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"StyleView", "description_width": "" } } } } }, "cells": [ { "cell_type": "markdown", "source": [ "# [DreamGaussian](https://github.com/dreamgaussian/dreamgaussian) image-to-3D demo" ], "metadata": { "id": "CUOFrZPwTMrY" } }, { "cell_type": "code", "source": [ "#@title install (only run once)\n", "%rm -r dreamgaussian\n", "!git clone https://github.com/dreamgaussian/dreamgaussian\n", "%cd dreamgaussian\n", "\n", "# install dependencies\n", "!pip install -q einops plyfile dearpygui huggingface_hub diffusers accelerate transformers xatlas trimesh PyMCubes pymeshlab rembg[gpu,cli] omegaconf ninja\n", "\n", "# build extension from source (can be slow)\n", "# !git clone --recursive https://github.com/ashawkey/diff-gaussian-rasterization\n", "# !pip install -q ./diff-gaussian-rasterization\n", "# !pip install -q ./simple-knn\n", "\n", "# pre-built wheels (faster)\n", "!pip install -q https://github.com/camenduru/diff-gaussian-rasterization/releases/download/v1.0/diff_gaussian_rasterization-0.0.0-cp310-cp310-linux_x86_64.1.whl\n", "!pip install -q https://github.com/camenduru/diff-gaussian-rasterization/releases/download/v1.0/simple_knn-0.0.0-cp310-cp310-linux_x86_64.1.whl\n", "\n", "# nvdiffrast\n", "!pip install -q git+https://github.com/NVlabs/nvdiffrast\n", "\n", "# kiuikit\n", "!pip install -q git+https://github.com/ashawkey/kiuikit\n", "\n", "%mkdir -p data" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "1pBDI44pTJNg", "outputId": "8a206199-0ab0-45a3-bf43-7e93da5cf87e" }, "execution_count": 1, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "rm: cannot remove 'dreamgaussian': No such file or directory\n", "Cloning into 'dreamgaussian'...\n", "remote: Enumerating objects: 135, done.\u001b[K\n", "remote: Counting objects: 100% (75/75), done.\u001b[K\n", "remote: Compressing objects: 100% (37/37), done.\u001b[K\n", 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This behaviour is the source of the following dependency conflicts.\n", "lida 0.0.10 requires kaleido, which is not installed.\n", "tensorflow 2.13.0 requires typing-extensions<4.6.0,>=3.6.6, but you have typing-extensions 4.8.0 which is incompatible.\u001b[0m\u001b[31m\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.0/3.0 MB\u001b[0m \u001b[31m15.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.9/2.9 MB\u001b[0m \u001b[31m11.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25h Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n", " Building wheel for nvdiffrast (setup.py) ... \u001b[?25l\u001b[?25hdone\n", " Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n", " Building wheel for kiui (setup.py) ... \u001b[?25l\u001b[?25hdone\n" ] } ] }, { "cell_type": "code", "source": [ "#@title upload image\n", "\n", "import os\n", "\n", "%cd data/\n", "%rm * # remove all old files!\n", "from google.colab import files\n", "uploaded = files.upload()\n", "IMAGE = os.path.basename(next(iter(uploaded))) # filename\n", "%cd ..\n", "\n", "# display image\n", "from IPython.display import Image, display\n", "display(Image(f'data/{IMAGE}', width=256, height=256))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 365 }, "id": "5X5IhWpnTyzv", "outputId": "5e5601e9-a4a4-4ff8-edd9-19d8505f16be" }, "execution_count": 2, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "/content/dreamgaussian/data\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "\n", " \n", " \n", " Upload widget is only available when the cell has been executed in the\n", " current browser session. Please rerun this cell to enable.\n", " \n", " " ] }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "Saving zoro.jpg to zoro.jpg\n", "/content/dreamgaussian\n" ] }, { "output_type": "display_data", "data": { "image/jpeg": 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\n", "text/plain": [ "" ] }, "metadata": { "image/jpeg": { "width": 256, "height": 256 } } } ] }, { "cell_type": "code", "source": [ "#@title preprocess image\n", "\n", "# preprocess\n", "%run process.py data/{IMAGE}\n", "\n", "NAME = os.path.splitext(IMAGE)[0]\n", "IMAGE_PROCESSED = NAME + '_rgba.png'\n", "\n", "# display processed image\n", "from IPython.display import Image, display\n", "display(Image(f'data/{IMAGE_PROCESSED}', width=256, height=256))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 363 }, "id": "tdJYQF1RXRvf", "outputId": "67615a5f-3988-411c-a431-831b86c234ab" }, "execution_count": 3, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "Downloading data from 'https://github.com/danielgatis/rembg/releases/download/v0.0.0/u2net.onnx' to file '/root/.u2net/u2net.onnx'.\n", "100%|████████████████████████████████████████| 176M/176M [00:00<00:00, 165GB/s]\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "[INFO] loading image data/zoro.jpg...\n", "[INFO] background removal...\n", "[INFO] recenter...\n" ] }, { "output_type": "display_data", "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": { "image/png": { "width": 256, "height": 256 } } } ] }, { "cell_type": "markdown", "source": [ "# Settings\n", "* Elevation: estimated elevation angle, default to 0 (horizontal), range from [-90, 90]. If you upload a look-down image, try a value like -30." ], "metadata": { "id": "DPRUSiFCW0DX" } }, { "cell_type": "code", "source": [ "#@markdown ####**Settings:**\n", "Elevation = 0 #@param {type: 'integer'}" ], "metadata": { "id": "0UG5zvnpWrlH" }, "execution_count": 4, "outputs": [] }, { "cell_type": "code", "source": [ "#@title training!\n", "\n", "# stage 1\n", "%run main.py --config configs/image.yaml input=data/{IMAGE_PROCESSED} save_path={NAME} elevation={Elevation} force_cuda_rast=True\n", "\n", "# stage 2\n", "%run main2.py --config configs/image.yaml input=data/{IMAGE_PROCESSED} save_path={NAME} elevation={Elevation} force_cuda_rast=True" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 934, "referenced_widgets": [ "c22bb53ccb5d4c4e81deae5bce3112fc", "fc91577e30574fe28c9a0bc7e59d26f4", "d30f16b0b1a84f209610696f2cb07f34", "d616309f4cff4f75916c12f9c6207aaf", "1bdc2ca9293f4653a2bf7be50cea3cdd", "3961ab8c81ca48e48d30ab6636619a79", 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\n", "1.9413193464279175\n", "\n" ] }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "[INFO] mesh cleaning: (21738, 3) --> (11279, 3), (43436, 3) --> (22558, 3)\n", "[INFO] marching cubes result: torch.Size([11279, 3]) (-0.6604546904563904-0.727537214756012), torch.Size([22558, 3])\n", "[INFO] unwrap uv...\n", "[INFO] save model to logs/zoro_mesh.obj.\n", "[load_obj] use texture from: logs/zoro_mesh_albedo.png\n", "[load_obj] load texture: (1024, 1024, 3)\n", "[Mesh loading] v: torch.Size([14075, 3]), f: torch.Size([22558, 3])\n", "[Mesh loading] vn: torch.Size([14075, 3]), fn: torch.Size([22558, 3])\n", "[INFO] load image from data/zoro_rgba.png...\n", "[INFO] loading zero123...\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "Loading pipeline components...: 0%| | 0/6 [00:00\"\"\")\n", "\n", "show_video(f'{NAME}.mp4')" ], "metadata": { "id": "BvXTaNZyVoB_", "colab": { "base_uri": "https://localhost:8080/", "height": 833 }, "outputId": "70e2aa08-9c4c-422d-bf4d-48a5c0064879" }, "execution_count": 6, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "[load_obj] use texture from: logs/zoro_albedo.png\n", "[load_obj] load texture: (1024, 1024, 3)\n", "[Mesh loading] v: torch.Size([14075, 3]), f: torch.Size([22558, 3])\n", "[Mesh loading] vn: torch.Size([14075, 3]), fn: torch.Size([22558, 3])\n" ] }, { "output_type": "stream", "name": "stderr", "text": [ " 0%| | 0/1 [00:00" ], "text/html": [ "" ] }, "metadata": {}, "execution_count": 6 } ] } ] }