{ "cells": [ { "cell_type": "markdown", "id": "3c00934d-0f14-4c1a-a563-94d627b377e5", "metadata": {}, "source": [ "# Notebook to visualize a dataset\n", "\n", "Sanity check to ensure data is properly read\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "b15dfdc1-5054-40bc-9631-4c7426eecfd9", "metadata": {}, "outputs": [], "source": [ "from notebook_imports import *\n", "\n", "import torch\n", "\n", "from pyrad.data.dataloader import TrainDataloader\n", "from pyrad.data.utils import get_dataset_inputs_from_dataset_config\n", "from pyrad.graphs.modules.ray_generator import RayGenerator\n", "from pyrad.graphs.modules.scene_colliders import AABBBoxCollider\n", "from pyrad.utils.plotly import get_line_segments_from_lines\n", "from pyrad.utils.misc import instantiate_from_dict_config\n", "\n", "\n", "from hydra import compose, initialize\n", "from tqdm import tqdm\n", "import random" ] }, { "cell_type": "markdown", "id": "2cb2fd5f", "metadata": {}, "source": [ "## Load dataset" ] }, { "cell_type": "code", "execution_count": 2, "id": "7fe7478d", "metadata": {}, "outputs": [], "source": [ "CONFIG_NAME = \"graph_default.yaml\"\n", "DEVICE = \"cpu\"\n", "\n", "with initialize(version_base=\"1.2\", config_path=\"../configs\"):\n", " config = compose(config_name=CONFIG_NAME)\n", "\n", "dataset_inputs = get_dataset_inputs_from_dataset_config(**config.data.dataset_inputs_train, split=\"train\")\n", "\n", "# ImageDataset\n", "image_dataset_train = instantiate_from_dict_config(config.data.image_dataset_train, **dataset_inputs.as_dict())\n", "# ImageSampler\n", "image_sampler_train = instantiate_from_dict_config(\n", " config.data.dataloader_train.image_sampler, dataset=image_dataset_train, device=DEVICE\n", ")\n", "# PixelSampler\n", "pixel_sampler_train = instantiate_from_dict_config(config.data.dataloader_train.pixel_sampler, keep_full_image=True)\n", "\n", "ray_generator = RayGenerator(dataset_inputs.intrinsics, dataset_inputs.camera_to_world)\n", "\n", "dataloader_train = TrainDataloader(image_sampler_train, pixel_sampler_train)\n", "iter_dataloader_train = iter(dataloader_train)\n", "\n", "\n", "def show_batch(batch):\n", " # set the color of the sampled rays\n", " c, y, x = [i.flatten() for i in torch.split(batch[\"local_indices\"], 1, dim=-1)]\n", " batch[\"full_image\"][c, y, x] = 0.0\n", " batch[\"full_image\"][c, y, x, 0] = 1.0\n", "\n", " # batch[\"image\"] is num_images, h, w, 3\n", " images = torch.split(batch[\"full_image\"], 1, dim=0)\n", " image_list = [image[0] for image in images]\n", " image = torch.cat(image_list, dim=1) # cat along the width dimension\n", "\n", " # the pink pixels are rays\n", " media.show_image((image * 255).to(torch.uint8))\n", "\n", "\n", "def sample_and_show_batch():\n", " ray_indices, batch = next(iter_dataloader_train)\n", " show_batch(batch)\n", " return batch" ] }, { "cell_type": "markdown", "id": "39349ea0", "metadata": {}, "source": [ "## Visualize Image\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "19b85061-a1b0-458b-9d00-96cde6f37dca", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Example image:\n" ] }, { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Example Batch. Pink pixels denote the batch of rays:\n" ] }, { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"Example image:\")\n", "media.show_image(image_dataset_train.get_image(10), height=200)\n", "print(\"Example Batch. Pink pixels denote the batch of rays:\")\n", "batch = sample_and_show_batch()" ] }, { "cell_type": "markdown", "id": "6eaab4db", "metadata": {}, "source": [ "## Visualize cameras and ray\n", "Camera origins denoted with black dots. A subset of camera rays are rendered for some cameras." ] }, { "cell_type": "code", "execution_count": 4, "id": "fd8cf48a-823e-4395-99ca-eda4c2026440", "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "marker": { "color": "rgba(0, 0, 0, 1)", "size": 8 }, "mode": "markers", "name": "origins", "type": "scatter3d", "x": [ -0.05379832163453102, -1.398659110069275, -3.385493516921997, -1.2464345693588257, 2.8865230083465576, -2.8906705379486084, 2.232801914215088, -0.12979382276535034, -3.7495899200439453, -3.4902923107147217, -3.3551595211029053, 0.52907395362854, -0.48754292726516724, 2.1348819732666016, -1.9585098028182983, 2.6538169384002686, -3.1899499893188477, 3.7242627143859863, 0.9608983993530273, 3.1680095195770264, 1.9119539260864258, -0.7987216114997864, 2.8507351875305176, -2.8561718463897705, 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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ray_indices = batch[\"indices\"]\n", "ray_bundle = ray_generator(ray_indices)\n", "\n", "skip = 1\n", "size = 8\n", "data = []\n", "data += [\n", " go.Scatter3d(\n", " x=ray_generator.camera_to_world[::skip, 0, 3],\n", " y=ray_generator.camera_to_world[::skip, 1, 3],\n", " z=ray_generator.camera_to_world[::skip, 2, 3],\n", " mode=\"markers\",\n", " name=\"origins\",\n", " marker=dict(color=\"rgba(0, 0, 0, 1)\", size=size),\n", " )\n", "]\n", "\n", "scene_bounds_collider = AABBBoxCollider(dataset_inputs.scene_bounds)\n", "intersected_ray_bundle = scene_bounds_collider(ray_bundle)\n", "\n", "lines = torch.stack(\n", " [\n", " intersected_ray_bundle.origins + intersected_ray_bundle.directions * intersected_ray_bundle.nears[..., None],\n", " intersected_ray_bundle.origins + intersected_ray_bundle.directions * intersected_ray_bundle.fars[..., None],\n", " ],\n", " dim=1,\n", ").tolist() # (num_rays, 2, 3)\n", "lines = torch.tensor(random.sample(lines, k=100))\n", "\n", "data += get_line_segments_from_lines(lines)\n", "\n", "layout = go.Layout(\n", " autosize=False,\n", " width=1000,\n", " height=1000,\n", " margin=go.layout.Margin(l=50, r=50, b=100, t=100, pad=4),\n", " scene=go.layout.Scene(\n", " aspectmode=\"data\",\n", " camera=dict(up=dict(x=0, y=0, z=1), center=dict(x=0, y=0, z=0), eye=dict(x=1.25, y=1.25, z=1.25)),\n", " ),\n", ")\n", "fig = go.Figure(data=data, layout=layout)\n", "fig.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.13" }, "vscode": { "interpreter": { "hash": "41f62990c6e03ccb48eec29860b83c64e20fcd45204ae5014afab6809cd6f1f1" } } }, "nbformat": 4, "nbformat_minor": 5 }