From 30e7b638c7700b0a1787944d053f323d831802c7 Mon Sep 17 00:00:00 2001 From: Brent Yi Date: Sun, 1 Oct 2023 14:36:15 +0200 Subject: [PATCH 01/31] Add Gaussian splatting implementation Shaders adapted from: https://github.com/antimatter15/splat/ --- examples/21_gaussian_splats.py | 73 ++++++++ src/viser/_message_api.py | 46 +++++ src/viser/_messages.py | 11 ++ src/viser/_scene_handles.py | 5 + src/viser/client/.eslintrc.js | 1 + src/viser/client/public/model.splat | Bin 0 -> 8655712 bytes src/viser/client/src/App.tsx | 5 +- src/viser/client/src/Titlebar.tsx | 11 +- src/viser/client/src/{Utils.tsx => Utils.ts} | 0 src/viser/client/src/WebsocketInterface.tsx | 54 +++++- src/viser/client/src/WebsocketMessages.tsx | 13 ++ .../client/src/splatting/GaussianSplats.tsx | 166 ++++++++++++++++++ src/viser/client/src/splatting/Shaders.ts | 93 ++++++++++ .../client/src/splatting/SplatSortWorker.ts | 117 ++++++++++++ 14 files changed, 579 insertions(+), 16 deletions(-) create mode 100644 examples/21_gaussian_splats.py create mode 100644 src/viser/client/public/model.splat rename src/viser/client/src/{Utils.tsx => Utils.ts} (100%) create mode 100644 src/viser/client/src/splatting/GaussianSplats.tsx create mode 100644 src/viser/client/src/splatting/Shaders.ts create mode 100644 src/viser/client/src/splatting/SplatSortWorker.ts diff --git a/examples/21_gaussian_splats.py b/examples/21_gaussian_splats.py new file mode 100644 index 000000000..c6d7443a8 --- /dev/null +++ b/examples/21_gaussian_splats.py @@ -0,0 +1,73 @@ +"""Gaussian splatting +""" + +import time +from pathlib import Path + +import numpy as onp +import tyro + +import viser +from viser import transforms as tf + + +def main(splat_path: Path) -> None: + splat_buffer = splat_path.read_bytes() + bytes_per_gaussian = ( + # Each Gaussian is serialized as: + # - position (vec3, float32) + 3 * 4 + # - xyz (vec3, float32) + + 3 * 4 + # - rgba (vec4, uint8) + + 4 + # - ijkl (vec4, uint8), where 0 => -1, 255 => 1. + + 4 + ) + assert len(splat_buffer) % bytes_per_gaussian == 0 + num_gaussians = len(splat_buffer) // bytes_per_gaussian + print(f"{num_gaussians=}") + + # Reinterpret cast to dtypes that we want to extract. + splat_uint8 = onp.frombuffer(splat_buffer, dtype=onp.uint8).reshape( + (num_gaussians, bytes_per_gaussian) + ) + scales = splat_uint8[:, 12:24].view(onp.float32) + wxyzs = splat_uint8[:, 28:32] / 255.0 * 2.0 - 1.0 + Rs = onp.array([tf.SO3(wxyz).as_matrix() for wxyz in wxyzs]) + covariances = onp.einsum( + "nij,njk,nlk->nil", Rs, onp.eye(3)[None, :, :] * scales[:, None, :] ** 2, Rs + ) + + server = viser.ViserServer() + server.configure_theme(dark_mode=True) + gui_reset_up = server.add_gui_button( + "Reset up direction", + hint="Set the camera control 'up' direction to the current camera's 'up'.", + ) + + @gui_reset_up.on_click + def _(event: viser.GuiEvent) -> None: + client = event.client + assert client is not None + client.camera.up_direction = tf.SO3(client.camera.wxyz) @ onp.array( + [0.0, -1.0, 0.0] + ) + + server.add_gaussian_splats( + "/gaussian_splats", + # Centers should have shape (N, 3). + centers=splat_uint8[:, 0:12].view(onp.float32), + # Colors should have shape (N, 4). + rgbs=splat_uint8[:, 24:27] / 255.0, + opacities=splat_uint8[:, 27:28] / 255.0, + # Covariances should have shape (N, 3, 3). + covariances=covariances, + ) + + while True: + time.sleep(10.0) + + +if __name__ == "__main__": + tyro.cli(main) diff --git a/src/viser/_message_api.py b/src/viser/_message_api.py index 1dcc9d4dc..4428f6382 100644 --- a/src/viser/_message_api.py +++ b/src/viser/_message_api.py @@ -29,6 +29,7 @@ CameraFrustumHandle, ClickEvent, FrameHandle, + GaussianSplatHandle, GlbHandle, Gui3dContainerHandle, ImageHandle, @@ -436,6 +437,51 @@ def add_mesh_trimesh( visible=visible, ) + def add_gaussian_splats( + self, + name: str, + centers: onp.ndarray, + covariances: onp.ndarray, + rgbs: onp.ndarray, + opacities: onp.ndarray, + wxyz: Tuple[float, float, float, float] | onp.ndarray = (1.0, 0.0, 0.0, 0.0), + position: Tuple[float, float, float] | onp.ndarray = (0.0, 0.0, 0.0), + visible: bool = True, + ) -> GaussianSplatHandle: + """Add some splattable Gaussians to the scene. + + Arguments: + name: Scene node name. + centers: Centers of Gaussians. (N, 3). + covariances: Second moment for each Gaussian. (N, 3, 3). + rgbs: Color for each Gaussian. (N, 3). + opacities: Opacity for each Gaussian. (N, 1). + wxyz: R_parent_local transformation. + position: t_parent_local transformation. + visibile: Initial visibility of scene node. + + Returns: + Scene node handle. + """ + num_gaussians = centers.shape[0] + assert centers.shape == (num_gaussians, 3) + assert rgbs.shape == (num_gaussians, 3) + assert opacities.shape == (num_gaussians, 1) + assert covariances.shape == (num_gaussians, 3, 3) + self._queue( + _messages.GaussianSplatsMessage( + name=name, + centers=centers.astype(onp.float32), + rgbs=_colors_to_uint8(rgbs), + opacities=_colors_to_uint8(opacities), + covariances_triu=covariances.reshape((-1, 9))[ + :, onp.array([0, 1, 2, 4, 5, 8]) + ].astype(onp.float32), + ) + ) + node_handle = GaussianSplatHandle._make(self, name, wxyz, position, visible) + return node_handle + def set_background_image( self, image: onp.ndarray, diff --git a/src/viser/_messages.py b/src/viser/_messages.py index e364b9d70..24c06ffac 100644 --- a/src/viser/_messages.py +++ b/src/viser/_messages.py @@ -505,6 +505,17 @@ class CubicBezierSplineMessage(Message): color: int +@dataclasses.dataclass +class GaussianSplatsMessage(Message): + """Message from server->client carrying splattable Gaussians.""" + + name: str + centers: onpt.NDArray[onp.float32] + rgbs: onpt.NDArray[onp.uint8] + opacities: onpt.NDArray[onp.uint8] + covariances_triu: onpt.NDArray[onp.float32] + + @dataclasses.dataclass class GetRenderRequestMessage(Message): """Message from server->client requesting a render of the current viewport.""" diff --git a/src/viser/_scene_handles.py b/src/viser/_scene_handles.py index 43bc2b886..3f1f343a5 100644 --- a/src/viser/_scene_handles.py +++ b/src/viser/_scene_handles.py @@ -186,6 +186,11 @@ class MeshHandle(_SupportsClick, _SupportsVisibility): """Handle for mesh objects.""" +@dataclasses.dataclass +class GaussianSplatHandle(_SupportsClick, _SupportsVisibility): + """Handle for Gaussian splatting objects.""" + + @dataclasses.dataclass class GlbHandle(_SupportsClick, _SupportsVisibility): """Handle for GLB objects.""" diff --git a/src/viser/client/.eslintrc.js b/src/viser/client/.eslintrc.js index 2396f55bf..a0f45243c 100644 --- a/src/viser/client/.eslintrc.js +++ b/src/viser/client/.eslintrc.js @@ -26,6 +26,7 @@ module.exports = { rules: { // https://github.com/jsx-eslint/eslint-plugin-react/issues/3423 "react/no-unknown-property": "off", + "no-constant-condition": "off", // Suppress errors for missing 'import React' in files. 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document.getElementById("viser-version-dropdown").innerHTML = htmlString; + } + +
+ + Version: {{ version }} + +
+
+ diff --git a/src/viser/_scene_api.py b/src/viser/_scene_api.py index 4e1b25059..c602c3e48 100644 --- a/src/viser/_scene_api.py +++ b/src/viser/_scene_api.py @@ -843,9 +843,11 @@ def add_gaussian_splats( assert opacities.shape == (num_gaussians, 1) assert covariances.shape == (num_gaussians, 3, 3) - # Make our covariances more compact! - covariances_triu = ( - covariances.reshape((-1, 9))[:, onp.array([0, 1, 2, 4, 5, 8])] + # Get cholesky factor of covariance. + cov_cholesky_triu = ( + onp.linalg.cholesky(covariances) + .swapaxes(-1, -2) # tril => triu + .reshape((-1, 9))[:, onp.array([0, 1, 2, 4, 5, 8])] .astype(onp.float32) .copy() ) @@ -855,7 +857,7 @@ def add_gaussian_splats( centers.astype(onp.float32).view(onp.uint8), onp.zeros((num_gaussians, 4), dtype=onp.uint8), # Second texelFetch. - covariances_triu.astype(onp.float16).view(onp.uint8), + cov_cholesky_triu.astype(onp.float16).view(onp.uint8), _colors_to_uint8(rgbs), _colors_to_uint8(opacities), ], diff --git a/src/viser/client/src/App.tsx b/src/viser/client/src/App.tsx index 539dfb9a0..1706502e4 100644 --- a/src/viser/client/src/App.tsx +++ b/src/viser/client/src/App.tsx @@ -48,6 +48,7 @@ import { useDisclosure } from "@mantine/hooks"; import { rayToViserCoords } from "./WorldTransformUtils"; import { clickToNDC, clickToOpenCV, isClickValid } from "./ClickUtils"; import { theme } from "./AppTheme"; +import { GaussianSplatsContext } from "./Splatting/GaussianSplats"; export type ViewerContextContents = { // Zustand hooks. @@ -213,9 +214,13 @@ function ViewerContents() { })} > - - - + + + + + {viewer.useGui((state) => state.theme.show_logo) ? ( ) : null} diff --git a/src/viser/client/src/Splatting/GaussianSplats.tsx b/src/viser/client/src/Splatting/GaussianSplats.tsx index 655c18f35..03a60ede2 100644 --- a/src/viser/client/src/Splatting/GaussianSplats.tsx +++ b/src/viser/client/src/Splatting/GaussianSplats.tsx @@ -4,6 +4,12 @@ import SplatSortWorker from "./SplatSortWorker?worker"; import { useFrame, useThree } from "@react-three/fiber"; import { shaderMaterial } from "@react-three/drei"; +export const GaussianSplatsContext = + React.createContext void)[]; + }>>(null); + export type GaussianBuffers = { buffer: Uint32Array; }; @@ -23,6 +29,7 @@ const GaussianSplatMaterial = /* @__PURE__ */ shaderMaterial( transitionInState: 0.0, }, `precision highp usampler2D; // Most important: ints must be 32-bit. + precision mediump float; // Index from the splat sorter. attribute uint sortedIndex; @@ -58,6 +65,9 @@ const GaussianSplatMaterial = /* @__PURE__ */ shaderMaterial( } void main () { + // Any early return will discard the fragment. + gl_Position = vec4(0.0, 0.0, 2000.0, 1.0); + // Get position + scale from float buffer. ivec2 texSize = textureSize(bufferTexture, 0); ivec2 texPos0 = ivec2((sortedIndex * 2u) % uint(texSize.x), (sortedIndex * 2u) / uint(texSize.x)); @@ -66,16 +76,12 @@ const GaussianSplatMaterial = /* @__PURE__ */ shaderMaterial( // Get center wrt camera. modelViewMatrix is T_cam_world. vec4 c_cam = modelViewMatrix * vec4(center, 1); - if (-c_cam.z < near || -c_cam.z > far) { - gl_Position = vec4(1000.0, 0.0, 0.0, 1.0); + if (-c_cam.z < near || -c_cam.z > far) return; - } vec4 pos2d = projectionMatrix * c_cam; float clip = 1.1 * pos2d.w; - if (pos2d.x < -clip || pos2d.x > clip || pos2d.y < -clip || pos2d.y > clip) { - gl_Position = vec4(1000.0, 0.0, 0.0, 1.0); + if (pos2d.x < -clip || pos2d.x > clip || pos2d.y < -clip || pos2d.y > clip) return; - } vec4 c_camstable = sortSynchronizedModelViewMatrix * vec4(center, 1); vec4 stablePos2d = projectionMatrix * c_camstable; @@ -87,16 +93,17 @@ const GaussianSplatMaterial = /* @__PURE__ */ shaderMaterial( ivec2 texPos1 = ivec2((sortedIndex * 2u + 1u) % uint(texSize.x), (sortedIndex * 2u + 1u) / uint(texSize.x)); uvec4 intBufferData = texelFetch(bufferTexture, texPos1, 0); uint rgbaUint32 = intBufferData.w; - vec2 cov01 = unpackHalf2x16(intBufferData.x) * cov_scale; - vec2 cov23 = unpackHalf2x16(intBufferData.y) * cov_scale; - vec2 cov45 = unpackHalf2x16(intBufferData.z) * cov_scale; + vec2 chol01 = unpackHalf2x16(intBufferData.x); + vec2 chol23 = unpackHalf2x16(intBufferData.y); + vec2 chol45 = unpackHalf2x16(intBufferData.z); // Do the actual splatting. - mat3 cov3d = mat3( - cov01.x, cov01.y, cov23.x, - cov01.y, cov23.y, cov45.x, - cov23.x, cov45.x, cov45.y + mat3 chol = mat3( + chol01.x, chol01.y, chol23.x, + 0., chol23.y, chol45.x, + 0., 0., chol45.y ); + mat3 cov3d = chol * transpose(chol) * cov_scale; mat3 J = mat3( // Matrices are column-major. focal.x / c_cam.z, 0., 0.0, @@ -114,10 +121,8 @@ const GaussianSplatMaterial = /* @__PURE__ */ shaderMaterial( float radius = length(vec2((diag1 - diag2) / 2.0, offDiag)); float lambda1 = mid + radius; float lambda2 = mid - radius; - if (lambda2 < 0.0) { - gl_Position = vec4(1000.0, 0.0, 0.0, 1.0); + if (lambda2 < 0.0) return; - } vec2 diagonalVector = normalize(vec2(offDiag, lambda1 - diag1)); vec2 v1 = min(sqrt(2.0 * lambda1), 1024.0) * diagonalVector; vec2 v2 = min(sqrt(2.0 * lambda2), 1024.0) * vec2(diagonalVector.y, -diagonalVector.x); @@ -131,14 +136,10 @@ const GaussianSplatMaterial = /* @__PURE__ */ shaderMaterial( // Throw the Gaussian off the screen if it's too close, too far, or too small. float weightedDeterminant = vRgba.a * (diag1 * diag2 - offDiag * offDiag); - if (weightedDeterminant < 0.1) { - gl_Position = vec4(1000.0, 0.0, 0.0, 1.0); + if (weightedDeterminant < 0.1) return; - } - if (weightedDeterminant < 1.0 && hash3D(center) < weightedDeterminant) { // This is not principled. It just makes things faster. - gl_Position = vec4(1000.0, 0.0, 0.0, 1.0); + if (weightedDeterminant < 1.0 && hash3D(center) < weightedDeterminant) // This is not principled. It just makes things faster. return; - } vPosition = position.xy; gl_Position = vec4( @@ -147,7 +148,7 @@ const GaussianSplatMaterial = /* @__PURE__ */ shaderMaterial( + position.y * v2 / viewport * 2.0, stablePos2d.z / stablePos2d.w, 1.); } `, - `precision highp float; + `precision mediump float; uniform vec2 viewport; uniform vec2 focal; @@ -159,7 +160,7 @@ const GaussianSplatMaterial = /* @__PURE__ */ shaderMaterial( float A = -dot(vPosition, vPosition); if (A < -4.0) discard; float B = exp(A) * vRgba.a; - if ( B < 0.02 ) discard; // alphaTest. + if (B < 0.03) discard; // alphaTest. gl_FragColor = vec4(vRgba.rgb, B); }`, ); @@ -177,6 +178,8 @@ export default function GaussianSplats({ const initializedTextures = React.useRef(false); const [sortSynchronizedModelViewMatrix] = React.useState(new THREE.Matrix4()); + const splatContext = React.useContext(GaussianSplatsContext)!.current; + // We'll use the vanilla three.js API, which for our use case is more // flexible than the declarative version (particularly for operations like // dynamic updates to buffers and shader uniforms). @@ -238,27 +241,44 @@ export default function GaussianSplats({ const sortWorker = new SplatSortWorker(); sortWorker.onmessage = (e) => { sortedIndexAttribute.set(e.data.sortedIndices as Int32Array); - sortedIndexAttribute.needsUpdate = true; - material.uniforms.sortSynchronizedModelViewMatrix.value.copy( - sortSynchronizedModelViewMatrix, - ); - // A simple but reasonably effective heuristic for render ordering. - // - // To minimize artifacts: - // - When there are multiple splat objects, we want to render the closest - // ones *last*. This improves the likelihood of correct alpha - // compositing and reduces reliance on alpha testing. - // - We generally want to render other objects like meshes *before* - // Gaussians. They're usually opaque. - meshRef.current!.renderOrder = (-e.data.minDepth as number) + 1000.0; - - isSortingRef.current = false; - - // Trigger initial render. - if (!initializedTextures.current) { - material.uniforms.numGaussians.value = numGaussians; - bufferTexture.needsUpdate = true; - initializedTextures.current = true; + const synchronizedSortUpdateCallback = () => { + isSortingRef.current = false; + + // Wait for onmessage to be triggered for all Gaussians. + sortedIndexAttribute.needsUpdate = true; + material.uniforms.sortSynchronizedModelViewMatrix.value.copy( + sortSynchronizedModelViewMatrix, + ); + // A simple but reasonably effective heuristic for render ordering. + // + // To minimize artifacts: + // - When there are multiple splat objects, we want to render the closest + // ones *last*. This improves the likelihood of correct alpha + // compositing and reduces reliance on alpha testing. + // - We generally want to render other objects like meshes *before* + // Gaussians. They're usually opaque. + meshRef.current!.renderOrder = (-e.data.minDepth as number) + 1000.0; + + // Trigger initial render. + if (!initializedTextures.current) { + material.uniforms.numGaussians.value = numGaussians; + bufferTexture.needsUpdate = true; + initializedTextures.current = true; + } + }; + + // Synchronize sort updates across multiple Gaussian splats. This + // prevents z-fighting. + splatContext.numSorting -= 1; + if (splatContext.numSorting === 0) { + synchronizedSortUpdateCallback(); + console.log(splatContext.sortUpdateCallbacks.length); + for (const callback of splatContext.sortUpdateCallbacks) { + callback(); + } + splatContext.sortUpdateCallbacks.length = 0; + } else { + splatContext.sortUpdateCallbacks.push(synchronizedSortUpdateCallback); } }; sortWorker.postMessage({ @@ -301,7 +321,7 @@ export default function GaussianSplats({ const uniforms = material.uniforms; uniforms.transitionInState.value = Math.min( - uniforms.transitionInState.value + delta, + uniforms.transitionInState.value + delta * 2.0, 1.0, ); uniforms.focal.value = [fx, fy]; @@ -322,6 +342,7 @@ export default function GaussianSplats({ ) { sortSynchronizedModelViewMatrix.copy(T_camera_obj); sortWorker.postMessage({ setT_camera_obj: T_camera_obj.elements }); + splatContext.numSorting += 1; isSortingRef.current = true; prevT_camera_obj.copy(T_camera_obj); } diff --git a/src/viser/client/src/WebsocketInterface.tsx b/src/viser/client/src/WebsocketInterface.tsx index 173cc207b..34d0b898d 100644 --- a/src/viser/client/src/WebsocketInterface.tsx +++ b/src/viser/client/src/WebsocketInterface.tsx @@ -240,20 +240,16 @@ function useMessageHandler() { message.plane == "xz" ? new THREE.Euler(0.0, 0.0, 0.0) : message.plane == "xy" - ? new THREE.Euler(Math.PI / 2.0, 0.0, 0.0) - : message.plane == "yx" - ? new THREE.Euler(0.0, Math.PI / 2.0, Math.PI / 2.0) - : message.plane == "yz" - ? new THREE.Euler(0.0, 0.0, Math.PI / 2.0) - : message.plane == "zx" - ? new THREE.Euler(0.0, Math.PI / 2.0, 0.0) - : message.plane == "zy" - ? new THREE.Euler( - -Math.PI / 2.0, - 0.0, - -Math.PI / 2.0, - ) - : undefined + ? new THREE.Euler(Math.PI / 2.0, 0.0, 0.0) + : message.plane == "yx" + ? new THREE.Euler(0.0, Math.PI / 2.0, Math.PI / 2.0) + : message.plane == "yz" + ? new THREE.Euler(0.0, 0.0, Math.PI / 2.0) + : message.plane == "zx" + ? new THREE.Euler(0.0, Math.PI / 2.0, 0.0) + : message.plane == "zy" + ? new THREE.Euler(-Math.PI / 2.0, 0.0, -Math.PI / 2.0) + : undefined } /> @@ -340,16 +336,16 @@ function useMessageHandler() { message.material == "standard" || message.wireframe ? new THREE.MeshStandardMaterial(standardArgs) : message.material == "toon3" - ? new THREE.MeshToonMaterial({ - gradientMap: generateGradientMap(3), - ...standardArgs, - }) - : message.material == "toon5" - ? new THREE.MeshToonMaterial({ - gradientMap: generateGradientMap(5), - ...standardArgs, - }) - : assertUnreachable(message.material); + ? new THREE.MeshToonMaterial({ + gradientMap: generateGradientMap(3), + ...standardArgs, + }) + : message.material == "toon5" + ? new THREE.MeshToonMaterial({ + gradientMap: generateGradientMap(5), + ...standardArgs, + }) + : assertUnreachable(message.material); geometry.setAttribute( "position", new THREE.Float32BufferAttribute( From d22b548c2131f336ca1c0e5efc7ae7d33ee6a817 Mon Sep 17 00:00:00 2001 From: Rebecca Feng Date: Sun, 7 Jul 2024 20:02:51 -0700 Subject: [PATCH 26/31] ruf isues --- .pre-commit-config.yaml | 8 +++- examples/24_gaussian_splats.py | 69 +++++++++++++++++++++++++++++++++- pyproject.toml | 1 + 3 files changed, 75 insertions(+), 3 deletions(-) diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index c48cf1392..d935e2296 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -8,11 +8,15 @@ repos: hooks: - id: trailing-whitespace - id: end-of-file-fixer - - repo: https://github.com/charliermarsh/ruff-pre-commit + - repo: https://github.com/astral-sh/ruff-pre-commit # Ruff version. - rev: "v0.0.267" + rev: v0.5.1 hooks: + # Run the linter. - id: ruff + args: [ --fix ] + # Run the formatter. + - id: ruff-format - repo: https://github.com/psf/black rev: "23.3.0" hooks: diff --git a/examples/24_gaussian_splats.py b/examples/24_gaussian_splats.py index a418e38ac..aab68daba 100644 --- a/examples/24_gaussian_splats.py +++ b/examples/24_gaussian_splats.py @@ -2,6 +2,7 @@ from __future__ import annotations +import sys import time from pathlib import Path from typing import TypedDict @@ -10,6 +11,7 @@ import numpy.typing as onpt import tyro import viser +from plyfile import PlyData from viser import transforms as tf @@ -50,6 +52,7 @@ def load_splat_file(splat_path: Path, center: bool = False) -> SplatFile: ) scales = splat_uint8[:, 12:24].copy().view(onp.float32) wxyzs = splat_uint8[:, 28:32] / 255.0 * 2.0 - 1.0 + print(onp.shape(wxyzs)) Rs = onp.array([tf.SO3(wxyz).as_matrix() for wxyz in wxyzs]) covariances = onp.einsum( "nij,njk,nlk->nil", Rs, onp.eye(3)[None, :, :] * scales[:, None, :] ** 2, Rs @@ -57,6 +60,7 @@ def load_splat_file(splat_path: Path, center: bool = False) -> SplatFile: centers = splat_uint8[:, 0:12].copy().view(onp.float32) if center: centers -= onp.mean(centers, axis=0, keepdims=True) + print("loaded") return { "centers": centers, # Colors should have shape (N, 3). @@ -67,6 +71,63 @@ def load_splat_file(splat_path: Path, center: bool = False) -> SplatFile: } +def load_ply_file(ply_file_path: Path, center: bool = False) -> SplatFile: + plydata = PlyData.read(ply_file_path) + vert = plydata["vertex"] + sorted_indices = onp.argsort( + -onp.exp(vert["scale_0"] + vert["scale_1"] + vert["scale_2"]) + / (1 + onp.exp(-vert["opacity"])) + ) + colors = onp.zeros((len(sorted_indices), 3)) + opacities = onp.zeros((len(sorted_indices), 1)) + positions = onp.zeros((len(sorted_indices), 3)) + wxyzs = onp.zeros((len(sorted_indices), 4)) + scales = onp.zeros((len(sorted_indices), 3)) + for idx in sorted_indices: + v = plydata["vertex"][idx] + position = onp.array([v["x"], v["y"], v["z"]], dtype=onp.float32) + scale = onp.exp( + onp.array([v["scale_0"], v["scale_1"], v["scale_2"]], dtype=onp.float32) + ) + + rot = onp.array( + [v["rot_0"], v["rot_1"], v["rot_2"], v["rot_3"]], dtype=onp.float32 + ) + SH_C0 = 0.28209479177387814 + color = onp.array( + [ + 0.5 + SH_C0 * v["f_dc_0"], + 0.5 + SH_C0 * v["f_dc_1"], + 0.5 + SH_C0 * v["f_dc_2"], + ] + ) + opacity = 1 / (1 + onp.exp(-v["opacity"])) + wxyz = ((rot / onp.linalg.norm(rot)) * 128 + 128).clip(0, 255).astype( + onp.uint8 + ) / 255.0 * 2.0 - 1.0 + scales[idx] = scale + colors[idx] = color + opacities[idx] = onp.array([opacity]) + positions[idx] = position + wxyzs[idx] = wxyz + + Rs = onp.array([tf.SO3(wxyz).as_matrix() for wxyz in wxyzs]) + covariances = onp.einsum( + "nij,njk,nlk->nil", Rs, onp.eye(3)[None, :, :] * scales[:, None, :] ** 2, Rs + ) + if center: + positions -= onp.mean(positions, axis=0, keepdims=True) + print("loaded") + return { + "centers": positions, + # Colors should have shape (N, 3). + "rgbs": colors, + "opacities": opacities, + # Covariances should have shape (N, 3, 3). + "covariances": covariances, + } + + def main(splat_paths: tuple[Path, ...], test_multisplat: bool = False) -> None: server = viser.ViserServer(share=True) server.gui.configure_theme(dark_mode=True) @@ -84,7 +145,13 @@ def _(event: viser.GuiEvent) -> None: ) for i, splat_path in enumerate(splat_paths): - splat_data = load_splat_file(splat_path, center=True) + if splat_path.suffix == ".splat": + splat_data = load_splat_file(splat_path, center=True) + elif splat_path.suffix == ".ply": + splat_data = load_ply_file(splat_path, center=True) + else: + sys.exit("Please provide a filepath to a .splat or .ply file.") + server.scene.add_transform_controls(f"/{i}") server.scene.add_gaussian_splats( f"/{i}/gaussian_splats", diff --git a/pyproject.toml b/pyproject.toml index 72e3d0ec5..e7dbff3c0 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -35,6 +35,7 @@ dependencies = [ "nodeenv>=1.8.0", "psutil>=5.9.5", "yourdfpy>=0.0.53", + "plyfile>=1.0.2" ] [project.optional-dependencies] From f3b2dc27b96050e5ca97dfd07307a9be0846793d Mon Sep 17 00:00:00 2001 From: beckyfeng08 <93736325+beckyfeng08@users.noreply.github.com> Date: Mon, 8 Jul 2024 23:34:27 -0700 Subject: [PATCH 27/31] pr changes (#237) * pr changes * nit --------- Co-authored-by: Brent Yi --- examples/24_gaussian_splats.py | 26 ++++++++++++-------------- 1 file changed, 12 insertions(+), 14 deletions(-) diff --git a/examples/24_gaussian_splats.py b/examples/24_gaussian_splats.py index aab68daba..6889aaca7 100644 --- a/examples/24_gaussian_splats.py +++ b/examples/24_gaussian_splats.py @@ -2,7 +2,6 @@ from __future__ import annotations -import sys import time from pathlib import Path from typing import TypedDict @@ -44,7 +43,7 @@ def load_splat_file(splat_path: Path, center: bool = False) -> SplatFile: ) assert len(splat_buffer) % bytes_per_gaussian == 0 num_gaussians = len(splat_buffer) // bytes_per_gaussian - print(f"{num_gaussians=}") + print("Number of gaussians to render: ", f"{num_gaussians=}") # Reinterpret cast to dtypes that we want to extract. splat_uint8 = onp.frombuffer(splat_buffer, dtype=onp.uint8).reshape( @@ -52,7 +51,6 @@ def load_splat_file(splat_path: Path, center: bool = False) -> SplatFile: ) scales = splat_uint8[:, 12:24].copy().view(onp.float32) wxyzs = splat_uint8[:, 28:32] / 255.0 * 2.0 - 1.0 - print(onp.shape(wxyzs)) Rs = onp.array([tf.SO3(wxyz).as_matrix() for wxyz in wxyzs]) covariances = onp.einsum( "nij,njk,nlk->nil", Rs, onp.eye(3)[None, :, :] * scales[:, None, :] ** 2, Rs @@ -60,7 +58,7 @@ def load_splat_file(splat_path: Path, center: bool = False) -> SplatFile: centers = splat_uint8[:, 0:12].copy().view(onp.float32) if center: centers -= onp.mean(centers, axis=0, keepdims=True) - print("loaded") + print("Splat file loaded") return { "centers": centers, # Colors should have shape (N, 3). @@ -78,11 +76,13 @@ def load_ply_file(ply_file_path: Path, center: bool = False) -> SplatFile: -onp.exp(vert["scale_0"] + vert["scale_1"] + vert["scale_2"]) / (1 + onp.exp(-vert["opacity"])) ) - colors = onp.zeros((len(sorted_indices), 3)) - opacities = onp.zeros((len(sorted_indices), 1)) - positions = onp.zeros((len(sorted_indices), 3)) - wxyzs = onp.zeros((len(sorted_indices), 4)) - scales = onp.zeros((len(sorted_indices), 3)) + numgaussians = len(vert) + print("Number of gaussians to render: ", numgaussians) + colors = onp.zeros((numgaussians, 3)) + opacities = onp.zeros((numgaussians, 1)) + positions = onp.zeros((numgaussians, 3)) + wxyzs = onp.zeros((numgaussians, 4)) + scales = onp.zeros((numgaussians, 3)) for idx in sorted_indices: v = plydata["vertex"][idx] position = onp.array([v["x"], v["y"], v["z"]], dtype=onp.float32) @@ -102,9 +102,7 @@ def load_ply_file(ply_file_path: Path, center: bool = False) -> SplatFile: ] ) opacity = 1 / (1 + onp.exp(-v["opacity"])) - wxyz = ((rot / onp.linalg.norm(rot)) * 128 + 128).clip(0, 255).astype( - onp.uint8 - ) / 255.0 * 2.0 - 1.0 + wxyz = rot / onp.linalg.norm(rot) # normalize scales[idx] = scale colors[idx] = color opacities[idx] = onp.array([opacity]) @@ -117,7 +115,7 @@ def load_ply_file(ply_file_path: Path, center: bool = False) -> SplatFile: ) if center: positions -= onp.mean(positions, axis=0, keepdims=True) - print("loaded") + print("PLY file loaded") return { "centers": positions, # Colors should have shape (N, 3). @@ -150,7 +148,7 @@ def _(event: viser.GuiEvent) -> None: elif splat_path.suffix == ".ply": splat_data = load_ply_file(splat_path, center=True) else: - sys.exit("Please provide a filepath to a .splat or .ply file.") + raise SystemExit("Please provide a filepath to a .splat or .ply file.") server.scene.add_transform_controls(f"/{i}") server.scene.add_gaussian_splats( From f40cd3bd1538140292b4aa4f803e07afa4065afe Mon Sep 17 00:00:00 2001 From: Brent Yi Date: Thu, 11 Jul 2024 17:45:11 +0900 Subject: [PATCH 28/31] Nits, mark API as explicitly experimental --- .pre-commit-config.yaml | 2 +- .../gaussian_splats.py} | 4 ++-- pyproject.toml | 1 + src/viser/_scene_api.py | 10 +++++++--- src/viser/_viser.py | 2 +- 5 files changed, 12 insertions(+), 7 deletions(-) rename examples/{24_gaussian_splats.py => experimental/gaussian_splats.py} (97%) diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index d935e2296..014db571a 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -14,7 +14,7 @@ repos: hooks: # Run the linter. - id: ruff - args: [ --fix ] + args: [--fix] # Run the formatter. - id: ruff-format - repo: https://github.com/psf/black diff --git a/examples/24_gaussian_splats.py b/examples/experimental/gaussian_splats.py similarity index 97% rename from examples/24_gaussian_splats.py rename to examples/experimental/gaussian_splats.py index 6889aaca7..6b17be600 100644 --- a/examples/24_gaussian_splats.py +++ b/examples/experimental/gaussian_splats.py @@ -1,4 +1,4 @@ -"""Gaussian splatting""" +"""WebGL-based Gaussian splat rendering. This is still under developmentt.""" from __future__ import annotations @@ -151,7 +151,7 @@ def _(event: viser.GuiEvent) -> None: raise SystemExit("Please provide a filepath to a .splat or .ply file.") server.scene.add_transform_controls(f"/{i}") - server.scene.add_gaussian_splats( + server.scene._add_gaussian_splats( f"/{i}/gaussian_splats", centers=splat_data["centers"], rgbs=splat_data["rgbs"], diff --git a/pyproject.toml b/pyproject.toml index d02c464f5..7dcd84069 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -49,6 +49,7 @@ examples = [ "plotly>=5.21.0", "robot_descriptions>=1.10.0", "gdown>=4.6.6", + "plyfile", ] [project.urls] diff --git a/src/viser/_scene_api.py b/src/viser/_scene_api.py index 3a604b1e5..5d597e715 100644 --- a/src/viser/_scene_api.py +++ b/src/viser/_scene_api.py @@ -935,7 +935,7 @@ def add_mesh_trimesh( visible=visible, ) - def add_gaussian_splats( + def _add_gaussian_splats( self, name: str, centers: onp.ndarray, @@ -946,7 +946,11 @@ def add_gaussian_splats( position: Tuple[float, float, float] | onp.ndarray = (0.0, 0.0, 0.0), visible: bool = True, ) -> GaussianSplatHandle: - """Add some splattable Gaussians to the scene. + """Add a model to render using Gaussian Splatting. Does not yet support + spherical harmonics. + + **Work-in-progress.** This feature is experimental and still under + development. It may be changed or removed. Arguments: name: Scene node name. @@ -969,7 +973,7 @@ def add_gaussian_splats( # Get cholesky factor of covariance. cov_cholesky_triu = ( - onp.linalg.cholesky(covariances) + onp.linalg.cholesky(covariances + onp.ones(3) * 1e-7) .swapaxes(-1, -2) # tril => triu .reshape((-1, 9))[:, onp.array([0, 1, 2, 4, 5, 8])] .astype(onp.float32) diff --git a/src/viser/_viser.py b/src/viser/_viser.py index 5d75aa7a1..675ceb1bd 100644 --- a/src/viser/_viser.py +++ b/src/viser/_viser.py @@ -695,7 +695,7 @@ def _start_scene_recording(self) -> RecordHandle: """Start recording outgoing messages for playback or embedding. Includes only the scene. - **Experimental.** This API may be removed or changed. + **Work-in-progress.** This API may be changed or removed. """ return self._websock_server.start_recording( # Don't record GUI messages. This feels brittle. From fa16773ef8124ea661523f61fc4968b14154fa20 Mon Sep 17 00:00:00 2001 From: Brent Yi Date: Thu, 11 Jul 2024 17:51:18 +0900 Subject: [PATCH 29/31] Address pyright issues --- examples/experimental/gaussian_splats.py | 8 ++++---- src/viser/_scene_api.py | 6 ++---- src/viser/_scene_handles.py | 2 ++ 3 files changed, 8 insertions(+), 8 deletions(-) diff --git a/examples/experimental/gaussian_splats.py b/examples/experimental/gaussian_splats.py index 6b17be600..0960391ee 100644 --- a/examples/experimental/gaussian_splats.py +++ b/examples/experimental/gaussian_splats.py @@ -17,13 +17,13 @@ class SplatFile(TypedDict): """Data loaded from an antimatter15-style splat file.""" - centers: onpt.NDArray[onp.float32] + centers: onpt.NDArray[onp.floating] """(N, 3).""" - rgbs: onpt.NDArray[onp.float32] + rgbs: onpt.NDArray[onp.floating] """(N, 3). Range [0, 1].""" - opacities: onpt.NDArray[onp.float32] + opacities: onpt.NDArray[onp.floating] """(N, 1). Range [0, 1].""" - covariances: onpt.NDArray[onp.float32] + covariances: onpt.NDArray[onp.floating] """(N, 3, 3).""" diff --git a/src/viser/_scene_api.py b/src/viser/_scene_api.py index 5d597e715..d273551bc 100644 --- a/src/viser/_scene_api.py +++ b/src/viser/_scene_api.py @@ -973,11 +973,9 @@ def _add_gaussian_splats( # Get cholesky factor of covariance. cov_cholesky_triu = ( - onp.linalg.cholesky(covariances + onp.ones(3) * 1e-7) + onp.linalg.cholesky(covariances.astype(onp.float64) + onp.ones(3) * 1e-7) .swapaxes(-1, -2) # tril => triu .reshape((-1, 9))[:, onp.array([0, 1, 2, 4, 5, 8])] - .astype(onp.float32) - .copy() ) buffer = onp.concatenate( [ @@ -985,7 +983,7 @@ def _add_gaussian_splats( centers.astype(onp.float32).view(onp.uint8), onp.zeros((num_gaussians, 4), dtype=onp.uint8), # Second texelFetch. - cov_cholesky_triu.astype(onp.float16).view(onp.uint8), + cov_cholesky_triu.astype(onp.float16).copy().view(onp.uint8), _colors_to_uint8(rgbs), _colors_to_uint8(opacities), ], diff --git a/src/viser/_scene_handles.py b/src/viser/_scene_handles.py index c71c5baf0..f5398a316 100644 --- a/src/viser/_scene_handles.py +++ b/src/viser/_scene_handles.py @@ -202,10 +202,12 @@ class MeshHandle(_ClickableSceneNodeHandle): """Handle for mesh objects.""" +@dataclasses.dataclass class GaussianSplatHandle(_ClickableSceneNodeHandle): """Handle for Gaussian splatting objects.""" +@dataclasses.dataclass class MeshSkinnedHandle(_ClickableSceneNodeHandle): """Handle for skinned mesh objects.""" From 879035aa4cc19e29c41177dbf85d4c23e602c0eb Mon Sep 17 00:00:00 2001 From: Brent Yi Date: Thu, 11 Jul 2024 17:55:47 +0900 Subject: [PATCH 30/31] Docs / notes --- docs/source/scene_handles.md | 2 ++ src/viser/__init__.py | 1 + src/viser/_scene_handles.py | 5 ++++- 3 files changed, 7 insertions(+), 1 deletion(-) diff --git a/docs/source/scene_handles.md b/docs/source/scene_handles.md index b2c43a47f..8c6a7b124 100644 --- a/docs/source/scene_handles.md +++ b/docs/source/scene_handles.md @@ -36,4 +36,6 @@ connected clients. When a scene node is added to a client (for example, via .. autoclass:: viser.TransformControlsHandle +.. autoclass:: viser.GaussianSplatHandle + diff --git a/src/viser/__init__.py b/src/viser/__init__.py index 590f7025a..fc1b7e3cc 100644 --- a/src/viser/__init__.py +++ b/src/viser/__init__.py @@ -22,6 +22,7 @@ from ._scene_handles import MeshHandle as MeshHandle from ._scene_handles import MeshSkinnedBoneHandle as MeshSkinnedBoneHandle from ._scene_handles import MeshSkinnedHandle as MeshSkinnedHandle +from ._scene_handles import GaussianSplatHandle as GaussianSplatHandle from ._scene_handles import PointCloudHandle as PointCloudHandle from ._scene_handles import SceneNodeHandle as SceneNodeHandle from ._scene_handles import SceneNodePointerEvent as SceneNodePointerEvent diff --git a/src/viser/_scene_handles.py b/src/viser/_scene_handles.py index f5398a316..3838402ad 100644 --- a/src/viser/_scene_handles.py +++ b/src/viser/_scene_handles.py @@ -204,7 +204,10 @@ class MeshHandle(_ClickableSceneNodeHandle): @dataclasses.dataclass class GaussianSplatHandle(_ClickableSceneNodeHandle): - """Handle for Gaussian splatting objects.""" + """Handle for Gaussian splatting objects. + + **Work-in-progress.** Gaussian rendering is still under development. + """ @dataclasses.dataclass From 257aefa51de44be5feee9ea175e5c34654f93348 Mon Sep 17 00:00:00 2001 From: Brent Yi Date: Thu, 11 Jul 2024 17:56:09 +0900 Subject: [PATCH 31/31] ruff --- src/viser/__init__.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/viser/__init__.py b/src/viser/__init__.py index fc1b7e3cc..33ee2621c 100644 --- a/src/viser/__init__.py +++ b/src/viser/__init__.py @@ -15,6 +15,7 @@ from ._scene_handles import BatchedAxesHandle as BatchedAxesHandle from ._scene_handles import CameraFrustumHandle as CameraFrustumHandle from ._scene_handles import FrameHandle as FrameHandle +from ._scene_handles import GaussianSplatHandle as GaussianSplatHandle from ._scene_handles import GlbHandle as GlbHandle from ._scene_handles import Gui3dContainerHandle as Gui3dContainerHandle from ._scene_handles import ImageHandle as ImageHandle @@ -22,7 +23,6 @@ from ._scene_handles import MeshHandle as MeshHandle from ._scene_handles import MeshSkinnedBoneHandle as MeshSkinnedBoneHandle from ._scene_handles import MeshSkinnedHandle as MeshSkinnedHandle -from ._scene_handles import GaussianSplatHandle as GaussianSplatHandle from ._scene_handles import PointCloudHandle as PointCloudHandle from ._scene_handles import SceneNodeHandle as SceneNodeHandle from ._scene_handles import SceneNodePointerEvent as SceneNodePointerEvent

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