init
172
.gitignore
vendored
Normal file
@ -0,0 +1,172 @@
|
||||
# Byte-compiled / optimized / DLL files
|
||||
__pycache__/
|
||||
*.py[cod]
|
||||
*$py.class
|
||||
|
||||
# C extensions
|
||||
*.so
|
||||
|
||||
# Distribution / packaging
|
||||
.Python
|
||||
build/
|
||||
develop-eggs/
|
||||
dist/
|
||||
downloads/
|
||||
eggs/
|
||||
.eggs/
|
||||
lib/
|
||||
!hy3dgen/texgen/custom_rasterizer/lib/
|
||||
lib64/
|
||||
parts/
|
||||
sdist/
|
||||
var/
|
||||
wheels/
|
||||
share/python-wheels/
|
||||
*.egg-info/
|
||||
.installed.cfg
|
||||
*.egg
|
||||
MANIFEST
|
||||
|
||||
# PyInstaller
|
||||
# Usually these files are written by a python script from a template
|
||||
# before PyInstaller builds the exe, so as to inject date/other infos into it.
|
||||
*.manifest
|
||||
*.spec
|
||||
|
||||
# Installer logs
|
||||
pip-log.txt
|
||||
pip-delete-this-directory.txt
|
||||
|
||||
# Unit test / coverage reports
|
||||
htmlcov/
|
||||
.tox/
|
||||
.nox/
|
||||
.coverage
|
||||
.coverage.*
|
||||
.cache
|
||||
nosetests.xml
|
||||
coverage.xml
|
||||
*.cover
|
||||
*.py,cover
|
||||
.hypothesis/
|
||||
.pytest_cache/
|
||||
cover/
|
||||
|
||||
# Translations
|
||||
*.mo
|
||||
*.pot
|
||||
|
||||
# Django stuff:
|
||||
*.log
|
||||
local_settings.py
|
||||
db.sqlite3
|
||||
db.sqlite3-journal
|
||||
|
||||
# Flask stuff:
|
||||
instance/
|
||||
.webassets-cache
|
||||
|
||||
# Scrapy stuff:
|
||||
.scrapy
|
||||
|
||||
# Sphinx documentation
|
||||
docs/_build/
|
||||
|
||||
# PyBuilder
|
||||
.pybuilder/
|
||||
target/
|
||||
|
||||
# Jupyter Notebook
|
||||
.ipynb_checkpoints
|
||||
|
||||
# IPython
|
||||
profile_default/
|
||||
ipython_config.py
|
||||
|
||||
# pyenv
|
||||
# For a library or package, you might want to ignore these files since the code is
|
||||
# intended to run in multiple environments; otherwise, check them in:
|
||||
# .python-version
|
||||
|
||||
# pipenv
|
||||
# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
|
||||
# However, in case of collaboration, if having platform-specific dependencies or dependencies
|
||||
# having no cross-platform support, pipenv may install dependencies that don't work, or not
|
||||
# install all needed dependencies.
|
||||
#Pipfile.lock
|
||||
|
||||
# UV
|
||||
# Similar to Pipfile.lock, it is generally recommended to include uv.lock in version control.
|
||||
# This is especially recommended for binary packages to ensure reproducibility, and is more
|
||||
# commonly ignored for libraries.
|
||||
#uv.lock
|
||||
|
||||
# poetry
|
||||
# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
|
||||
# This is especially recommended for binary packages to ensure reproducibility, and is more
|
||||
# commonly ignored for libraries.
|
||||
# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
|
||||
#poetry.lock
|
||||
|
||||
# pdm
|
||||
# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
|
||||
#pdm.lock
|
||||
# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
|
||||
# in version control.
|
||||
# https://pdm.fming.dev/latest/usage/project/#working-with-version-control
|
||||
.pdm.toml
|
||||
.pdm-python
|
||||
.pdm-build/
|
||||
|
||||
# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
|
||||
__pypackages__/
|
||||
|
||||
# Celery stuff
|
||||
celerybeat-schedule
|
||||
celerybeat.pid
|
||||
|
||||
# SageMath parsed files
|
||||
*.sage.py
|
||||
|
||||
# Environments
|
||||
.env
|
||||
.venv
|
||||
env/
|
||||
venv/
|
||||
ENV/
|
||||
env.bak/
|
||||
venv.bak/
|
||||
|
||||
# Spyder project settings
|
||||
.spyderproject
|
||||
.spyproject
|
||||
|
||||
# Rope project settings
|
||||
.ropeproject
|
||||
|
||||
# mkdocs documentation
|
||||
/site
|
||||
|
||||
# mypy
|
||||
.mypy_cache/
|
||||
.dmypy.json
|
||||
dmypy.json
|
||||
|
||||
# Pyre type checker
|
||||
.pyre/
|
||||
|
||||
# pytype static type analyzer
|
||||
.pytype/
|
||||
.DS_Store
|
||||
# Cython debug symbols
|
||||
cython_debug/
|
||||
gradio_cache/
|
||||
# PyCharm
|
||||
# JetBrains specific template is maintained in a separate JetBrains.gitignore that can
|
||||
# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
|
||||
# and can be added to the global gitignore or merged into this file. For a more nuclear
|
||||
# option (not recommended) you can uncomment the following to ignore the entire idea folder.
|
||||
.idea
|
||||
#Docs
|
||||
*.md
|
||||
*.pdf
|
||||
316
api_server.py
Normal file
@ -0,0 +1,316 @@
|
||||
# Hunyuan 3D is licensed under the TENCENT HUNYUAN NON-COMMERCIAL LICENSE AGREEMENT
|
||||
# except for the third-party components listed below.
|
||||
# Hunyuan 3D does not impose any additional limitations beyond what is outlined
|
||||
# in the repsective licenses of these third-party components.
|
||||
# Users must comply with all terms and conditions of original licenses of these third-party
|
||||
# components and must ensure that the usage of the third party components adheres to
|
||||
# all relevant laws and regulations.
|
||||
|
||||
# For avoidance of doubts, Hunyuan 3D means the large language models and
|
||||
# their software and algorithms, including trained model weights, parameters (including
|
||||
# optimizer states), machine-learning model code, inference-enabling code, training-enabling code,
|
||||
# fine-tuning enabling code and other elements of the foregoing made publicly available
|
||||
# by Tencent in accordance with TENCENT HUNYUAN COMMUNITY LICENSE AGREEMENT.
|
||||
|
||||
"""
|
||||
A model worker executes the model.
|
||||
"""
|
||||
import argparse
|
||||
import asyncio
|
||||
import base64
|
||||
import logging
|
||||
import logging.handlers
|
||||
import os
|
||||
import sys
|
||||
import tempfile
|
||||
import threading
|
||||
import traceback
|
||||
import uuid
|
||||
from io import BytesIO
|
||||
|
||||
import torch
|
||||
import trimesh
|
||||
import uvicorn
|
||||
from PIL import Image
|
||||
from fastapi import FastAPI, Request
|
||||
from fastapi.responses import JSONResponse, FileResponse
|
||||
|
||||
from hy3dgen.rembg import BackgroundRemover
|
||||
from hy3dgen.shapegen import Hunyuan3DDiTFlowMatchingPipeline, FloaterRemover, DegenerateFaceRemover, FaceReducer, \
|
||||
MeshSimplifier
|
||||
from hy3dgen.texgen import Hunyuan3DPaintPipeline
|
||||
from hy3dgen.text2image import HunyuanDiTPipeline
|
||||
|
||||
LOGDIR = '.'
|
||||
|
||||
server_error_msg = "**NETWORK ERROR DUE TO HIGH TRAFFIC. PLEASE REGENERATE OR REFRESH THIS PAGE.**"
|
||||
moderation_msg = "YOUR INPUT VIOLATES OUR CONTENT MODERATION GUIDELINES. PLEASE TRY AGAIN."
|
||||
|
||||
handler = None
|
||||
|
||||
|
||||
def build_logger(logger_name, logger_filename):
|
||||
global handler
|
||||
|
||||
formatter = logging.Formatter(
|
||||
fmt="%(asctime)s | %(levelname)s | %(name)s | %(message)s",
|
||||
datefmt="%Y-%m-%d %H:%M:%S",
|
||||
)
|
||||
|
||||
# Set the format of root handlers
|
||||
if not logging.getLogger().handlers:
|
||||
logging.basicConfig(level=logging.INFO)
|
||||
logging.getLogger().handlers[0].setFormatter(formatter)
|
||||
|
||||
# Redirect stdout and stderr to loggers
|
||||
stdout_logger = logging.getLogger("stdout")
|
||||
stdout_logger.setLevel(logging.INFO)
|
||||
sl = StreamToLogger(stdout_logger, logging.INFO)
|
||||
sys.stdout = sl
|
||||
|
||||
stderr_logger = logging.getLogger("stderr")
|
||||
stderr_logger.setLevel(logging.ERROR)
|
||||
sl = StreamToLogger(stderr_logger, logging.ERROR)
|
||||
sys.stderr = sl
|
||||
|
||||
# Get logger
|
||||
logger = logging.getLogger(logger_name)
|
||||
logger.setLevel(logging.INFO)
|
||||
|
||||
# Add a file handler for all loggers
|
||||
if handler is None:
|
||||
os.makedirs(LOGDIR, exist_ok=True)
|
||||
filename = os.path.join(LOGDIR, logger_filename)
|
||||
handler = logging.handlers.TimedRotatingFileHandler(
|
||||
filename, when='D', utc=True, encoding='UTF-8')
|
||||
handler.setFormatter(formatter)
|
||||
|
||||
for name, item in logging.root.manager.loggerDict.items():
|
||||
if isinstance(item, logging.Logger):
|
||||
item.addHandler(handler)
|
||||
|
||||
return logger
|
||||
|
||||
|
||||
class StreamToLogger(object):
|
||||
"""
|
||||
Fake file-like stream object that redirects writes to a logger instance.
|
||||
"""
|
||||
|
||||
def __init__(self, logger, log_level=logging.INFO):
|
||||
self.terminal = sys.stdout
|
||||
self.logger = logger
|
||||
self.log_level = log_level
|
||||
self.linebuf = ''
|
||||
|
||||
def __getattr__(self, attr):
|
||||
return getattr(self.terminal, attr)
|
||||
|
||||
def write(self, buf):
|
||||
temp_linebuf = self.linebuf + buf
|
||||
self.linebuf = ''
|
||||
for line in temp_linebuf.splitlines(True):
|
||||
# From the io.TextIOWrapper docs:
|
||||
# On output, if newline is None, any '\n' characters written
|
||||
# are translated to the system default line separator.
|
||||
# By default sys.stdout.write() expects '\n' newlines and then
|
||||
# translates them so this is still cross platform.
|
||||
if line[-1] == '\n':
|
||||
self.logger.log(self.log_level, line.rstrip())
|
||||
else:
|
||||
self.linebuf += line
|
||||
|
||||
def flush(self):
|
||||
if self.linebuf != '':
|
||||
self.logger.log(self.log_level, self.linebuf.rstrip())
|
||||
self.linebuf = ''
|
||||
|
||||
|
||||
def pretty_print_semaphore(semaphore):
|
||||
if semaphore is None:
|
||||
return "None"
|
||||
return f"Semaphore(value={semaphore._value}, locked={semaphore.locked()})"
|
||||
|
||||
|
||||
SAVE_DIR = 'gradio_cache'
|
||||
os.makedirs(SAVE_DIR, exist_ok=True)
|
||||
|
||||
worker_id = str(uuid.uuid4())[:6]
|
||||
logger = build_logger("controller", f"{SAVE_DIR}/controller.log")
|
||||
|
||||
|
||||
def load_image_from_base64(image):
|
||||
return Image.open(BytesIO(base64.b64decode(image)))
|
||||
|
||||
|
||||
class ModelWorker:
|
||||
def __init__(self,
|
||||
model_path='tencent/Hunyuan3D-2mini',
|
||||
tex_model_path='tencent/Hunyuan3D-2',
|
||||
subfolder='hunyuan3d-dit-v2-mini-turbo',
|
||||
device='cuda',
|
||||
enable_tex=False):
|
||||
self.model_path = model_path
|
||||
self.worker_id = worker_id
|
||||
self.device = device
|
||||
logger.info(f"Loading the model {model_path} on worker {worker_id} ...")
|
||||
|
||||
self.rembg = BackgroundRemover()
|
||||
self.pipeline = Hunyuan3DDiTFlowMatchingPipeline.from_pretrained(
|
||||
model_path,
|
||||
subfolder=subfolder,
|
||||
use_safetensors=True,
|
||||
device=device,
|
||||
)
|
||||
self.pipeline.enable_flashvdm(mc_algo='mc')
|
||||
# self.pipeline_t2i = HunyuanDiTPipeline(
|
||||
# 'Tencent-Hunyuan/HunyuanDiT-v1.1-Diffusers-Distilled',
|
||||
# device=device
|
||||
# )
|
||||
if enable_tex:
|
||||
self.pipeline_tex = Hunyuan3DPaintPipeline.from_pretrained(tex_model_path)
|
||||
|
||||
def get_queue_length(self):
|
||||
if model_semaphore is None:
|
||||
return 0
|
||||
else:
|
||||
return args.limit_model_concurrency - model_semaphore._value + (len(
|
||||
model_semaphore._waiters) if model_semaphore._waiters is not None else 0)
|
||||
|
||||
def get_status(self):
|
||||
return {
|
||||
"speed": 1,
|
||||
"queue_length": self.get_queue_length(),
|
||||
}
|
||||
|
||||
@torch.inference_mode()
|
||||
def generate(self, uid, params):
|
||||
if 'image' in params:
|
||||
image = params["image"]
|
||||
image = load_image_from_base64(image)
|
||||
else:
|
||||
if 'text' in params:
|
||||
text = params["text"]
|
||||
image = self.pipeline_t2i(text)
|
||||
else:
|
||||
raise ValueError("No input image or text provided")
|
||||
|
||||
image = self.rembg(image)
|
||||
params['image'] = image
|
||||
|
||||
if 'mesh' in params:
|
||||
mesh = trimesh.load(BytesIO(base64.b64decode(params["mesh"])), file_type='glb')
|
||||
else:
|
||||
seed = params.get("seed", 1234)
|
||||
params['generator'] = torch.Generator(self.device).manual_seed(seed)
|
||||
params['octree_resolution'] = params.get("octree_resolution", 128)
|
||||
params['num_inference_steps'] = params.get("num_inference_steps", 5)
|
||||
params['guidance_scale'] = params.get('guidance_scale', 5.0)
|
||||
params['mc_algo'] = 'mc'
|
||||
import time
|
||||
start_time = time.time()
|
||||
mesh = self.pipeline(**params)[0]
|
||||
logger.info("--- %s seconds ---" % (time.time() - start_time))
|
||||
|
||||
if params.get('texture', False):
|
||||
mesh = FloaterRemover()(mesh)
|
||||
mesh = DegenerateFaceRemover()(mesh)
|
||||
mesh = FaceReducer()(mesh, max_facenum=params.get('face_count', 40000))
|
||||
mesh = self.pipeline_tex(mesh, image)
|
||||
|
||||
type = params.get('type', 'glb')
|
||||
with tempfile.NamedTemporaryFile(suffix=f'.{type}', delete=False) as temp_file:
|
||||
mesh.export(temp_file.name)
|
||||
mesh = trimesh.load(temp_file.name)
|
||||
save_path = os.path.join(SAVE_DIR, f'{str(uid)}.{type}')
|
||||
mesh.export(save_path)
|
||||
|
||||
torch.cuda.empty_cache()
|
||||
return save_path, uid
|
||||
|
||||
|
||||
app = FastAPI()
|
||||
from fastapi.middleware.cors import CORSMiddleware
|
||||
|
||||
app.add_middleware(
|
||||
CORSMiddleware,
|
||||
allow_origins=["*"], # 你可以指定允许的来源
|
||||
allow_credentials=True,
|
||||
allow_methods=["*"], # 允许所有方法
|
||||
allow_headers=["*"], # 允许所有头部
|
||||
)
|
||||
|
||||
|
||||
@app.post("/generate")
|
||||
async def generate(request: Request):
|
||||
logger.info("Worker generating...")
|
||||
params = await request.json()
|
||||
uid = uuid.uuid4()
|
||||
try:
|
||||
file_path, uid = worker.generate(uid, params)
|
||||
return FileResponse(file_path)
|
||||
except ValueError as e:
|
||||
traceback.print_exc()
|
||||
print("Caught ValueError:", e)
|
||||
ret = {
|
||||
"text": server_error_msg,
|
||||
"error_code": 1,
|
||||
}
|
||||
return JSONResponse(ret, status_code=404)
|
||||
except torch.cuda.CudaError as e:
|
||||
print("Caught torch.cuda.CudaError:", e)
|
||||
ret = {
|
||||
"text": server_error_msg,
|
||||
"error_code": 1,
|
||||
}
|
||||
return JSONResponse(ret, status_code=404)
|
||||
except Exception as e:
|
||||
print("Caught Unknown Error", e)
|
||||
traceback.print_exc()
|
||||
ret = {
|
||||
"text": server_error_msg,
|
||||
"error_code": 1,
|
||||
}
|
||||
return JSONResponse(ret, status_code=404)
|
||||
|
||||
|
||||
@app.post("/send")
|
||||
async def generate(request: Request):
|
||||
logger.info("Worker send...")
|
||||
params = await request.json()
|
||||
uid = uuid.uuid4()
|
||||
threading.Thread(target=worker.generate, args=(uid, params,)).start()
|
||||
ret = {"uid": str(uid)}
|
||||
return JSONResponse(ret, status_code=200)
|
||||
|
||||
|
||||
@app.get("/status/{uid}")
|
||||
async def status(uid: str):
|
||||
save_file_path = os.path.join(SAVE_DIR, f'{uid}.glb')
|
||||
print(save_file_path, os.path.exists(save_file_path))
|
||||
if not os.path.exists(save_file_path):
|
||||
response = {'status': 'processing'}
|
||||
return JSONResponse(response, status_code=200)
|
||||
else:
|
||||
base64_str = base64.b64encode(open(save_file_path, 'rb').read()).decode()
|
||||
response = {'status': 'completed', 'model_base64': base64_str}
|
||||
return JSONResponse(response, status_code=200)
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
parser = argparse.ArgumentParser()
|
||||
parser.add_argument("--host", type=str, default="0.0.0.0")
|
||||
parser.add_argument("--port", type=int, default=8081)
|
||||
parser.add_argument("--model_path", type=str, default='tencent/Hunyuan3D-2mini')
|
||||
parser.add_argument("--tex_model_path", type=str, default='tencent/Hunyuan3D-2')
|
||||
parser.add_argument("--device", type=str, default="cuda")
|
||||
parser.add_argument("--limit-model-concurrency", type=int, default=5)
|
||||
parser.add_argument('--enable_tex', action='store_true')
|
||||
args = parser.parse_args()
|
||||
logger.info(f"args: {args}")
|
||||
|
||||
model_semaphore = asyncio.Semaphore(args.limit_model_concurrency)
|
||||
|
||||
worker = ModelWorker(model_path=args.model_path, device=args.device, enable_tex=args.enable_tex,
|
||||
tex_model_path=args.tex_model_path)
|
||||
uvicorn.run(app, host=args.host, port=args.port, log_level="info")
|
||||
BIN
assets/1.glb
Normal file
BIN
assets/demo.png
Normal file
|
After Width: | Height: | Size: 148 KiB |
BIN
assets/env_maps/gradient.jpg
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