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spike_image_to_3d/notebooks/02_smoke_triposr.ipynb
T
2026-05-30 17:28:44 +02:00

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{
"cells": [
{
"cell_type": "markdown",
"id": "7c80f1ed",
"metadata": {},
"source": [
"# 02 — Smoke TripoSR\n",
"\n",
"Validar pipeline single-image-to-3D end-to-end con TripoSR (MIT, ~6 GB VRAM).\n",
"\n",
"Output: GLB en `vaults/imagegen_models/image_to_3d/triposr/`."
]
},
{
"cell_type": "markdown",
"id": "9b87f78b",
"metadata": {},
"source": [
"## A. Setup"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "0c2159df",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SOURCES_DIR: /home/lucas/fn_registry/sources/TripoSR\n",
"VAULT_DIR: /home/lucas/vaults/imagegen_models/image_to_3d/triposr\n"
]
}
],
"source": [
"import os, sys, subprocess, pathlib\n",
"\n",
"REGISTRY_ROOT = pathlib.Path(os.environ['FN_REGISTRY_ROOT'])\n",
"SOURCES_DIR = REGISTRY_ROOT / 'sources' / 'TripoSR'\n",
"VAULT_DIR = pathlib.Path.home() / 'vaults' / 'imagegen_models' / 'image_to_3d' / 'triposr'\n",
"VAULT_DIR.mkdir(parents=True, exist_ok=True)\n",
"\n",
"if not SOURCES_DIR.exists():\n",
" SOURCES_DIR.parent.mkdir(parents=True, exist_ok=True)\n",
" subprocess.run(['git', 'clone', '--depth=1',\n",
" 'https://github.com/VAST-AI-Research/TripoSR.git',\n",
" str(SOURCES_DIR)], check=True)\n",
"\n",
"if str(SOURCES_DIR) not in sys.path:\n",
" sys.path.insert(0, str(SOURCES_DIR))\n",
"\n",
"print('SOURCES_DIR:', SOURCES_DIR)\n",
"print('VAULT_DIR: ', VAULT_DIR)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "d049648f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"deps OK (omegaconf, einops, rembg[cpu], xatlas, onnxruntime already in venv)\n"
]
}
],
"source": [
"print('deps OK (omegaconf, einops, rembg[cpu], xatlas, onnxruntime already in venv)')"
]
},
{
"cell_type": "markdown",
"id": "df57ddfc",
"metadata": {},
"source": [
"## B. Imagen sample"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "1d8ad619",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"imagen: (512, 512) RGB\n"
]
},
{
"data": {
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"image/png": 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",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=256x256>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from PIL import Image\n",
"sample_path = SOURCES_DIR / 'examples' / 'chair.png'\n",
"assert sample_path.exists(), f'sample faltante: {sample_path}'\n",
"img = Image.open(sample_path).convert('RGB')\n",
"print('imagen:', img.size, img.mode)\n",
"img.thumbnail((256, 256))\n",
"img"
]
},
{
"cell_type": "markdown",
"id": "4655363d",
"metadata": {},
"source": [
"## C. Inferencia + medicion"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "b74bdd6c",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"\u001b[0;93m2026-05-28 22:42:08.349174846 [W:onnxruntime:Default, device_discovery.cc:283 GetGpuDevices] Failed to detect devices under \"/sys/class/drm/card0\": device_discovery.cc:93 ReadFileContents Failed to open file: \"/sys/class/drm/card0/device/vendor\"\u001b[m\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"device: cuda\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"load: 5.52s\n"
]
}
],
"source": [
"import time, torch\n",
"from tsr.system import TSR\n",
"\n",
"DEVICE = 'cuda' if torch.cuda.is_available() else 'cpu'\n",
"print('device:', DEVICE)\n",
"\n",
"t0 = time.perf_counter()\n",
"model = TSR.from_pretrained('stabilityai/TripoSR', config_name='config.yaml', weight_name='model.ckpt')\n",
"model.renderer.set_chunk_size(8192)\n",
"model.to(DEVICE)\n",
"print(f'load: {time.perf_counter() - t0:.2f}s')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "44f7763f",
"metadata": {},
"outputs": [
{
"data": {
"image/jpeg": 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",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=384x384>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from tsr.utils import remove_background, resize_foreground\n",
"from rembg import new_session\n",
"import numpy as np\n",
"\n",
"rembg_session = new_session()\n",
"raw = Image.open(sample_path)\n",
"fg = remove_background(raw, rembg_session)\n",
"fg = resize_foreground(fg, 0.85)\n",
"\n",
"# Composite RGBA -> RGB sobre gris 0.5 (preprocesado canonico TripoSR run.py).\n",
"# Sin esto el tokenizer DINO recibe 4 canales y peta (expected 3).\n",
"arr = np.array(fg).astype(np.float32) / 255.0\n",
"arr = arr[:, :, :3] * arr[:, :, 3:4] + (1 - arr[:, :, 3:4]) * 0.5\n",
"fg = Image.fromarray((arr * 255.0).astype(np.uint8))\n",
"\n",
"fg_disp = fg.copy(); fg_disp.thumbnail((384, 384))\n",
"fg_disp"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "e5f8382b",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>idx</th>\n",
" <th>inference_s</th>\n",
" <th>vram_peak_gb</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>15.595</td>\n",
" <td>21.12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>24.106</td>\n",
" <td>21.12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>15.327</td>\n",
" <td>21.14</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" idx inference_s vram_peak_gb\n",
"0 0 15.595 21.12\n",
"1 1 24.106 21.12\n",
"2 2 15.327 21.14"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"torch.cuda.reset_peak_memory_stats()\n",
"_ = model([fg], device=DEVICE)\n",
"torch.cuda.synchronize()\n",
"\n",
"runs = []\n",
"for i in range(3):\n",
" torch.cuda.reset_peak_memory_stats()\n",
" t0 = time.perf_counter()\n",
" scene_codes = model([fg], device=DEVICE)\n",
" torch.cuda.synchronize()\n",
" dt = time.perf_counter() - t0\n",
" peak = torch.cuda.max_memory_allocated() / 1e9\n",
" runs.append({'idx': i, 'inference_s': round(dt, 3), 'vram_peak_gb': round(peak, 2)})\n",
"\n",
"import pandas as pd\n",
"pd.DataFrame(runs)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "1d0a4ddf",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"extract_mesh: 3.08s\n",
"vertices: 23,358\n",
"faces: 46,720\n"
]
}
],
"source": [
"t0 = time.perf_counter()\n",
"meshes = model.extract_mesh(scene_codes, has_vertex_color=False, resolution=192)\n",
"dt_mesh = time.perf_counter() - t0\n",
"mesh = meshes[0]\n",
"print(f'extract_mesh: {dt_mesh:.2f}s')\n",
"print(f'vertices: {len(mesh.vertices):,}')\n",
"print(f'faces: {len(mesh.faces):,}')"
]
},
{
"cell_type": "markdown",
"id": "0a001b76",
"metadata": {},
"source": [
"## D. Mesh stats"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "12e5c907",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'n_vertices': 23358,\n",
" 'n_faces': 46720,\n",
" 'watertight': True,\n",
" 'area': 1.4886255298483926,\n",
" 'bounds': [[-0.4964459240436554, -0.27947795391082764, -0.30450111627578735],\n",
" [0.5693031549453735, 0.2906055450439453, 0.29652678966522217]],\n",
" 'euler': -2}"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import trimesh, numpy as np\n",
"tm = trimesh.Trimesh(vertices=np.asarray(mesh.vertices), faces=np.asarray(mesh.faces), process=True)\n",
"stats = {\n",
" 'n_vertices': len(tm.vertices),\n",
" 'n_faces': len(tm.faces),\n",
" 'watertight': bool(tm.is_watertight),\n",
" 'area': float(tm.area),\n",
" 'bounds': tm.bounds.tolist(),\n",
" 'euler': int(tm.euler_number),\n",
"}\n",
"stats"
]
},
{
"cell_type": "markdown",
"id": "47ba64fb",
"metadata": {},
"source": [
"## E. Export GLB"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "bf14e846",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"saved: /home/lucas/vaults/imagegen_models/image_to_3d/triposr/smoke_20260528_224618.glb (822.0 KB)\n",
"roundtrip: 23,358 verts / 46,720 faces\n"
]
}
],
"source": [
"from datetime import datetime\n",
"out_path = VAULT_DIR / f'smoke_{datetime.now():%Y%m%d_%H%M%S}.glb'\n",
"tm.export(out_path)\n",
"size_kb = out_path.stat().st_size / 1024\n",
"print(f'saved: {out_path} ({size_kb:.1f} KB)')\n",
"\n",
"roundtrip = trimesh.load(out_path, force='mesh')\n",
"print(f'roundtrip: {len(roundtrip.vertices):,} verts / {len(roundtrip.faces):,} faces')"
]
}
],
"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": "3.13.7"
}
},
"nbformat": 4,
"nbformat_minor": 5
}