pp
Browse files- app.py +15 -10
- smpl_generator.py +73 -27
app.py
CHANGED
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@@ -15,16 +15,21 @@ from beta_regressor import predict_betas
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from smpl_generator import generate_mesh
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from renderer import render_avatar
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SMPL_MODEL_PATH = os.getenv("SMPL_MODEL_PATH", "smpl
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print(f"Looking in {SMPL_MODEL_PATH}...")
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app = FastAPI(
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from smpl_generator import generate_mesh
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from renderer import render_avatar
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SMPL_MODEL_PATH = os.getenv("SMPL_MODEL_PATH", "smpl")
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smpl_models_dirs = [Path("smpl/smpl/models"), Path("smpl/models"), Path(SMPL_MODEL_PATH) / "models"]
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found_models = False
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for models_dir in smpl_models_dirs:
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if models_dir.exists():
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print(f"Found SMPL models in {models_dir}")
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model_files = list(models_dir.glob("*.pkl"))
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for f in model_files:
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print(f" - {f.name}")
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found_models = True
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break
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if not found_models:
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print(f"Warning: SMPL models not found in expected locations")
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print(f"Looking in {SMPL_MODEL_PATH}...")
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app = FastAPI(
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smpl_generator.py
CHANGED
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@@ -7,20 +7,31 @@ import os
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class SMPLGenerator:
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def __init__(self, model_path: str = "smpl
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self.device = torch.device(device)
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self.gender = gender
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model_path_obj = Path(model_path)
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if not model_path_obj.exists():
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else:
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model_path_obj.mkdir(parents=True, exist_ok=True)
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self.model_path = model_path_obj
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model_path_str = str(self.model_path)
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@@ -28,37 +39,72 @@ class SMPLGenerator:
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gender = "male"
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print("Note: Neutral gender not available, using male model")
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).
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try:
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self.smpl_model = smplx.create(
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model_path=
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model_type='smpl',
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gender=gender,
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batch_size=1,
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ext='
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).to(self.device)
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try:
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self.smpl_model = smplx.create(
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model_path=
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model_type='smpl',
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gender=gender,
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batch_size=1
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).to(self.device)
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def generate_mesh(
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self,
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@@ -107,7 +153,7 @@ class SMPLGenerator:
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_generator_instance = None
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def get_generator(model_path: str = "smpl
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global _generator_instance
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if _generator_instance is None:
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_generator_instance = SMPLGenerator(model_path=model_path, gender=gender, device=device)
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@@ -116,7 +162,7 @@ def get_generator(model_path: str = "smpl/smpl", gender: str = "neutral", device
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def generate_mesh(
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betas: np.ndarray,
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model_path: str = "smpl
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gender: str = "neutral",
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device: str = "cpu"
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) -> Tuple[np.ndarray, np.ndarray]:
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class SMPLGenerator:
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def __init__(self, model_path: str = "smpl", gender: str = "neutral", device: str = "cpu"):
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self.device = torch.device(device)
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self.gender = gender
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model_path_obj = Path(model_path)
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if not model_path_obj.exists():
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alt_paths = [Path("smpl"), Path("smpl/smpl")]
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for alt_path in alt_paths:
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if alt_path.exists():
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model_path_obj = alt_path
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print(f"Using alternative model path: {model_path_obj}")
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break
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else:
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model_path_obj.mkdir(parents=True, exist_ok=True)
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models_source = model_path_obj / "smpl" / "models"
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if not models_source.exists():
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models_source = model_path_obj / "models"
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if models_source.exists() and (model_path_obj / "smpl").exists():
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expected_models_dir = model_path_obj / "smpl" / "models"
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if not expected_models_dir.exists() and models_source.exists():
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print(f"Models found in {models_source}, smplx may need them in {expected_models_dir}")
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self.model_path = model_path_obj
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model_path_str = str(self.model_path)
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gender = "male"
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print("Note: Neutral gender not available, using male model")
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models_dir = model_path_obj / "models"
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if not models_dir.exists():
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models_dir = model_path_obj / "smpl" / "models"
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print(f"Looking for SMPL models in: {model_path_str}")
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if models_dir.exists():
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model_files = list(models_dir.glob("*.pkl"))
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print(f"Found {len(model_files)} model files: {[f.name for f in model_files]}")
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model_paths_to_try = [
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"smpl",
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model_path_str,
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str(model_path_obj / "smpl"),
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str(models_dir.parent) if models_dir.exists() else None,
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"smpl/smpl"
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]
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model_paths_to_try = [p for p in model_paths_to_try if p is not None and Path(p).exists()]
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last_error = None
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for try_path in model_paths_to_try:
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print(f"Trying model path: {try_path}")
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try:
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self.smpl_model = smplx.create(
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model_path=try_path,
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model_type='smpl',
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gender=gender,
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batch_size=1,
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ext='npz'
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).to(self.device)
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print(f"Successfully loaded model from: {try_path}")
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break
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except Exception as e:
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last_error = e
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try:
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self.smpl_model = smplx.create(
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model_path=try_path,
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model_type='smpl',
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gender=gender,
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batch_size=1,
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ext='pkl'
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).to(self.device)
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print(f"Successfully loaded model from: {try_path}")
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break
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except Exception as e2:
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last_error = e2
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try:
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self.smpl_model = smplx.create(
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model_path=try_path,
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model_type='smpl',
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gender=gender,
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batch_size=1
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).to(self.device)
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print(f"Successfully loaded model from: {try_path}")
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break
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except Exception as e3:
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last_error = e3
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continue
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else:
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error_msg = str(last_error) if last_error else "Unknown error"
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print(f"Error details: {error_msg}")
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raise RuntimeError(
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f"Failed to load SMPL model after trying paths: {model_paths_to_try}. "
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f"Error: {error_msg}. "
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f"Models should be in a 'models' subdirectory. "
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f"Expected files: basicModel_f_lbs_*.pkl (female) or basicmodel_m_lbs_*.pkl (male)"
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)
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def generate_mesh(
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self,
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_generator_instance = None
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def get_generator(model_path: str = "smpl", gender: str = "neutral", device: str = "cpu") -> SMPLGenerator:
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global _generator_instance
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if _generator_instance is None:
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_generator_instance = SMPLGenerator(model_path=model_path, gender=gender, device=device)
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def generate_mesh(
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betas: np.ndarray,
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model_path: str = "smpl",
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gender: str = "neutral",
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device: str = "cpu"
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) -> Tuple[np.ndarray, np.ndarray]:
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