/app.py b/app.py new file mode 100644 index 0000000000000000000000000000000000000000..cbfa5111f35b9ded39c46d23bce2c58e3fab42f3 --- /dev/null +++ b/app.py @@ -0,0 +1,121 @@ +import gradio as gr +import cv2 +import matplotlib +import numpy as np +import os +from PIL import Image +import spaces +import torch +import tempfile +from gradio_imageslider import ImageSlider +from huggingface_hub import hf_hub_download + +from models.PDFNet import build_model +import torch +import cv2 +import matplotlib.pyplot as plt +import numpy as np +from tqdm import tqdm +import argparse +from args import get_args_parser +from torchvision.transforms.functional import normalize +import huggingface_hub + +from DAM_V2.depth_anything_v2.dpt import DepthAnythingV2 + +css = """ +#img-display-container { + max-height: 100vh; +} +#img-display-input { + max-height: 80vh; +} +#img-display-output { + max-height: 80vh; +} +#download { + height: 62px; +} +""" +device = 'cuda' if torch.cuda.is_available() else 'cpu' + +# device = torch.device('cpu') + +parser = argparse.ArgumentParser('PDFNet Testing script', parents=[get_args_parser()]) +args = parser.parse_args(args=[]) +model,model_name = build_model(args) +model_path = hf_hub_download(repo_id="Tennineee/PDFNet",filename="PDFNet_Best.pth", repo_type="model") +model = model.to(device).eval() + +DAMV2_configs = { + 'vits': {'encoder': 'vits', 'features': 64, 'out_channels': [48, 96, 192, 384]}, + 'vitb': {'encoder': 'vitb', 'features': 128, 'out_channels': [96, 192, 384, 768]}, + 'vitl': {'encoder': 'vitl', 'features': 256, 'out_channels': [256, 512, 1024, 1024]}, +} +encoder = 'vitb' # or 'vits', 'vitb', 'vitl' +DAMV2 = DepthAnythingV2(**DAMV2_configs[encoder]) +filepath = hf_hub_download(repo_id=f"depth-anything/Depth-Anything-V2-{model_name}", filename=f"depth_anything_v2_{encoder}.pth", repo_type="model") +state_dict = torch.load(filepath, map_location="cpu") +DAMV2.load_state_dict(state_dict) +DAMV2 = DAMV2.to(device).eval() + +title = "# PDFNet" +description = """Official demo for **PDFNet**. +Please refer to our [paper](https://arxiv.org/abs/2503.06100) and [github](https://github.com/Tennine2077/PDFNet) for more details.""" + +class GOSNormalize(object): + def __init__(self, mean=[0.485,0.456,0.406], std=[0.229,0.224,0.225]): + self.mean = mean + self.std = std + + def __call__(self,image): + image = normalize(image,self.mean,self.std) + return image + +transforms = GOSNormalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]) + +def predict(image): + H,W = image.shape[:2] + depth = DAMV2.infer_image(image) + image = cv2.resize(image, (1024,1024)) + depth = cv2.resize(depth, (1024,1024)) + image = torch.from_numpy(image).permute(2,0,1).float()/255 + image = transforms(image).unsqueeze(0) + depth = torch.from_numpy(depth).unsqueeze(0).unsqueeze(0)/255 + DIS_map = model.inference(image.to(device),depth.to(device))[0][0][0].cpu() + DIS_map = cv2.resize(np.array(DIS_map), (W,H)) + # return cv2.resize(np.array(depth[0][0]), (W,H)) + return DIS_map + +with gr.Blocks(css=css) as demo: + gr.Markdown(title) + gr.Markdown(description) + gr.Markdown("### Dichotomous Image Segmentation demo") + + with gr.Row(): + input_image = gr.Image(label="Input Image", type='numpy', elem_id='img-display-input') + dis_image_slider = ImageSlider(label="Pedict View", elem_id='img-display-output', position=0.5) + submit = gr.Button(value="Compute") + raw_file = gr.File(label="16-bit raw output (can be considered as disparity)", elem_id="download",) + + def on_submit(image): + original_image = image.copy() + + DIS_map = predict(image) + DIS_map = (DIS_map - DIS_map.min()) / (DIS_map.max() - DIS_map.min()) * 255.0 + raw_DIS_map = Image.fromarray(DIS_map.astype('uint16')) + tmp_raw_DIS_map = tempfile.NamedTemporaryFile(suffix='.png', delete=False) + raw_DIS_map.save(tmp_raw_DIS_map.name) + + return [[original_image, DIS_map.astype(np.uint8)], tmp_raw_DIS_map.name] + + submit.click(on_submit, inputs=[input_image], outputs=[dis_image_slider, raw_file]) + + example_files = os.listdir('assets/examples') + example_files.sort() + example_files = [os.path.join('assets/examples', filename) for filename in example_files] + examples = gr.Examples(examples=example_files, inputs=[input_image], outputs=[dis_image_slider, raw_file], fn=on_submit) + +if __name__ == '__main__': + demo.queue().launch(share=True) + diff --git a/assets/examples/5#Artifact#1#Basket#3342299538_59c014a904_o.jpg b/assets/examples/5#Artifact#1#Basket#3342299538_59c014a904_o.jpg new file mode 100644 index 0000000000000000000000000000000000000000..3ee872ccf998e00fe464828311e50d626226290e --- /dev/null +++ b/assets/examples/5#Artifact#1#Basket#3342299538_59c014a904_o.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a1f2dbed48aa7eea0823d17bda41021321644f7a18844f0215a209a130b30e56 +size 619589 diff --git a/models/PDFNet.py b/models/PDFNet.py new file mode 100644 index 0000000000000000000000000000000000000000..eb87aba389f265495d671b941fbf6c4388791f90 --- /dev/null +++ b/models/PDFNet.py @@ -0,0 +1,511 @@ +import torch +import torch.nn as nn +import torch.nn.functional as F +import math +from einops import rearrange +from .swin_transformer import SwinB +from .utils import RMSNorm,SwiGLU,\ + structure_loss,show_gray_images,_upsample_,_upsample_like,\ + SSIMLoss,IntegrityPriorLoss,SiLogLoss +from timm.models.layers import trunc_normal_ + +def make_crs(in_dim, out_dim): + return nn.Sequential(nn.Conv2d(in_dim, out_dim, kernel_size=3, padding=1), RMSNorm(out_dim), nn.SiLU(inplace=True)) + +class PDF_depth_decoder(nn.Module): + def __init__(self, args,raw_ch=3,out_ch=1): + super(PDF_depth_decoder, self).__init__() + + emb_dim = 128 + self.Decoder = nn.ModuleList() + self.Decoder.append(nn.Sequential(make_crs(emb_dim*2,emb_dim*2),make_crs(emb_dim*2,emb_dim))) + self.Decoder.append(nn.Sequential(make_crs(emb_dim*2,emb_dim*2),make_crs(emb_dim*2,emb_dim))) + self.Decoder.append(nn.Sequential(make_crs(emb_dim*2,emb_dim*2),make_crs(emb_dim*2,emb_dim))) + self.Decoder.append(nn.Sequential(make_crs(emb_dim*2,emb_dim*2),make_crs(emb_dim*2,emb_dim))) + + self.shallow = nn.Sequential(nn.Conv2d(raw_ch, emb_dim, kernel_size=3, stride=1, padding=1)) + self.upsample1 = make_crs(emb_dim,emb_dim) + self.upsample2 = make_crs(emb_dim,emb_dim) + + self.Bside = nn.ModuleList() + self.Bside.append(nn.Conv2d(emb_dim,out_ch,3,padding=1)) + self.Bside.append(nn.Conv2d(emb_dim,out_ch,3,padding=1)) + self.Bside.append(nn.Conv2d(emb_dim,out_ch,3,padding=1)) + self.Bside.append(nn.Conv2d(emb_dim,out_ch,3,padding=1)) + self.Bside.append(nn.Conv2d(emb_dim,out_ch,3,padding=1)) + + def forward(self,img,img_feature): + + L1_feature,L2_feature,L3_feature,L4_feature,global_feature = img_feature + + De_L4 = self.Decoder[0](torch.cat([global_feature,L4_feature],dim=1)) + + De_L3 = self.Decoder[1](torch.cat([_upsample_like(De_L4,L3_feature),L3_feature],dim=1)) + + De_L2 = self.Decoder[2](torch.cat([_upsample_like(De_L3,L2_feature),L2_feature],dim=1)) + + De_L1 = self.Decoder[3](torch.cat([_upsample_like(De_L2,L1_feature),L1_feature],dim=1)) + + shallow = self.shallow(img) + final_output = De_L1 + _upsample_like(shallow, De_L1) + final_output = self.upsample1(_upsample_(final_output,[final_output.shape[-2]*2,final_output.shape[-1]*2])) + final_output = _upsample_(final_output + _upsample_like(shallow, final_output),[final_output.shape[-2]*2,final_output.shape[-1]*2]) + final_output = self.upsample2(final_output) + + final_output = self.Bside[0](final_output) + + side_1 = self.Bside[1](De_L1) + side_2 = self.Bside[2](De_L2) + side_3 = self.Bside[3](De_L3) + side_4 = self.Bside[4](De_L4) + + return [final_output,side_1,side_2,side_3,side_4] + +class CoA(nn.Module): + def __init__(self, emb_dim=128): + super(CoA, self).__init__() + self.Att = nn.MultiheadAttention(emb_dim,1,bias=False,batch_first=True,dropout=0.1) + self.Norm1 = RMSNorm(emb_dim,data_format='channels_last') + self.drop1 = nn.Dropout(0.1) + self.FFN = SwiGLU(emb_dim,emb_dim) + self.Norm2 = RMSNorm(emb_dim,data_format='channels_last') + self.drop2 = nn.Dropout(0.1) + + def forward(self,q,kv): + res = q + KV_feature = self.Att(q, kv, kv)[0] + KV_feature = self.Norm1(self.drop1(KV_feature)) + res + res = KV_feature + KV_feature = self.FFN(KV_feature) + KV_feature = self.Norm2(self.drop2(KV_feature)) + res + return KV_feature + + +class FSE(nn.Module): + def __init__(self, img_dim=128, depth_dim=128, patch_dim=128, emb_dim=128, pool_ratio=[1,1,1], patch_ratio=4): + super(FSE, self).__init__() + + self.patch_ratio = patch_ratio + self.pool_ratio = pool_ratio + self.I_channelswich = make_crs(img_dim,emb_dim) + self.P_channelswich = make_crs(patch_dim,emb_dim) + self.D_channelswich = make_crs(depth_dim,emb_dim) + + self.IP = CoA(emb_dim) + self.PI = CoA(emb_dim) + + self.ID = CoA(emb_dim) + self.DI = CoA(emb_dim) + + @torch.no_grad() + def split(self, x: torch.Tensor, patch_ratio: int = 8) -> torch.Tensor: + """Split the input into small patches with sliding window.""" + B,C,H,W = x.shape + patch_stride = H//patch_ratio + patch_size = H//patch_ratio + # patch_stride = int(patch_size * (1 - overlap_ratio)) + + image_size = x.shape[-1] + steps = patch_ratio + + x_patch_list = [] + for j in range(steps): + j0 = j * patch_stride + j1 = j0 + patch_size + + for i in range(steps): + i0 = i * patch_stride + i1 = i0 + patch_size + x_patch_list.append(x[..., j0:j1, i0:i1]) + + return torch.cat(x_patch_list, dim=0) + + @torch.no_grad() + def merge(self, x: torch.Tensor, batch_size: int) -> torch.Tensor: + """Merge the patched input into a image with sliding window.""" + steps = int(math.sqrt(x.shape[0] // batch_size)) + + idx = 0 + + output_list = [] + for j in range(steps): + output_row_list = [] + for i in range(steps): + output = x[batch_size * idx : batch_size * (idx + 1)] + output_row_list.append(output) + idx += 1 + + output_row = torch.cat(output_row_list, dim=-1) + output_list.append(output_row) + output = torch.cat(output_list, dim=-2) + return output + + def get_boundary(self,pred): + # return torch.ones_like(pred) + if pred.shape[-2]//8 % 2 == 0: + return abs(pred.sigmoid()-F.avg_pool2d(pred.sigmoid(),kernel_size=(pred.shape[-2]//8+1,pred.shape[-1]//8+1),stride=1,padding=(pred.shape[-2]//8//2,pred.shape[-1]//8//2))) + else: + return abs(pred.sigmoid()-F.avg_pool2d(pred.sigmoid(),kernel_size=(pred.shape[-2]//8,pred.shape[-1]//8),stride=1,padding=(pred.shape[-2]//8//2,pred.shape[-1]//8//2))) + + def BIS(self,pred): + if pred.shape[-2]//8 % 2 == 0: + boundary = 2*self.get_boundary(pred.sigmoid()) + return boundary, F.relu(pred.sigmoid()-5*boundary) + else: + boundary = 2*self.get_boundary(pred.sigmoid()) + return boundary, F.relu(pred.sigmoid()-5*boundary) + + def forward(self,img,depth,patch,last_pred): + boundary,integrity = self.BIS(last_pred) + img = img * _upsample_like(last_pred.sigmoid(),img) + depth = depth * _upsample_like(last_pred.sigmoid(),depth) + patch = patch * _upsample_like(last_pred.sigmoid(),patch) + pi,pd,pp = self.pool_ratio + B,C,img_H,img_W = img.size() + img_cs = self.I_channelswich(img) + pool_img_cs = F.adaptive_avg_pool2d(img_cs,output_size=[img_H//pi,img_W//pi]) + img_cs = rearrange(img_cs, 'b c h w -> b (h w) c') + pool_img_cs = rearrange(pool_img_cs, 'b c h w -> b (h w) c') + B,C,depth_H,depth_W = depth.size() + + #give depth the integrity prior + integrity = _upsample_like(integrity,depth) + last_pred_sigmoid = _upsample_like(last_pred,depth).sigmoid() + enhance_depth = depth*(last_pred_sigmoid + integrity) + depth_cs = self.D_channelswich(enhance_depth) + pool_depth_cs = F.adaptive_avg_pool2d(depth_cs,output_size=[depth_H//pd,depth_W//pd]) + pool_depth_cs = rearrange(pool_depth_cs, 'b c h w -> b (h w) c') + B,C,patch_H,patch_W = patch.size() + + #select the boundary patches to select patches + patch_batch = self.split(patch,patch_ratio=self.patch_ratio) + boundary_batch = self.split(boundary,patch_ratio=self.patch_ratio) + boundary_score = boundary_batch.mean(dim=[2,3])[...,None,None] + select_patch = patch_batch * (1+5*boundary_score) + select_patch = self.merge(select_patch,batch_size=B) + + patch_cs = self.P_channelswich(select_patch) + pool_patch_cs = F.adaptive_avg_pool2d(patch_cs,output_size=[patch_H//pp,patch_W//pp]) + pool_patch_cs = rearrange(pool_patch_cs, 'b c h w -> b (h w) c') + + patch_feature = self.PI(pool_patch_cs, torch.cat([pool_img_cs,pool_depth_cs],dim=1)) + img_feature = self.IP(img_cs,patch_feature) + + depth_feature = self.DI(pool_depth_cs, torch.cat([pool_img_cs,pool_patch_cs],dim=1)) + img_feature = self.ID(img_feature,depth_feature) + + patch_feature = rearrange(patch_feature, 'b (h w) c -> b c h w',h=patch_H//pp) + depth_feature = rearrange(depth_feature, 'b (h w) c -> b c h w',h=depth_H//pd) + img_feature = rearrange(img_feature, 'b (h w) c -> b c h w',h=img_H) + + depth_feature = _upsample_like(depth_feature,depth) + patch_feature = _upsample_like(patch_feature,patch) + + return img_feature + rearrange(img_cs, 'b (h w) c -> b c h w',h=img_H), depth_feature + depth_cs, patch_feature + patch_cs + + +class PDF_decoder(nn.Module): + def __init__(self, args,raw_ch=3,out_ch=1): + super(PDF_decoder, self).__init__() + self.args = args + emb_dim = args.emb + self.patch_ratio = 8 + + self.FSE_mix = nn.ModuleList() + self.FSE_mix.append(FSE(emb_dim*2,emb_dim*2,emb_dim*2, + emb_dim,pool_ratio=[1,1,1],patch_ratio=self.patch_ratio)) + self.FSE_mix.append(FSE(emb_dim*2,emb_dim*2,emb_dim*2, + emb_dim,pool_ratio=[1,1,1],patch_ratio=self.patch_ratio)) + self.FSE_mix.append(FSE(emb_dim*2,emb_dim*2,emb_dim*2, + emb_dim,pool_ratio=[2,2,2],patch_ratio=self.patch_ratio)) + self.FSE_mix.append(FSE(emb_dim*2,emb_dim*2,emb_dim*2, + emb_dim,pool_ratio=[2,2,2],patch_ratio=self.patch_ratio)) + + self.shallow = nn.Sequential(nn.Conv2d(raw_ch*2, emb_dim, kernel_size=4, stride=4),make_crs(emb_dim,emb_dim)) + self.upsample1 = nn.Sequential(make_crs(emb_dim,emb_dim)) + self.upsample2 = nn.Sequential(make_crs(emb_dim,emb_dim)) + + self.channel_mix = nn.ModuleList() + self.channel_mix.append(make_crs(emb_dim*3,emb_dim)) + self.channel_mix.append(make_crs(emb_dim*3,emb_dim)) + self.channel_mix.append(make_crs(emb_dim*3,emb_dim)) + self.channel_mix.append(make_crs(emb_dim*3,emb_dim)) + + self.Bside = nn.ModuleList() + self.Bside.append(nn.Conv2d(emb_dim,out_ch,3,padding=1)) + self.Bside.append(nn.Conv2d(emb_dim,out_ch,3,padding=1)) + self.Bside.append(nn.Conv2d(emb_dim,out_ch,3,padding=1)) + self.Bside.append(nn.Conv2d(emb_dim,out_ch,3,padding=1)) + self.Bside.append(nn.Conv2d(emb_dim,out_ch,3,padding=1)) + self.Bside.append(nn.Conv2d(emb_dim,out_ch,3,padding=1)) + + def forward(self,img,depth,img_feature,depth_feature,patch_img_feature): + B,C,H,W = img.size() + side_5 = self.Bside[5](_upsample_like(img_feature[4],patch_img_feature[4]) + _upsample_like(depth_feature[4],patch_img_feature[4]) + patch_img_feature[4]) + + img_L4,depth_L4,patch_L4 = self.FSE_mix[0](torch.cat([img_feature[4],img_feature[3]],dim=1), + torch.cat([depth_feature[4],depth_feature[3]],dim=1), + torch.cat([patch_img_feature[4],patch_img_feature[3]],dim=1),side_5) + mix_L4 = self.channel_mix[3](torch.cat([_upsample_like(img_L4,patch_L4),_upsample_like(depth_L4,patch_L4), + patch_L4],dim=1)) + side_4 = self.Bside[4](mix_L4) + img_L3,depth_L3,patch_L3 = self.FSE_mix[1](torch.cat([_upsample_like(img_L4,img_feature[2]),img_feature[2]],dim=1), + torch.cat([_upsample_like(depth_L4,depth_feature[2]),depth_feature[2]],dim=1), + torch.cat([_upsample_like(patch_L4,patch_img_feature[2]),patch_img_feature[2]],dim=1),side_4) + mix_L3 = self.channel_mix[2](torch.cat([_upsample_like(img_L3,patch_L3),_upsample_like(depth_L3,patch_L3), + patch_L3],dim=1)) + side_3 = self.Bside[3](mix_L3) + img_L2,depth_L2,patch_L2 = self.FSE_mix[2](torch.cat([_upsample_like(img_L3,img_feature[1]),img_feature[1]],dim=1), + torch.cat([_upsample_like(depth_L3,depth_feature[1]),depth_feature[1]],dim=1), + torch.cat([_upsample_like(patch_L3,patch_img_feature[1]),patch_img_feature[1]],dim=1),side_3) + mix_L2 = self.channel_mix[1](torch.cat([_upsample_like(img_L2,patch_L2),_upsample_like(depth_L2,patch_L2), + patch_L2],dim=1)) + side_2 = self.Bside[2](mix_L2) + img_L1,depth_L1,patch_L1 = self.FSE_mix[3](torch.cat([_upsample_like(img_L2,img_feature[0]),img_feature[0]],dim=1), + torch.cat([_upsample_like(depth_L2,depth_feature[0]),depth_feature[0]],dim=1), + torch.cat([_upsample_like(patch_L2,patch_img_feature[0]),patch_img_feature[0]],dim=1),side_2) + mix_L1 = self.channel_mix[0](torch.cat([_upsample_like(img_L1,patch_L1),_upsample_like(depth_L1,patch_L1), + patch_L1],dim=1)) + side_1 = self.Bside[1](mix_L1) + + shallow = self.shallow(_upsample_(torch.cat([img,depth],dim=1),[H*4,W*4])) + final_output = _upsample_(mix_L1,[mix_L1.shape[-2]*2,mix_L1.shape[-1]*2]) + _upsample_(shallow,[mix_L1.shape[-2]*2,mix_L1.shape[-1]*2]) + final_output = self.upsample1(final_output) + final_output = _upsample_(final_output,[final_output.shape[-2]*2,final_output.shape[-1]*2]) + shallow + final_output = self.upsample2(final_output) + + final_output = self.Bside[0](final_output) + + return [final_output,side_1,side_2,side_3,side_4,side_5] + +class PDFNet_process(nn.Module): + def __init__(self, encoder, decoder, depth_decoder, device, args): + super().__init__() + self.patch_ratio = 8 + self.device = device + self.raw_ch = 3 + emb = args.emb + self.Glob = nn.Sequential(make_crs(emb,emb)) + self.decoder = decoder + self.depth_decoder = depth_decoder + self.decoder.patch_ratio = self.patch_ratio + self.args=args + + self.channel_mix = make_crs(emb*4,emb) + self.channel_mix4 = make_crs(args.back_bone_channels_stage4,emb) + self.channel_mix3 = make_crs(args.back_bone_channels_stage3,emb) + self.channel_mix2 = make_crs(args.back_bone_channels_stage2,emb) + self.channel_mix1 = make_crs(args.back_bone_channels_stage1,emb) + + self.apply(self._init_weights) + + self.encoder = encoder + self.SSIMLoss = SSIMLoss() + self.SiLogLoss = SiLogLoss().to(device) + self.IntegrityPriorLoss = IntegrityPriorLoss().to(device) + + def _init_weights(self, m): + if isinstance(m, (nn.Conv2d)): + trunc_normal_(m.weight, std=.02) + if m.bias is not None: + nn.init.constant_(m.bias, 0) + + def loss_compute(self,Pred,GT): + loss = 0 + for i in range(len(Pred)): + if Pred[i].shape[2:] != GT.shape[2:]: + up_pred = F.interpolate(Pred[i],size=GT.shape[2:],mode='bilinear') + else: + up_pred = Pred[i] + if i == 0: + target_loss = structure_loss(up_pred,GT) + self.SSIMLoss(up_pred.sigmoid(),GT) * 0.5 + loss = loss + target_loss + else: + loss = loss + (structure_loss(up_pred,GT) + self.SSIMLoss(up_pred.sigmoid(),GT) * 0.5) * 0.5 + return loss, target_loss + + def Integrity_Loss(self,Pred,depth,gt): + loss = 0 + for i in range(len(Pred)): + if Pred[i].shape[2:] != depth.shape[2:]: + up_pred = F.interpolate(Pred[i],size=depth.shape[2:],mode='bilinear') + else: + up_pred = Pred[i] + if i == 0: + target_loss = self.IntegrityPriorLoss(up_pred.sigmoid(),depth,gt) + loss = loss + target_loss + else: + loss = loss + (self.IntegrityPriorLoss(up_pred.sigmoid(),depth,gt)) * 0.5 + return loss, target_loss + + def depth_loss(self,Pred,GT): + loss = 0 + for i in range(len(Pred)): + if Pred[i].shape[2:] != GT.shape[2:]: + up_pred = F.interpolate(Pred[i],size=GT.shape[2:],mode='bilinear') + else: + up_pred = Pred[i] + if i == 0: + target_loss = self.SiLogLoss(up_pred.sigmoid(),GT) + loss = loss + target_loss + else: + loss = loss + (self.SiLogLoss(up_pred.sigmoid(),GT)) * 0.5 + return loss, target_loss + + def encode(self,x,encoder): + latent_I1,latent_I2,latent_I3,latent_I4 = encoder(x) + + latent_I1 = self.channel_mix1(latent_I1) + latent_I2 = self.channel_mix2(latent_I2) + latent_I3 = self.channel_mix3(latent_I3) + latent_I4 = self.channel_mix4(latent_I4) + x_glob = self.Glob(self.channel_mix(torch.cat([_upsample_like(latent_I1,latent_I4), + _upsample_like(latent_I2,latent_I4), + _upsample_like(latent_I3,latent_I4), + latent_I4],dim=1))) + + return latent_I1,latent_I2,latent_I3,latent_I4,x_glob + + @torch.no_grad() + def split(self, x: torch.Tensor, patch_size: int = 256, overlap_ratio: float = 0.25) -> torch.Tensor: + """Split the input into small patches with sliding window.""" + patch_stride = int(patch_size * (1 - overlap_ratio)) + + image_size = x.shape[-1] + steps = int(math.ceil((image_size - patch_size) / patch_stride)) + 1 + + x_patch_list = [] + for j in range(steps): + j0 = j * patch_stride + j1 = j0 + patch_size + + for i in range(steps): + i0 = i * patch_stride + i1 = i0 + patch_size + x_patch_list.append(x[..., j0:j1, i0:i1]) + + return torch.cat(x_patch_list, dim=0) + + @torch.no_grad() + def merge(self, x: torch.Tensor, batch_size: int, padding: int = 3) -> torch.Tensor: + """Merge the patched input into a image with sliding window.""" + steps = int(math.sqrt(x.shape[0] // batch_size)) + + idx = 0 + + output_list = [] + for j in range(steps): + output_row_list = [] + for i in range(steps): + output = x[batch_size * idx : batch_size * (idx + 1)] + + if padding > 0: + if j != 0: + output = output[..., padding:, :] + if i != 0: + output = output[..., :, padding:] + if j != steps - 1: + output = output[..., :-padding, :] + if i != steps - 1: + output = output[..., :, :-padding] + + output_row_list.append(output) + idx += 1 + + output_row = torch.cat(output_row_list, dim=-1) + output_list.append(output_row) + output = torch.cat(output_list, dim=-2) + return output + + def forward(self,img,depth,gt,depth_gt): + depth = (depth-depth.min())/(depth.max()-depth.min()) + depth_gt = (depth_gt-depth_gt.min())/(depth_gt.max()-depth_gt.min()) + B,C,H,W = img.size() + RIMG,RDEPTH,RGT = img, depth, gt + if RDEPTH.shape[1] == 1: + RDEPTH = RDEPTH.repeat(1,3,1,1) + down_ratio = 2 + patch_ratio = self.patch_ratio + Down_RIMG = _upsample_(RIMG,[RIMG.shape[-2]//down_ratio,RIMG.shape[-1]//down_ratio]) + Down_RDEPTH = _upsample_(RDEPTH,[RDEPTH.shape[-2]//down_ratio,RDEPTH.shape[-1]//down_ratio]) + Down_img_depth = torch.cat([Down_RIMG,Down_RDEPTH],dim=0) + + latent_I1,latent_I2,latent_I3,latent_I4,x_glob = self.encode(Down_img_depth,self.encoder) + Depth_latent_I1,Depth_latent_I2,Depth_latent_I3,Depth_latent_I4,Depth_x_glob = latent_I1[B:2*B],latent_I2[B:2*B],latent_I3[B:2*B],latent_I4[B:2*B],x_glob[B:2*B] + latent_I1,latent_I2,latent_I3,latent_I4,x_glob = latent_I1[:B],latent_I2[:B],latent_I3[:B],latent_I4[:B],x_glob[:B] + + patch_img = self.split(RIMG,patch_size=RIMG.shape[-2]//patch_ratio,overlap_ratio=0.) + patch_latent_I1,patch_latent_I2,patch_latent_I3,patch_latent_I4,patch_x_glob = self.encode(patch_img,self.encoder) + + patch_latent_I1 = self.merge(patch_latent_I1,batch_size=B,padding=0) + patch_latent_I2 = self.merge(patch_latent_I2,batch_size=B,padding=0) + patch_latent_I3 = self.merge(patch_latent_I3,batch_size=B,padding=0) + patch_latent_I4 = self.merge(patch_latent_I4,batch_size=B,padding=0) + patch_x_glob = self.merge(patch_x_glob,batch_size=B,padding=0) + + pred_m = self.decoder(RIMG,RDEPTH, + [latent_I1,latent_I2,latent_I3,latent_I4,x_glob], + [Depth_latent_I1,Depth_latent_I2,Depth_latent_I3,Depth_latent_I4,Depth_x_glob], + [patch_latent_I1,patch_latent_I2,patch_latent_I3,patch_latent_I4,patch_x_glob]) + + pred_depth = self.depth_decoder(RIMG,[latent_I1+Depth_latent_I1+_upsample_like(patch_latent_I1,latent_I1), + latent_I2+Depth_latent_I2+_upsample_like(patch_latent_I2,latent_I2), + latent_I3+Depth_latent_I3+_upsample_like(patch_latent_I3,latent_I3), + latent_I4+Depth_latent_I4+_upsample_like(patch_latent_I4,latent_I4), + x_glob+Depth_x_glob+_upsample_like(patch_x_glob,x_glob)]) + + loss, target_loss = self.loss_compute(pred_m,RGT) + integrity_loss,_ = self.Integrity_Loss(pred_m,depth_gt,RGT) + depth_loss,_ = self.depth_loss(pred_depth,depth_gt) + + loss = loss + integrity_loss/2 + depth_loss/10 + + if self.args.DEBUG: + print(pred_m[0].shape) + H,W = RIMG.shape[-2],RIMG.shape[-1] + Show_X = torch.cat([RIMG.reshape([-1,H,W])[:3].cpu().detach(), + RDEPTH.reshape([-1,H,W])[:1].cpu().detach(), + RGT.reshape([-1,H,W])[:1].cpu().detach(), + pred_m[0].sigmoid().reshape([-1,H,W])[:1].cpu().detach(), + _upsample_like(pred_depth[0],pred_m[0]).sigmoid().reshape([-1,H,W])[:1].cpu().detach(),],dim=0) + show_gray_images(Show_X,m=RIMG.shape[0]*4,alpha=1.5,cmap='gray') + return [i.sigmoid() for i in pred_m], loss, target_loss + + @torch.no_grad() + def inference(self,img,depth): + depth = (depth-depth.min())/(depth.max()-depth.min()) + B,C,H,W = img.size() + RIMG,RDEPTH = img, depth + if RDEPTH.shape[1] == 1: + RDEPTH = RDEPTH.repeat(1,3,1,1) + down_ratio = 2 + patch_ratio = self.patch_ratio + Down_RIMG = _upsample_(RIMG,[RIMG.shape[-2]//down_ratio,RIMG.shape[-1]//down_ratio]) + Down_RDEPTH = _upsample_(RDEPTH,[RDEPTH.shape[-2]//down_ratio,RDEPTH.shape[-1]//down_ratio]) + Down_img_depth = torch.cat([Down_RIMG,Down_RDEPTH],dim=0) + + latent_I1,latent_I2,latent_I3,latent_I4,x_glob = self.encode(Down_img_depth,self.encoder) + Depth_latent_I1,Depth_latent_I2,Depth_latent_I3,Depth_latent_I4,Depth_x_glob = latent_I1[B:2*B],latent_I2[B:2*B],latent_I3[B:2*B],latent_I4[B:2*B],x_glob[B:2*B] + latent_I1,latent_I2,latent_I3,latent_I4,x_glob = latent_I1[:B],latent_I2[:B],latent_I3[:B],latent_I4[:B],x_glob[:B] + + patch_img = self.split(RIMG,patch_size=RIMG.shape[-2]//patch_ratio,overlap_ratio=0.) + patch_latent_I1,patch_latent_I2,patch_latent_I3,patch_latent_I4,patch_x_glob = self.encode(patch_img,self.encoder) + + patch_latent_I1 = self.merge(patch_latent_I1,batch_size=B,padding=0) + patch_latent_I2 = self.merge(patch_latent_I2,batch_size=B,padding=0) + patch_latent_I3 = self.merge(patch_latent_I3,batch_size=B,padding=0) + patch_latent_I4 = self.merge(patch_latent_I4,batch_size=B,padding=0) + patch_x_glob = self.merge(patch_x_glob,batch_size=B,padding=0) + + pred_m = self.decoder(RIMG,RDEPTH, + [latent_I1,latent_I2,latent_I3,latent_I4,x_glob], + [Depth_latent_I1,Depth_latent_I2,Depth_latent_I3,Depth_latent_I4,Depth_x_glob], + [patch_latent_I1,patch_latent_I2,patch_latent_I3,patch_latent_I4,patch_x_glob]) + + return pred_m[0].sigmoid(),pred_m[0] + +def build_model(args): + if args.back_bone == 'PDFNet_swinB': + return PDFNet_process(encoder=SwinB(args=args,in_chans=3,pretrained=True), + decoder=PDF_decoder(args=args),depth_decoder=PDF_depth_decoder(args=args), + device=args.device, args=args),args.model \ No newline at end of file diff --git a/models/__pycache__/PDFNet.cpython-311.pyc b/models/__pycache__/PDFNet.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..39836ba6eee5bc6e1a3bf2aafaac51d6aaf720f8 Binary files /dev/null and b/models/__pycache__/PDFNet.cpython-311.pyc differ diff --git a/models/__pycache__/swin_transformer.cpython-311.pyc b/models/__pycache__/swin_transformer.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..7c997477b66d95ead1c06a8cbeb2cfee7207ed62 Binary files /dev/null and b/models/__pycache__/swin_transformer.cpython-311.pyc differ diff --git a/models/__pycache__/utils.cpython-311.pyc b/models/__pycache__/utils.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..0b1998ac58963083078e3b3b83f7dc4d87a602f3 Binary files /dev/null and b/models/__pycache__/utils.cpython-311.pyc differ diff --git a/models/swin_transformer.py b/models/swin_transformer.py new file mode 100644 index 0000000000000000000000000000000000000000..5d52242f6f538ea2be93b260bc037b365eb564bb --- /dev/null +++ b/models/swin_transformer.py @@ -0,0 +1,666 @@ +# -------------------------------------------------------- +# Swin Transformer +# Copyright (c) 2021 Microsoft +# Licensed under The MIT License [see LICENSE for details] +# Written by Ze Liu, Yutong Lin, Yixuan Wei +# -------------------------------------------------------- + +import torch +import torch.nn as nn +import torch.nn.functional as F +import torch.utils.checkpoint as checkpoint +import numpy as np +from timm.models.layers import DropPath, to_2tuple, trunc_normal_ + +class Mlp(nn.Module): + """ Multilayer perceptron.""" + + def __init__(self, in_features, hidden_features=None, out_features=None, act_layer=nn.GELU, drop=0.): + super().__init__() + out_features = out_features or in_features + hidden_features = hidden_features or in_features + self.fc1 = nn.Linear(in_features, hidden_features) + self.act = act_layer() + self.fc2 = nn.Linear(hidden_features, out_features) + self.drop = nn.Dropout(drop) + + def forward(self, x): + x = self.fc1(x) + x = self.act(x) + x = self.drop(x) + x = self.fc2(x) + x = self.drop(x) + return x + + +def window_partition(x, window_size): + """ + Args: + x: (B, H, W, C) + window_size (int): window size + + Returns: + windows: (num_windows*B, window_size, window_size, C) + """ + B, H, W, C = x.shape + x = x.view(B, H // window_size, window_size, W // window_size, window_size, C) + windows = x.permute(0, 1, 3, 2, 4, 5).contiguous().view(-1, window_size, window_size, C) + return windows + + +def window_reverse(windows, window_size, H, W): + """ + Args: + windows: (num_windows*B, window_size, window_size, C) + window_size (int): Window size + H (int): Height of image + W (int): Width of image + + Returns: + x: (B, H, W, C) + """ + B = int(windows.shape[0] / (H * W / window_size / window_size)) + x = windows.view(B, H // window_size, W // window_size, window_size, window_size, -1) + x = x.permute(0, 1, 3, 2, 4, 5).contiguous().view(B, H, W, -1) + return x + + +class WindowAttention(nn.Module): + """ Window based multi-head self attention (W-MSA) module with relative position bias. + It supports both of shifted and non-shifted window. + + Args: + dim (int): Number of input channels. + window_size (tuple[int]): The height and width of the window. + num_heads (int): Number of attention heads. + qkv_bias (bool, optional): If True, add a learnable bias to query, key, value. Default: True + qk_scale (float | None, optional): Override default qk scale of head_dim ** -0.5 if set + attn_drop (float, optional): Dropout ratio of attention weight. Default: 0.0 + proj_drop (float, optional): Dropout ratio of output. Default: 0.0 + """ + + def __init__(self, dim, window_size, num_heads, qkv_bias=True, qk_scale=None, attn_drop=0., proj_drop=0.): + + super().__init__() + self.dim = dim + self.window_size = window_size # Wh, Ww + self.num_heads = num_heads + head_dim = dim // num_heads + self.scale = qk_scale or head_dim ** -0.5 + + # define a parameter table of relative position bias + self.relative_position_bias_table = nn.Parameter( + torch.zeros((2 * window_size[0] - 1) * (2 * window_size[1] - 1), num_heads)) # 2*Wh-1 * 2*Ww-1, nH + + # get pair-wise relative position index for each token inside the window + coords_h = torch.arange(self.window_size[0]) + coords_w = torch.arange(self.window_size[1]) + coords = torch.stack(torch.meshgrid([coords_h, coords_w])) # 2, Wh, Ww + coords_flatten = torch.flatten(coords, 1) # 2, Wh*Ww + relative_coords = coords_flatten[:, :, None] - coords_flatten[:, None, :] # 2, Wh*Ww, Wh*Ww + relative_coords = relative_coords.permute(1, 2, 0).contiguous() # Wh*Ww, Wh*Ww, 2 + relative_coords[:, :, 0] += self.window_size[0] - 1 # shift to start from 0 + relative_coords[:, :, 1] += self.window_size[1] - 1 + relative_coords[:, :, 0] *= 2 * self.window_size[1] - 1 + relative_position_index = relative_coords.sum(-1) # Wh*Ww, Wh*Ww + self.register_buffer("relative_position_index", relative_position_index) + + self.qkv = nn.Linear(dim, dim * 3, bias=qkv_bias) + self.attn_drop = nn.Dropout(attn_drop) + self.proj = nn.Linear(dim, dim) + self.proj_drop = nn.Dropout(proj_drop) + + trunc_normal_(self.relative_position_bias_table, std=.02) + self.softmax = nn.Softmax(dim=-1) + + def forward(self, x, mask=None): + """ Forward function. + + Args: + x: input features with shape of (num_windows*B, N, C) + mask: (0/-inf) mask with shape of (num_windows, Wh*Ww, Wh*Ww) or None + """ + B_, N, C = x.shape + qkv = self.qkv(x).reshape(B_, N, 3, self.num_heads, C // self.num_heads).permute(2, 0, 3, 1, 4) + q, k, v = qkv[0], qkv[1], qkv[2] # make torchscript happy (cannot use tensor as tuple) + + q = q * self.scale + attn = (q @ k.transpose(-2, -1)) + + relative_position_bias = self.relative_position_bias_table[self.relative_position_index.view(-1)].view( + self.window_size[0] * self.window_size[1], self.window_size[0] * self.window_size[1], -1) # Wh*Ww,Wh*Ww,nH + relative_position_bias = relative_position_bias.permute(2, 0, 1).contiguous() # nH, Wh*Ww, Wh*Ww + attn = attn + relative_position_bias.unsqueeze(0) + + if mask is not None: + nW = mask.shape[0] + attn = attn.view(B_ // nW, nW, self.num_heads, N, N) + mask.unsqueeze(1).unsqueeze(0) + attn = attn.view(-1, self.num_heads, N, N) + attn = self.softmax(attn) + else: + attn = self.softmax(attn) + + attn = self.attn_drop(attn) + + x = (attn @ v).transpose(1, 2).reshape(B_, N, C) + x = self.proj(x) + x = self.proj_drop(x) + return x + + +class SwinTransformerBlock(nn.Module): + """ Swin Transformer Block. + + Args: + dim (int): Number of input channels. + num_heads (int): Number of attention heads. + window_size (int): Window size. + shift_size (int): Shift size for SW-MSA. + mlp_ratio (float): Ratio of mlp hidden dim to embedding dim. + qkv_bias (bool, optional): If True, add a learnable bias to query, key, value. Default: True + qk_scale (float | None, optional): Override default qk scale of head_dim ** -0.5 if set. + drop (float, optional): Dropout rate. Default: 0.0 + attn_drop (float, optional): Attention dropout rate. Default: 0.0 + drop_path (float, optional): Stochastic depth rate. Default: 0.0 + act_layer (nn.Module, optional): Activation layer. Default: nn.GELU + norm_layer (nn.Module, optional): Normalization layer. Default: nn.LayerNorm + """ + + def __init__(self, dim, num_heads, window_size=7, shift_size=0, + mlp_ratio=4., qkv_bias=True, qk_scale=None, drop=0., attn_drop=0., drop_path=0., + act_layer=nn.GELU, norm_layer=nn.LayerNorm): + super().__init__() + self.dim = dim + self.num_heads = num_heads + self.window_size = window_size + self.shift_size = shift_size + self.mlp_ratio = mlp_ratio + assert 0 <= self.shift_size < self.window_size, "shift_size must in 0-window_size" + + self.norm1 = norm_layer(dim) + self.attn = WindowAttention( + dim, window_size=to_2tuple(self.window_size), num_heads=num_heads, + qkv_bias=qkv_bias, qk_scale=qk_scale, attn_drop=attn_drop, proj_drop=drop) + + self.drop_path = DropPath(drop_path) if drop_path > 0. else nn.Identity() + self.norm2 = norm_layer(dim) + mlp_hidden_dim = int(dim * mlp_ratio) + self.mlp = Mlp(in_features=dim, hidden_features=mlp_hidden_dim, act_layer=act_layer, drop=drop) + + self.H = None + self.W = None + + def forward(self, x, mask_matrix): + """ Forward function. + + Args: + x: Input feature, tensor size (B, H*W, C). + H, W: Spatial resolution of the input feature. + mask_matrix: Attention mask for cyclic shift. + """ + B, L, C = x.shape + H, W = self.H, self.W + assert L == H * W, "input feature has wrong size" + + shortcut = x + x = self.norm1(x) + x = x.view(B, H, W, C) + + # pad feature maps to multiples of window size + pad_l = pad_t = 0 + pad_r = (self.window_size - W % self.window_size) % self.window_size + pad_b = (self.window_size - H % self.window_size) % self.window_size + x = F.pad(x, (0, 0, pad_l, pad_r, pad_t, pad_b)) + _, Hp, Wp, _ = x.shape + + # cyclic shift + if self.shift_size > 0: + shifted_x = torch.roll(x, shifts=(-self.shift_size, -self.shift_size), dims=(1, 2)) + attn_mask = mask_matrix + else: + shifted_x = x + attn_mask = None + + # partition windows + x_windows = window_partition(shifted_x, self.window_size) # nW*B, window_size, window_size, C + x_windows = x_windows.view(-1, self.window_size * self.window_size, C) # nW*B, window_size*window_size, C + + # W-MSA/SW-MSA + attn_windows = self.attn(x_windows, mask=attn_mask) # nW*B, window_size*window_size, C + + # merge windows + attn_windows = attn_windows.view(-1, self.window_size, self.window_size, C) + shifted_x = window_reverse(attn_windows, self.window_size, Hp, Wp) # B H' W' C + + # reverse cyclic shift + if self.shift_size > 0: + x = torch.roll(shifted_x, shifts=(self.shift_size, self.shift_size), dims=(1, 2)) + else: + x = shifted_x + + if pad_r > 0 or pad_b > 0: + x = x[:, :H, :W, :].contiguous() + + x = x.view(B, H * W, C) + + # FFN + x = shortcut + self.drop_path(x) + x = x + self.drop_path(self.mlp(self.norm2(x))) + + return x + + +class PatchMerging(nn.Module): + """ Patch Merging Layer + + Args: + dim (int): Number of input channels. + norm_layer (nn.Module, optional): Normalization layer. Default: nn.LayerNorm + """ + def __init__(self, dim, norm_layer=nn.LayerNorm): + super().__init__() + self.dim = dim + self.reduction = nn.Linear(4 * dim, 2 * dim, bias=False) + self.norm = norm_layer(4 * dim) + + def forward(self, x, H, W): + """ Forward function. + + Args: + x: Input feature, tensor size (B, H*W, C). + H, W: Spatial resolution of the input feature. + """ + B, L, C = x.shape + assert L == H * W, "input feature has wrong size" + + x = x.view(B, H, W, C) + + # padding + pad_input = (H % 2 == 1) or (W % 2 == 1) + if pad_input: + x = F.pad(x, (0, 0, 0, W % 2, 0, H % 2)) + + x0 = x[:, 0::2, 0::2, :] # B H/2 W/2 C + x1 = x[:, 1::2, 0::2, :] # B H/2 W/2 C + x2 = x[:, 0::2, 1::2, :] # B H/2 W/2 C + x3 = x[:, 1::2, 1::2, :] # B H/2 W/2 C + x = torch.cat([x0, x1, x2, x3], -1) # B H/2 W/2 4*C + x = x.view(B, -1, 4 * C) # B H/2*W/2 4*C + + x = self.norm(x) + x = self.reduction(x) + + return x + + +class BasicLayer(nn.Module): + """ A basic Swin Transformer layer for one stage. + + Args: + dim (int): Number of feature channels + depth (int): Depths of this stage. + num_heads (int): Number of attention head. + window_size (int): Local window size. Default: 7. + mlp_ratio (float): Ratio of mlp hidden dim to embedding dim. Default: 4. + qkv_bias (bool, optional): If True, add a learnable bias to query, key, value. Default: True + qk_scale (float | None, optional): Override default qk scale of head_dim ** -0.5 if set. + drop (float, optional): Dropout rate. Default: 0.0 + attn_drop (float, optional): Attention dropout rate. Default: 0.0 + drop_path (float | tuple[float], optional): Stochastic depth rate. Default: 0.0 + norm_layer (nn.Module, optional): Normalization layer. Default: nn.LayerNorm + downsample (nn.Module | None, optional): Downsample layer at the end of the layer. Default: None + use_checkpoint (bool): Whether to use checkpointing to save memory. Default: False. + """ + + def __init__(self, + dim, + depth, + num_heads, + window_size=7, + mlp_ratio=4., + qkv_bias=True, + qk_scale=None, + drop=0., + attn_drop=0., + drop_path=0., + norm_layer=nn.LayerNorm, + downsample=None, + use_checkpoint=False): + super().__init__() + self.window_size = window_size + self.shift_size = window_size // 2 + self.depth = depth + self.use_checkpoint = use_checkpoint + + # build blocks + self.blocks = nn.ModuleList([ + SwinTransformerBlock( + dim=dim, + num_heads=num_heads, + window_size=window_size, + shift_size=0 if (i % 2 == 0) else window_size // 2, + mlp_ratio=mlp_ratio, + qkv_bias=qkv_bias, + qk_scale=qk_scale, + drop=drop, + attn_drop=attn_drop, + drop_path=drop_path[i] if isinstance(drop_path, list) else drop_path, + norm_layer=norm_layer) + for i in range(depth)]) + + # patch merging layer + if downsample is not None: + self.downsample = downsample(dim=dim, norm_layer=norm_layer) + else: + self.downsample = None + + def forward(self, x, H, W): + """ Forward function. + + Args: + x: Input feature, tensor size (B, H*W, C). + H, W: Spatial resolution of the input feature. + """ + + # calculate attention mask for SW-MSA + Hp = int(np.ceil(H / self.window_size)) * self.window_size + Wp = int(np.ceil(W / self.window_size)) * self.window_size + img_mask = torch.zeros((1, Hp, Wp, 1), device=x.device) # 1 Hp Wp 1 + h_slices = (slice(0, -self.window_size), + slice(-self.window_size, -self.shift_size), + slice(-self.shift_size, None)) + w_slices = (slice(0, -self.window_size), + slice(-self.window_size, -self.shift_size), + slice(-self.shift_size, None)) + cnt = 0 + for h in h_slices: + for w in w_slices: + img_mask[:, h, w, :] = cnt + cnt += 1 + + mask_windows = window_partition(img_mask, self.window_size) # nW, window_size, window_size, 1 + mask_windows = mask_windows.view(-1, self.window_size * self.window_size) + attn_mask = mask_windows.unsqueeze(1) - mask_windows.unsqueeze(2) + attn_mask = attn_mask.masked_fill(attn_mask != 0, float(-100.0)).masked_fill(attn_mask == 0, float(0.0)) + + for blk in self.blocks: + blk.H, blk.W = H, W + if self.use_checkpoint: + x = checkpoint.checkpoint(blk, x, attn_mask) + else: + x = blk(x, attn_mask) + if self.downsample is not None: + x_down = self.downsample(x, H, W) + Wh, Ww = (H + 1) // 2, (W + 1) // 2 + return x, H, W, x_down, Wh, Ww + else: + return x, H, W, x, H, W + + +class PatchEmbed(nn.Module): + """ Image to Patch Embedding + + Args: + patch_size (int): Patch token size. Default: 4. + in_chans (int): Number of input image channels. Default: 3. + embed_dim (int): Number of linear projection output channels. Default: 96. + norm_layer (nn.Module, optional): Normalization layer. Default: None + """ + + def __init__(self, patch_size=4, in_chans=3, embed_dim=96, norm_layer=None): + super().__init__() + patch_size = to_2tuple(patch_size) + self.patch_size = patch_size + + self.in_chans = in_chans + self.embed_dim = embed_dim + + self.proj = nn.Conv2d(in_chans, embed_dim, kernel_size=patch_size, stride=patch_size) + if norm_layer is not None: + self.norm = norm_layer(embed_dim) + else: + self.norm = None + + def forward(self, x): + """Forward function.""" + # padding + # print(x.size()) + _, _, H, W = x.size() + if W % self.patch_size[1] != 0: + x = F.pad(x, (0, self.patch_size[1] - W % self.patch_size[1])) + if H % self.patch_size[0] != 0: + x = F.pad(x, (0, 0, 0, self.patch_size[0] - H % self.patch_size[0])) + + x = self.proj(x) # B C Wh Ww + if self.norm is not None: + Wh, Ww = x.size(2), x.size(3) + x = x.flatten(2).transpose(1, 2) + x = self.norm(x) + x = x.transpose(1, 2).view(-1, self.embed_dim, Wh, Ww) + + return x + + +class SwinTransformer(nn.Module): + """ Swin Transformer backbone. + A PyTorch impl of : `Swin Transformer: Hierarchical Vision Transformer using Shifted Windows` - + https://arxiv.org/pdf/2103.14030 + + Args: + pretrain_img_size (int): Input image size for training the pretrained model, + used in absolute postion embedding. Default 224. + patch_size (int | tuple(int)): Patch size. Default: 4. + in_chans (int): Number of input image channels. Default: 3. + embed_dim (int): Number of linear projection output channels. Default: 96. + depths (tuple[int]): Depths of each Swin Transformer stage. + num_heads (tuple[int]): Number of attention head of each stage. + window_size (int): Window size. Default: 7. + mlp_ratio (float): Ratio of mlp hidden dim to embedding dim. Default: 4. + qkv_bias (bool): If True, add a learnable bias to query, key, value. Default: True + qk_scale (float): Override default qk scale of head_dim ** -0.5 if set. + drop_rate (float): Dropout rate. + attn_drop_rate (float): Attention dropout rate. Default: 0. + drop_path_rate (float): Stochastic depth rate. Default: 0.2. + norm_layer (nn.Module): Normalization layer. Default: nn.LayerNorm. + ape (bool): If True, add absolute position embedding to the patch embedding. Default: False. + patch_norm (bool): If True, add normalization after patch embedding. Default: True. + out_indices (Sequence[int]): Output from which stages. + frozen_stages (int): Stages to be frozen (stop grad and set eval mode). + -1 means not freezing any parameters. + use_checkpoint (bool): Whether to use checkpointing to save memory. Default: False. + """ + + def __init__(self, + pretrain_img_size=224, + patch_size=4, + in_chans=3, + embed_dim=96, + depths=[2, 2, 6, 2], + num_heads=[3, 6, 12, 24], + window_size=7, + mlp_ratio=4., + qkv_bias=True, + qk_scale=None, + drop_rate=0., + attn_drop_rate=0., + drop_path_rate=0.2, + norm_layer=nn.LayerNorm, + ape=False, + patch_norm=True, + out_indices=(0, 1, 2, 3), + frozen_stages=-1, + use_checkpoint=False): + super().__init__() + + self.pretrain_img_size = pretrain_img_size + self.num_layers = len(depths) + self.embed_dim = embed_dim + self.ape = ape + self.patch_norm = patch_norm + self.out_indices = out_indices + self.frozen_stages = frozen_stages + + # split image into non-overlapping patches + self.patch_embed = PatchEmbed( + patch_size=patch_size, in_chans=in_chans, embed_dim=embed_dim, + norm_layer=norm_layer if self.patch_norm else None) + + # absolute position embedding + if self.ape: + pretrain_img_size = to_2tuple(pretrain_img_size) + patch_size = to_2tuple(patch_size) + patches_resolution = [pretrain_img_size[0] // patch_size[0], pretrain_img_size[1] // patch_size[1]] + + self.absolute_pos_embed = nn.Parameter(torch.zeros(1, embed_dim, patches_resolution[0], patches_resolution[1])) + trunc_normal_(self.absolute_pos_embed, std=.02) + + self.pos_drop = nn.Dropout(p=drop_rate) + + # stochastic depth + dpr = [x.item() for x in torch.linspace(0, drop_path_rate, sum(depths))] # stochastic depth decay rule + + # build layers + self.layers = nn.ModuleList() + for i_layer in range(self.num_layers): + layer = BasicLayer( + dim=int(embed_dim * 2 ** i_layer), + depth=depths[i_layer], + num_heads=num_heads[i_layer], + window_size=window_size, + mlp_ratio=mlp_ratio, + qkv_bias=qkv_bias, + qk_scale=qk_scale, + drop=drop_rate, + attn_drop=attn_drop_rate, + drop_path=dpr[sum(depths[:i_layer]):sum(depths[:i_layer + 1])], + norm_layer=norm_layer, + downsample=PatchMerging if (i_layer < self.num_layers - 1) else None, + use_checkpoint=use_checkpoint) + self.layers.append(layer) + + num_features = [int(embed_dim * 2 ** i) for i in range(self.num_layers)] + self.num_features = num_features + + # add a norm layer for each output + for i_layer in out_indices: + layer = norm_layer(num_features[i_layer]) + layer_name = f'norm{i_layer}' + self.add_module(layer_name, layer) + + self._freeze_stages() + + def _freeze_stages(self): + if self.frozen_stages >= 0: + self.patch_embed.eval() + for param in self.patch_embed.parameters(): + param.requires_grad = False + + if self.frozen_stages >= 1 and self.ape: + self.absolute_pos_embed.requires_grad = False + + if self.frozen_stages >= 2: + self.pos_drop.eval() + for i in range(0, self.frozen_stages - 1): + m = self.layers[i] + m.eval() + for param in m.parameters(): + param.requires_grad = False + + def init_weights(self, pretrained=None): + """Initialize the weights in backbone. + + Args: + pretrained (str, optional): Path to pre-trained weights. + Defaults to None. + """ + + def _init_weights(m): + if isinstance(m, nn.Linear): + trunc_normal_(m.weight, std=.02) + if isinstance(m, nn.Linear) and m.bias is not None: + nn.init.constant_(m.bias, 0) + elif isinstance(m, nn.LayerNorm): + nn.init.constant_(m.bias, 0) + nn.init.constant_(m.weight, 1.0) + + if isinstance(pretrained, str): + self.apply(_init_weights) + # logger = get_root_logger() + # load_checkpoint(self, pretrained, strict=False, logger=logger) + elif pretrained is None: + self.apply(_init_weights) + else: + raise TypeError('pretrained must be a str or None') + + def forward(self, x): + x = self.patch_embed(x) + + Wh, Ww = x.size(2), x.size(3) + if self.ape: + # interpolate the position embedding to the corresponding size + absolute_pos_embed = F.interpolate(self.absolute_pos_embed, size=(Wh, Ww), mode='bicubic') + x = (x + absolute_pos_embed) # B Wh*Ww C + + # outs = [x.contiguous()] + outs = [] + x = x.flatten(2).transpose(1, 2) + x = self.pos_drop(x) + for i in range(self.num_layers): + layer = self.layers[i] + x_out, H, W, x, Wh, Ww = layer(x, Wh, Ww) + + if i in self.out_indices: + norm_layer = getattr(self, f'norm{i}') + x_out = norm_layer(x_out) + + out = x_out.view(-1, H, W, self.num_features[i]).permute(0, 3, 1, 2).contiguous() + outs.append(out) + + return outs + + def train(self, mode=True): + """Convert the model into training mode while keep layers freezed.""" + super(SwinTransformer, self).train(mode) + self._freeze_stages() + +def SwinT(args,in_chans=4,pretrained=True): + model = SwinTransformer(in_chans=in_chans,embed_dim=96, depths=[2, 2, 6, 2], num_heads=[3, 6, 12, 24], window_size=7, drop_path_rate=args.drop_path) + if pretrained is True: + checkpoint = torch.load(r'/home/swin/swin_tiny_patch4_window7_224_22k.pth', map_location='cpu') + if 'model' in checkpoint: + checkpoint_model = checkpoint['model'] + else: + checkpoint_model = checkpoint + model_dict = model.state_dict() + checkpoint_model = {k: v for k, v in checkpoint_model.items() if k in model_dict and v.shape ==model_dict[k].shape} + model.load_state_dict(checkpoint_model, strict=False) + + return model + +def SwinS(pretrained=True): + model = SwinTransformer(embed_dim=96, depths=[2, 2, 18, 2], num_heads=[3, 6, 12, 24], window_size=7) + if pretrained is True: + model.load_state_dict(torch.load('data/backbone_ckpt/swin_small_patch4_window7_224.pth', map_location='cpu')['model'], strict=False) + + return model + +def SwinB(args,in_chans=4,pretrained=True): + model = SwinTransformer(in_chans=in_chans,embed_dim=128, depths=[2, 2, 18, 2], num_heads=[4, 8, 16, 32], window_size=12, drop_path_rate=args.drop_path, ape=True) + if pretrained is True: + checkpoint = torch.load(r'checkpoints/swin_base_patch4_window12_384_22kto1k.pth', map_location='cpu') + if 'model' in checkpoint: + checkpoint_model = checkpoint['model'] + else: + checkpoint_model = checkpoint + model_dict = model.state_dict() + checkpoint_model = {k: v for k, v in checkpoint_model.items() if k in model_dict and v.shape ==model_dict[k].shape} + model.load_state_dict(checkpoint_model, strict=False) + + return model + +def SwinL(pretrained=True): + model = SwinTransformer(embed_dim=192, depths=[2, 2, 18, 2], num_heads=[6, 12, 24, 48], window_size=12) + if pretrained is True: + model.load_state_dict(torch.load('data/backbone_ckpt/swin_large_patch4_window12_384_22kto1k.pth', map_location='cpu')['model'], strict=False) + + return model diff --git a/models/util.py b/models/util.py new file mode 100644 index 0000000000000000000000000000000000000000..93e1578dcc2f3e790258ffdf86cc23ee3db7f0df --- /dev/null +++ b/models/util.py @@ -0,0 +1,263 @@ +# adopted from +# https://github.com/openai/improved-diffusion/blob/main/improved_diffusion/gaussian_diffusion.py +# and +# https://github.com/lucidrains/denoising-diffusion-pytorch/blob/7706bdfc6f527f58d33f84b7b522e61e6e3164b3/denoising_diffusion_pytorch/denoising_diffusion_pytorch.py +# and +# https://github.com/openai/guided-diffusion/blob/0ba878e517b276c45d1195eb29f6f5f72659a05b/guided_diffusion/nn.py +# +# thanks! + + +import os +import math +import torch +import torch.nn as nn +import numpy as np +from einops import repeat + + +def make_beta_schedule(schedule, n_timestep, linear_start=1e-4, linear_end=2e-2, cosine_s=8e-3): + if schedule == "linear": + betas = ( + torch.linspace(linear_start ** 0.5, linear_end ** 0.5, n_timestep, dtype=torch.float64) ** 2 + ) + + elif schedule == "cosine": + timesteps = ( + torch.arange(n_timestep + 1, dtype=torch.float64) / n_timestep + cosine_s + ) + alphas = timesteps / (1 + cosine_s) * np.pi / 2 + alphas = torch.cos(alphas).pow(2) + alphas = alphas / alphas[0] + betas = 1 - alphas[1:] / alphas[:-1] + betas = np.clip(betas, a_min=0, a_max=0.999) + + elif schedule == "squaredcos_cap_v2": # used for karlo prior + # return early + return betas_for_alpha_bar( + n_timestep, + lambda t: math.cos((t + 0.008) / 1.008 * math.pi / 2) ** 2, + ) + + elif schedule == "sqrt_linear": + betas = torch.linspace(linear_start, linear_end, n_timestep, dtype=torch.float64) + elif schedule == "sqrt": + betas = torch.linspace(linear_start, linear_end, n_timestep, dtype=torch.float64) ** 0.5 + else: + raise ValueError(f"schedule '{schedule}' unknown.") + return betas.numpy() + + +def make_ddim_timesteps(ddim_discr_method, num_ddim_timesteps, num_ddpm_timesteps, verbose=True): + if ddim_discr_method == 'uniform': + c = num_ddpm_timesteps // num_ddim_timesteps + ddim_timesteps = np.asarray(list(range(0, num_ddpm_timesteps, c))) + elif ddim_discr_method == 'quad': + ddim_timesteps = ((np.linspace(0, np.sqrt(num_ddpm_timesteps * .8), num_ddim_timesteps)) ** 2).astype(int) + else: + raise NotImplementedError(f'There is no ddim discretization method called "{ddim_discr_method}"') + + # assert ddim_timesteps.shape[0] == num_ddim_timesteps + # add one to get the final alpha values right (the ones from first scale to data during sampling) + steps_out = ddim_timesteps + 1 + if verbose: + print(f'Selected timesteps for ddim sampler: {steps_out}') + return steps_out + + +def make_ddim_sampling_parameters(alphacums, ddim_timesteps, eta, verbose=True): + # select alphas for computing the variance schedule + alphas = alphacums[ddim_timesteps] + alphas_prev = np.asarray([alphacums[0]] + alphacums[ddim_timesteps[:-1]].tolist()) + + # according the the formula provided in https://arxiv.org/abs/2010.02502 + sigmas = eta * np.sqrt((1 - alphas_prev) / (1 - alphas) * (1 - alphas / alphas_prev)) + if verbose: + print(f'Selected alphas for ddim sampler: a_t: {alphas}; a_(t-1): {alphas_prev}') + print(f'For the chosen value of eta, which is {eta}, ' + f'this results in the following sigma_t schedule for ddim sampler {sigmas}') + return sigmas, alphas, alphas_prev + + +def betas_for_alpha_bar(num_diffusion_timesteps, alpha_bar, max_beta=0.999): + """ + Create a beta schedule that discretizes the given alpha_t_bar function, + which defines the cumulative product of (1-beta) over time from t = [0,1]. + :param num_diffusion_timesteps: the number of betas to produce. + :param alpha_bar: a lambda that takes an argument t from 0 to 1 and + produces the cumulative product of (1-beta) up to that + part of the diffusion process. + :param max_beta: the maximum beta to use; use values lower than 1 to + prevent singularities. + """ + betas = [] + for i in range(num_diffusion_timesteps): + t1 = i / num_diffusion_timesteps + t2 = (i + 1) / num_diffusion_timesteps + betas.append(min(1 - alpha_bar(t2) / alpha_bar(t1), max_beta)) + return np.array(betas) + + +def extract_into_tensor(a, t, x_shape): + b, *_ = t.shape + out = a.gather(-1, t) + return out.reshape(b, *((1,) * (len(x_shape) - 1))) + + +def checkpoint(func, inputs, params, flag): + """ + Evaluate a function without caching intermediate activations, allowing for + reduced memory at the expense of extra compute in the backward pass. + :param func: the function to evaluate. + :param inputs: the argument sequence to pass to `func`. + :param params: a sequence of parameters `func` depends on but does not + explicitly take as arguments. + :param flag: if False, disable gradient checkpointing. + """ + if flag: + args = tuple(inputs) + tuple(params) + return CheckpointFunction.apply(func, len(inputs), *args) + else: + return func(*inputs) + + +class CheckpointFunction(torch.autograd.Function): + @staticmethod + def forward(ctx, run_function, length, *args): + ctx.run_function = run_function + ctx.input_tensors = list(args[:length]) + ctx.input_params = list(args[length:]) + ctx.gpu_autocast_kwargs = {"enabled": torch.is_autocast_enabled(), + "dtype": torch.get_autocast_gpu_dtype(), + "cache_enabled": torch.is_autocast_cache_enabled()} + with torch.no_grad(): + output_tensors = ctx.run_function(*ctx.input_tensors) + return output_tensors + + @staticmethod + def backward(ctx, *output_grads): + ctx.input_tensors = [x.detach().requires_grad_(True) for x in ctx.input_tensors] + with torch.enable_grad(), \ + torch.cuda.amp.autocast(**ctx.gpu_autocast_kwargs): + # Fixes a bug where the first op in run_function modifies the + # Tensor storage in place, which is not allowed for detach()'d + # Tensors. + shallow_copies = [x.view_as(x) for x in ctx.input_tensors] + output_tensors = ctx.run_function(*shallow_copies) + input_grads = torch.autograd.grad( + output_tensors, + ctx.input_tensors + ctx.input_params, + output_grads, + allow_unused=True, + ) + del ctx.input_tensors + del ctx.input_params + del output_tensors + return (None, None) + input_grads + + +def timestep_embedding(timesteps, dim, max_period=10000, repeat_only=False): + """ + Create sinusoidal timestep embeddings. + :param timesteps: a 1-D Tensor of N indices, one per batch element. + These may be fractional. + :param dim: the dimension of the output. + :param max_period: controls the minimum frequency of the embeddings. + :return: an [N x dim] Tensor of positional embeddings. + """ + if not repeat_only: + half = dim // 2 + freqs = torch.exp( + -math.log(max_period) * torch.arange(start=0, end=half, dtype=torch.float32) / half + ).to(device=timesteps.device) + args = timesteps[:, None].float() * freqs[None] + embedding = torch.cat([torch.cos(args), torch.sin(args)], dim=-1) + if dim % 2: + embedding = torch.cat([embedding, torch.zeros_like(embedding[:, :1])], dim=-1) + else: + embedding = repeat(timesteps, 'b -> b d', d=dim) + return embedding + + +def zero_module(module): + """ + Zero out the parameters of a module and return it. + """ + for p in module.parameters(): + p.detach().zero_() + return module + + +def scale_module(module, scale): + """ + Scale the parameters of a module and return it. + """ + for p in module.parameters(): + p.detach().mul_(scale) + return module + + +def mean_flat(tensor): + """ + Take the mean over all non-batch dimensions. + """ + return tensor.mean(dim=list(range(1, len(tensor.shape)))) + + +def normalization(channels): + """ + Make a standard normalization layer. + :param channels: number of input channels. + :return: an nn.Module for normalization. + """ + return GroupNorm32(32, channels) + + +# PyTorch 1.7 has SiLU, but we support PyTorch 1.5. +class SiLU(nn.Module): + def forward(self, x): + return x * torch.sigmoid(x) + + +class GroupNorm32(nn.GroupNorm): + def forward(self, x): + return super().forward(x.float()).type(x.dtype) + + +def conv_nd(dims, *args, **kwargs): + """ + Create a 1D, 2D, or 3D convolution module. + """ + if dims == 1: + return nn.Conv1d(*args, **kwargs) + elif dims == 2: + return nn.Conv2d(*args, **kwargs) + elif dims == 3: + return nn.Conv3d(*args, **kwargs) + raise ValueError(f"unsupported dimensions: {dims}") + + +def linear(*args, **kwargs): + """ + Create a linear module. + """ + return nn.Linear(*args, **kwargs) + + +def avg_pool_nd(dims, *args, **kwargs): + """ + Create a 1D, 2D, or 3D average pooling module. + """ + if dims == 1: + return nn.AvgPool1d(*args, **kwargs) + elif dims == 2: + return nn.AvgPool2d(*args, **kwargs) + elif dims == 3: + return nn.AvgPool3d(*args, **kwargs) + raise ValueError(f"unsupported dimensions: {dims}") + + +def noise_like(shape, device, repeat=False): + repeat_noise = lambda: torch.randn((1, *shape[1:]), device=device).repeat(shape[0], *((1,) * (len(shape) - 1))) + noise = lambda: torch.randn(shape, device=device) + return repeat_noise() if repeat else noise() \ No newline at end of file diff --git a/models/utils.py b/models/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..1bd3d19a39f94435cf8acf18c3e4bf51464adb92 --- /dev/null +++ b/models/utils.py @@ -0,0 +1,558 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. + +# All rights reserved. + +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + + +import numpy.random as random +import matplotlib.pyplot as plt +import torch +import torch.nn as nn +import torch.nn.functional as F +from torch.autograd import Variable +from math import exp + +class SiLogLoss(nn.Module): + def __init__(self, lambd=0.5, eps=1e-6): + super().__init__() + self.lambd = lambd + self.eps = eps # 防止log(0)的微小常数 + + def forward(self, pred, target): + # 将输入转换为float32计算关键部分 + pred = pred.float() + target = target.float() + + # 添加eps防止log(0)并提升数值稳定性 + diff_log = torch.log(target + self.eps) - torch.log(pred + self.eps) + loss = torch.sqrt( + (diff_log ** 2).mean() - self.lambd * (diff_log.mean() ** 2) + self.eps + ) + return loss + +class IntegrityPriorLoss(nn.Module): + def __init__(self, epsilon=1e-8): + super().__init__() + + self.epsilon = epsilon + self.max_variance = 0.05 + self.max_grad = 0.05 + + self.sobel_x = nn.Conv2d(1, 1, kernel_size=3, stride=1, padding=1, bias=False) + self.sobel_y = nn.Conv2d(1, 1, kernel_size=3, stride=1, padding=1, bias=False) + + sobel_kernel_x = torch.tensor([[[[-1, 0, 1], [-2, 0, 2], [-1, 0, 1]]]], dtype=torch.float32) + sobel_kernel_y = torch.tensor([[[[-1, -2, -1], [0, 0, 0], [1, 2, 1]]]], dtype=torch.float32) + + self.sobel_x.weight.data = sobel_kernel_x + self.sobel_y.weight.data = sobel_kernel_y + + for param in self.parameters(): + param.requires_grad = False + + def forward(self, mask, depth_map, gt): + #对FP计算与均值的差距，越远loss越高 + #对FN计算与均值的差距，越近loss越高 + py = gt*mask + (1-gt)*(1-mask) + FP = (1-py)*mask + FN = (1-py)*gt + logP = -torch.log(py + self.epsilon) + diff = (depth_map-((depth_map*gt).sum()/gt.sum()))**2 + FPdiff = (diff)*FP + FNdiff = (1-diff)*FN + vareight = (FPdiff+FNdiff)*py + variance = logP * vareight # [B,1] + variance_loss = torch.mean(variance) + + grad_x = abs(self.sobel_x(depth_map)) # [B,1,H,W] + grad_y = abs(self.sobel_y(depth_map)) # [B,1,H,W] + + masked_grad_x = grad_x * logP + masked_grad_y = grad_y * logP + + grad = (masked_grad_x + masked_grad_y) + grad_loss = torch.mean(grad) + + total_loss = variance_loss + grad_loss + return total_loss +def gaussian(window_size, sigma): + gauss = torch.Tensor([exp(-(x - window_size//2)**2/float(2*sigma**2)) for x in range(window_size)]) + return gauss/gauss.sum() + +def create_window(window_size, channel): + _1D_window = gaussian(window_size, 1.5).unsqueeze(1) + _2D_window = _1D_window.mm(_1D_window.t()).float().unsqueeze(0).unsqueeze(0) + window = Variable(_2D_window.expand(channel, 1, window_size, window_size).contiguous()) + return window + +def _ssim(img1, img2, window, window_size, channel, size_average=True): + mu1 = F.conv2d(img1, window, padding = window_size//2, groups=channel) + mu2 = F.conv2d(img2, window, padding = window_size//2, groups=channel) + + mu1_sq = mu1.pow(2) + mu2_sq = mu2.pow(2) + mu1_mu2 = mu1*mu2 + + sigma1_sq = F.conv2d(img1*img1, window, padding=window_size//2, groups=channel) - mu1_sq + sigma2_sq = F.conv2d(img2*img2, window, padding=window_size//2, groups=channel) - mu2_sq + sigma12 = F.conv2d(img1*img2, window, padding=window_size//2, groups=channel) - mu1_mu2 + + C1 = 0.01**2 + C2 = 0.03**2 + + ssim_map = ((2*mu1_mu2 + C1)*(2*sigma12 + C2))/((mu1_sq + mu2_sq + C1)*(sigma1_sq + sigma2_sq + C2)) + + if size_average: + return ssim_map.mean() + else: + return ssim_map.mean(1).mean(1).mean(1) + +class SSIMLoss(torch.nn.Module): + def __init__(self, window_size=11, size_average=True): + super(SSIMLoss, self).__init__() + self.window_size = window_size + self.size_average = size_average + self.channel = 1 + self.window = create_window(window_size, self.channel) + + def forward(self, img1, img2): + (_, channel, _, _) = img1.size() + if channel == self.channel and self.window.data.type() == img1.data.type(): + window = self.window + else: + window = create_window(self.window_size, channel) + if img1.is_cuda: + window = window.cuda(img1.get_device()) + window = window.type_as(img1) + self.window = window + self.channel = channel + return 1 - (1 + _ssim(img1, img2, window, self.window_size, channel, self.size_average)) / 2 + +def circular_highPassFiltering(img, ratio): + device = img.device + batch_size,_,height,width = img.shape + sigma = (height * (ratio[...,None,None])) / 4 + center_h = height // 2 + center_w = width // 2 + grid_y, grid_x = torch.meshgrid(torch.arange(-center_h, height - center_h), + torch.arange(-center_w, width - center_w)) + grid_y = grid_y[None,None,...].repeat(batch_size, 1, 1, 1).to(device) + grid_x = grid_x[None,None,...].repeat(batch_size, 1, 1, 1).to(device) + # 按照二维高斯分布公式计算每个位置的值 + gaussian_values = (1 / (2 * torch.pi * sigma ** 2)) * torch.exp(-(grid_x ** 2 + grid_y ** 2) / (2 * sigma ** 2)) + gmin = gaussian_values.flatten(-2).min(dim=-1)[0][...,None,None] + gmax = gaussian_values.flatten(-2).max(dim=-1)[0][...,None,None] + decreasing_matrix = (gaussian_values-gmin) / (gmax-gmin) # 根据归一化距离计算灰度值 + mask = ((0.5-decreasing_matrix)*100).sigmoid() + fft = torch.fft.fft2(img) + fft_shift = torch.fft.fftshift(fft,dim=(2,3)) + fft_shift = torch.mul(fft_shift, mask) + idft_shift = torch.fft.ifftshift(fft_shift,dim=(2,3)) + ifimg = torch.fft.ifft2(idft_shift) + ifimg = torch.abs(ifimg) + ifmin = ifimg.flatten(-2).min(dim=-1)[0][...,None,None] + ifmax = ifimg.flatten(-2).max(dim=-1)[0][...,None,None] + ifimg = (ifimg-ifmin) / (ifmax-ifmin) # 根据归一化距离计算灰度值 + return mask,ifimg + +def _upsample_like(src,tar,mode='bilinear'): + if mode == 'bilinear': + src = F.upsample(src,size=tar.shape[2:],mode=mode,align_corners=True) + else: + src = F.upsample(src,size=tar.shape[2:],mode=mode) + return src + +def _upsample_(src,size,mode='bilinear'): + if mode == 'bilinear': + src = F.upsample(src,size=size,mode=mode,align_corners=True) + else: + src = F.upsample(src,size=size,mode=mode) + return src + +def patchfy(x,p=4,c=4): + h = w = x.shape[2] // p + x = x.reshape(shape=(x.shape[0], c, h, p, w, p)) + x = torch.einsum('nchpwq->nhwpqc', x) + x = x.reshape(shape=(x.shape[0], h * w, p**2 * c)) + return x + +def unpatchfy(x,p=4,c=4): + h = w = round(x.shape[1]**0.5) + x = x.reshape(shape=(x.shape[0], h, w, p, p, c)) + x = torch.einsum('nhwpqc->nchpwq', x) + x = x.reshape(shape=(x.shape[0], c, h * p, h * p)) + return x + + +# def structure_loss(pred, mask): +# size = 15 +# pad = size//2 +# M_edge = mask +# N_edge = 1 - M_edge +# for i in range(2): +# M_edge = abs(torch.nn.functional.max_pool2d(M_edge, kernel_size=size, stride=1, padding=pad)) +# N_edge = abs(torch.nn.functional.max_pool2d(N_edge, kernel_size=size, stride=1, padding=pad)) +# edge = M_edge + N_edge - 1 +# edge = abs(torch.nn.functional.avg_pool2d(edge, kernel_size=size, stride=1, padding=pad)) +# weit = 1+2.5*edge + +# wbce = F.binary_cross_entropy_with_logits(pred, mask, reduction='none') +# wbce = (weit*wbce).sum(dim=(2,3))/weit.sum(dim=(2,3)) +# pred = torch.sigmoid(pred) +# inter = ((pred * mask) * weit).sum(dim=(2, 3)) +# union = ((pred + mask) * weit).sum(dim=(2, 3)) +# wiou = 1-(inter+1)/(union-inter+1) +# return (wbce+wiou).mean() + +def structure_loss(pred, mask): + weit = 1+5*torch.abs(F.avg_pool2d(mask, kernel_size=31, stride=1, padding=15)-mask) + wbce = F.binary_cross_entropy_with_logits(pred, mask, reduction='none') + wbce = (weit*wbce).sum(dim=(2,3))/weit.sum(dim=(2,3)) + + + pred = torch.sigmoid(pred) + inter = ((pred * mask) * weit).sum(dim=(2, 3)) + + union = ((pred + mask) * weit).sum(dim=(2, 3)) + wiou = 1-(inter+1)/(union-inter+1) + + return (wbce+wiou).mean() + +def iou_loss(pred, mask): + eps = 1e-6 + inter = (pred * mask).sum(dim=(2, 3)) #交集 + union = (pred + mask).sum(dim=(2, 3)) - inter #并集-交集 + iou = 1 - (inter + eps) / (union + eps) + return iou.mean() + +def dice_loss(pred, mask): + eps = 1e-6 + N = pred.size()[0] + pred_flat = pred.view(N,-1) + mask_flat = mask.view(N,-1) + + intersection = (pred_flat * mask_flat).sum(1) + dice_coefficient = (2. * intersection + eps) / (pred_flat.sum(1) + mask_flat.sum(1) + eps) + dice_loss_value = 1 - dice_coefficient.sum()/N + return dice_loss_value + +class LargeK(nn.Module): + """ LargeK Block. + + Args: + dim (int): Number of input channels. + drop_path (float): Stochastic depth rate. Default: 0.0 + """ + def __init__(self, dim): + super().__init__() + self.channel_split = nn.Conv2d(dim,dim*3,kernel_size=1) + self.dwconv1 = nn.Conv2d(dim, dim, kernel_size=7, dilation=2, padding=6, groups=dim) # depthwise conv + self.dwconv2 = nn.Conv2d(dim, dim, kernel_size=7, dilation=4, padding=12, groups=dim) # depthwise conv + self.dwconv3 = nn.Conv2d(dim, dim, kernel_size=7, dilation=8, padding=24, groups=dim) # depthwise conv + self.channel_mix = nn.Conv2d(dim*3,dim,kernel_size=1) + + def forward(self, x): + x = self.channel_split(x) + x1,x2,x3 = torch.chunk(x,3,dim=1) + x1 = self.dwconv1(x1) + x2 = self.dwconv2(x2) + x3 = self.dwconv3(x3) + x = torch.cat([x1,x2,x3],dim=1) + x = self.channel_mix(x) + return x + +class GANLoss(nn.Module): + """Define different GAN objectives. + + The GANLoss class abstracts away the need to create the target label tensor + that has the same size as the input. + """ + + def __init__(self, gan_mode, target_real_label=1.0, target_fake_label=0.0): + """ Initialize the GANLoss class. + + Parameters: + gan_mode (str) - - the type of GAN objective. It currently supports vanilla, lsgan, and wgangp. + target_real_label (bool) - - label for a real image + target_fake_label (bool) - - label of a fake image + + Note: Do not use sigmoid as the last layer of Discriminator. + LSGAN needs no sigmoid. vanilla GANs will handle it with BCEWithLogitsLoss. + """ + super(GANLoss, self).__init__() + self.register_buffer('real_label', torch.tensor(target_real_label)) + self.register_buffer('fake_label', torch.tensor(target_fake_label)) + self.gan_mode = gan_mode + if gan_mode == 'lsgan': + self.loss = nn.MSELoss() + elif gan_mode == 'vanilla': + self.loss = nn.BCEWithLogitsLoss() + elif gan_mode in ['wgangp']: + self.loss = None + else: + raise NotImplementedError('gan mode %s not implemented' % gan_mode) + + def get_target_tensor(self, prediction, target_is_real): + """Create label tensors with the same size as the input. + + Parameters: + prediction (tensor) - - tpyically the prediction from a discriminator + target_is_real (bool) - - if the ground truth label is for real images or fake images + + Returns: + A label tensor filled with ground truth label, and with the size of the input + """ + + if target_is_real: + target_tensor = self.real_label + else: + target_tensor = self.fake_label + return target_tensor.expand_as(prediction) + + def __call__(self, prediction, target_is_real): + """Calculate loss given Discriminator's output and grount truth labels. + + Parameters: + prediction (tensor) - - tpyically the prediction output from a discriminator + target_is_real (bool) - - if the ground truth label is for real images or fake images + + Returns: + the calculated loss. + """ + if self.gan_mode in ['lsgan', 'vanilla']: + target_tensor = self.get_target_tensor(prediction, target_is_real) + loss = self.loss(prediction, target_tensor) + elif self.gan_mode == 'wgangp': + if target_is_real: + loss = -prediction.mean() + else: + loss = prediction.mean() + return loss + +def sinusoidal_position_embedding(batch_size, nums_head, max_len, output_dim, device): + # (max_len, 1) + position = torch.arange(0, max_len, dtype=torch.float).unsqueeze(-1) + # (output_dim//2) + ids = torch.arange(0, output_dim // 2, dtype=torch.float) # 即公式里的i, i的范围是 [0,d/2] + theta = torch.pow(10000, -2 * ids / output_dim) + + # (max_len, output_dim//2) + embeddings = position * theta # 即公式里的：pos / (10000^(2i/d)) + + # (max_len, output_dim//2, 2) + embeddings = torch.stack([torch.sin(embeddings), torch.cos(embeddings)], dim=-1) + + # (bs, head, max_len, output_dim//2, 2) + embeddings = embeddings.repeat((batch_size, nums_head, *([1] * len(embeddings.shape)))) # 在bs维度重复，其他维度都是1不重复 + + # (bs, head, max_len, output_dim) + # reshape后就是：偶数sin, 奇数cos了 + embeddings = torch.reshape(embeddings, (batch_size, nums_head, max_len, output_dim)) + embeddings = embeddings.to(device) + return embeddings + +def RoPE(q, k): + # q,k: (bs, head, max_len, output_dim) + use_multi_head = True + if q.size() == 3 and k.size() == 3: + use_multi_head = False + q, k = q[:,None,...], k[:,None,...] + batch_size = q.shape[0] + nums_head = q.shape[1] + max_len = q.shape[2] + output_dim = q.shape[-1] + + # (bs, head, max_len, output_dim) + pos_emb = sinusoidal_position_embedding(batch_size, nums_head, max_len, output_dim, q.device) + + + # cos_pos,sin_pos: (bs, head, max_len, output_dim) + # 看rope公式可知，相邻cos，sin之间是相同的，所以复制一遍。如(1,2,3)变成(1,1,2,2,3,3) + cos_pos = pos_emb[..., 1::2].repeat_interleave(2, dim=-1) # 将奇数列信息抽取出来也就是cos 拿出来并复制 + sin_pos = pos_emb[..., ::2].repeat_interleave(2, dim=-1) # 将偶数列信息抽取出来也就是sin 拿出来并复制 + + # q,k: (bs, head, max_len, output_dim) + q2 = torch.stack([-q[..., 1::2], q[..., ::2]], dim=-1) + q2 = q2.reshape(q.shape) # reshape后就是正负交替了 + + # 更新qw, *对应位置相乘 + q = q * cos_pos + q2 * sin_pos + + k2 = torch.stack([-k[..., 1::2], k[..., ::2]], dim=-1) + k2 = k2.reshape(k.shape) + # 更新kw, *对应位置相乘 + k = k * cos_pos + k2 * sin_pos + if not use_multi_head: + q, k = q[:,0], k[:,0] + return q, k + +class SwiGLU(nn.Module): + def __init__(self, hidden_size: int, intermediate_size: int) -> None: + super().__init__() + self.w1 = nn.Linear(hidden_size, intermediate_size, bias=False) + self.w2 = nn.Linear(intermediate_size, hidden_size, bias=False) + self.w3 = nn.Linear(hidden_size, intermediate_size, bias=False) + + def forward(self, x: torch.Tensor) -> torch.Tensor: + # x: (batch_size, seq_len, hidden_size) + # w1(x) -> (batch_size, seq_len, intermediate_size) + # w3(x) -> (batch_size, seq_len, intermediate_size) + # w2(*) -> (batch_size, seq_len, hidden_size) + return self.w2(F.silu(self.w1(x)) * self.w3(x)) + +class LayerNorm(nn.Module): + """ LayerNorm that supports two data formats: channels_last (default) or channels_first. + The ordering of the dimensions in the inputs. channels_last corresponds to inputs with + shape (batch_size, height, width, channels) while channels_first corresponds to inputs + with shape (batch_size, channels, height, width). + """ + def __init__(self, normalized_shape, eps=1e-6, data_format="channels_last"): + super().__init__() + self.weight = nn.Parameter(torch.ones(normalized_shape)) + self.bias = nn.Parameter(torch.zeros(normalized_shape)) + self.eps = eps + self.data_format = data_format + if self.data_format not in ["channels_last", "channels_first"]: + raise NotImplementedError + self.normalized_shape = (normalized_shape, ) + + def forward(self, x): + if self.data_format == "channels_last": + return F.layer_norm(x, self.normalized_shape, self.weight, self.bias, self.eps) + elif self.data_format == "channels_first": + u = x.mean(1, keepdim=True) + s = (x - u).pow(2).mean(1, keepdim=True) + x = (x - u) / torch.sqrt(s + self.eps) + x = self.weight[:, None, None] * x + self.bias[:, None, None] + return x + +class RMSNorm(nn.Module): + def __init__(self, hidden_size: int, eps: float = 1e-6, data_format="channels_first") -> None: + super().__init__() + self.eps = eps + self.weight = nn.Parameter(torch.ones(hidden_size)) + self.data_format = data_format + + def _norm(self, hidden_states): + if self.data_format == "channels_first": + variance = hidden_states.pow(2).mean(dim=(1), keepdim=True) # 在高和宽维度上计算均值 + elif self.data_format == "channels_last": + variance = hidden_states.pow(2).mean(dim=-1, keepdim=True) + return hidden_states * torch.rsqrt(variance + self.eps) + + def forward(self, hidden_states): + if self.data_format == "channels_first": + return self.weight[..., None, None] * self._norm(hidden_states.float()).type_as(hidden_states) + elif self.data_format == "channels_last": + return self.weight * self._norm(hidden_states.float()).type_as(hidden_states) + +class GRN(nn.Module): + """ GRN (Global Response Normalization) layer + """ + def __init__(self, dim): + super().__init__() + self.gamma = nn.Parameter(torch.zeros(1, 1, 1, dim)) + self.beta = nn.Parameter(torch.zeros(1, 1, 1, dim)) + + def forward(self, x): + Gx = torch.norm(x, p=2, dim=(1,2), keepdim=True) + Nx = Gx / (Gx.mean(dim=-1, keepdim=True) + 1e-6) + return self.gamma * (x * Nx) + self.beta + x + +class DUpsampling(nn.Module): + def __init__(self, inplanes, scale, pad=0): + super(DUpsampling, self).__init__() + self.conv1 = nn.Conv2d(inplanes, inplanes* scale * scale, kernel_size=1, padding = pad) + self.scale = scale + + def forward(self, x): + x = self.conv1(x) + N, C, H, W = x.size() + # N, H, W, C + x_permuted = x.permute(0, 2, 3, 1) + + # N, H, W*scale, C/scale + x_permuted = x_permuted.contiguous().view((N, H, W * self.scale, int(C / (self.scale)))) + + # N, W*scale,H, C/scale + x_permuted = x_permuted.permute(0, 2, 1, 3) + # N, W*scale,H*scale, C/(scale**2) + x_permuted = x_permuted.contiguous().view((N, W * self.scale, H * self.scale, int(C / (self.scale * self.scale)))) + + # N,C/(scale**2),W*scale,H*scale + x = x_permuted.permute(0, 3, 2, 1) + + return x + +class REsampling(nn.Module): + def __init__(self, scale): + super(REsampling, self).__init__() + self.scale = scale + + def forward(self, x): + N, C, H, W = x.size() + # N, H, W, C + x_permuted = x.permute(0, 2, 3, 1) + + # N, H, W*scale, C/scale + x_permuted = x_permuted.contiguous().view((N, H, W * self.scale, int(C / (self.scale)))) + + # N, W*scale,H, C/scale + x_permuted = x_permuted.permute(0, 2, 1, 3) + # N, W*scale,H*scale, C/(scale**2) + x_permuted = x_permuted.contiguous().view((N, W * self.scale, H * self.scale, int(C / (self.scale * self.scale)))) + + # N,C/(scale**2),W*scale,H*scale + x = x_permuted.permute(0, 3, 2, 1) + + return x + +class Dcrop(nn.Module): + def __init__(self,inplanes,cropscale=2): + super(Dcrop, self).__init__() + self.conv = nn.Conv2d(inplanes*cropscale*cropscale, inplanes*cropscale*cropscale, kernel_size=3, padding = 1) + self.cropscale = cropscale + + def forward(self, x): + B,C,H,W = x.size() + x_permuted = x.permute(0, 2, 3, 1) + x_permuted = x_permuted.contiguous().view((B, H, W//self.cropscale, C*self.cropscale)) + x_permuted = x_permuted.permute(0, 2, 1, 3) + x_permuted = x_permuted.contiguous().view((B, W//self.cropscale, H//self.cropscale, C*self.cropscale*self.cropscale)) + x = x_permuted.permute(0, 3, 2, 1) + x = self.conv(x)+x + return x + +def show_gray_images(images, m=8, alpha=3, cmap='coolwarm',save_path=None): + if len(images.size()) == 2: + plt.imshow(images, cmap=cmap) + plt.axis('off') + else: + n, h, w = images.shape + if n == 1: + plt.imshow(images[0], cmap=cmap) + plt.axis('off') + else: + if m > n: m = n + num_rows = (n + m - 1) // m + fig, axes = plt.subplots(num_rows, m, figsize=(m * 2*alpha, num_rows * 2*alpha)) + plt.subplots_adjust(wspace=0.05, hspace=0.05) + for i in range(num_rows): + for j in range(m): + idx = i*m + j + if m == 1 or num_rows == 1: + axes[idx].imshow(images[idx], cmap=cmap) + axes[idx].axis('off') + elif idx < n: + axes[i, j].imshow(images[idx], cmap=cmap) + axes[i, j].axis('off') + if save_path is not None: + plt.savefig(save_path) + plt.close() + else: + plt.show() + + +