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Update app.py
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app.py
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# Copyright (c) 2025 ByteDance Ltd. and/or its affiliates
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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"""
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Hugging Face Spaces App for Depth Anything 3.
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This app uses the @spaces.GPU decorator to dynamically allocate GPU resources
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for model inference on Hugging Face Spaces.
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"""
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import os
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import spaces
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from depth_anything_3.app.gradio_app import DepthAnything3App
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from depth_anything_3.app.modules.model_inference import ModelInference
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#
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# This ensures GPU operations happen in isolated subprocess
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# Model loading and inference will occur in GPU subprocess, not main process
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original_run_inference = ModelInference.run_inference
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"""
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GPU-accelerated inference with Spaces decorator.
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This function runs in a GPU subprocess where:
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- Model is loaded and moved to GPU (safe)
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- CUDA operations are allowed
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- All CUDA tensors are moved to CPU before return (for pickle safety)
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"""
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return original_run_inference(self, *args, **kwargs)
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# Replace
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ModelInference.run_inference =
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# Initialize and launch the app
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if __name__ == "__main__":
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# Configure directories for Hugging Face Spaces
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model_dir = os.environ.get("DA3_MODEL_DIR", "depth-anything/DA3NESTED-GIANT-LARGE")
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workspace_dir = os.environ.get("DA3_WORKSPACE_DIR", "workspace/gradio")
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gallery_dir = os.environ.get("DA3_GALLERY_DIR", "workspace/gallery")
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# Create directories if they don't exist
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os.makedirs(workspace_dir, exist_ok=True)
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os.makedirs(gallery_dir, exist_ok=True)
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# Initialize the app
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app = DepthAnything3App(
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model_dir=model_dir,
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workspace_dir=workspace_dir,
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gallery_dir=gallery_dir
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)
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# Check if examples directory exists
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examples_dir = os.path.join(workspace_dir, "examples")
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examples_exist = os.path.exists(examples_dir)
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# Check if caching is enabled via environment variable (default: True if examples exist)
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# Allow disabling via environment variable: DA3_CACHE_EXAMPLES=false
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cache_examples_env = os.environ.get("DA3_CACHE_EXAMPLES", "").lower()
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if cache_examples_env in ("false", "0", "no"):
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cache_examples = False
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elif cache_examples_env in ("true", "1", "yes"):
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cache_examples = True
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else:
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# Default: enable caching if examples directory exists
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cache_examples = examples_exist
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# Get cache_gs_tag from environment variable (default: "dl3dv")
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cache_gs_tag = os.environ.get("DA3_CACHE_GS_TAG", "dl3dv")
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print("๐ Launching Depth Anything 3 on Hugging Face Spaces...")
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print(f"๐ฆ Model Directory: {model_dir}")
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print(f"๐ Workspace Directory: {workspace_dir}")
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print(f"๐ผ๏ธ Gallery Directory: {gallery_dir}")
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print(f"๐พ Cache Examples: {cache_examples}")
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if cache_examples:
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print(f"๐ท๏ธ Cache GS Tag: '{cache_gs_tag}' (scenes matching this tag will use high-res + 3DGS)")
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else:
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print("๐ท๏ธ Cache GS Tag: None (all scenes will use low-res only)")
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# Pre-cache examples if requested
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if cache_examples:
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print("\n" + "=" * 60)
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print("Pre-caching mode enabled")
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if cache_gs_tag:
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print(f"Scenes containing '{cache_gs_tag}' will use HIGH-RES + 3DGS")
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print("Other scenes will use LOW-RES only")
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else:
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print("All scenes will use LOW-RES only")
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print("=" * 60)
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app.cache_examples(
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show_cam=True,
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gs_video_quality="low",
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)
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# Launch with minimal, Spaces-compatible configuration
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# Some parameters may cause routing issues, so we use minimal config
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app.launch(
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host="0.0.0.0",
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port=7860,
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share=False
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)
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import os
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from depth_anything_3.app.gradio_app import DepthAnything3App
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from depth_anything_3.app.modules.model_inference import ModelInference
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# Remove GPU decorator; run normally on CPU
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original_run_inference = ModelInference.run_inference
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def cpu_run_inference(self, *args, **kwargs):
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"""CPU-only inference"""
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return original_run_inference(self, *args, **kwargs)
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# Replace original method
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ModelInference.run_inference = cpu_run_inference
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if __name__ == "__main__":
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model_dir = os.environ.get("DA3_MODEL_DIR", "depth-anything/DA3NESTED-GIANT-LARGE")
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workspace_dir = os.environ.get("DA3_WORKSPACE_DIR", "workspace/gradio")
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gallery_dir = os.environ.get("DA3_GALLERY_DIR", "workspace/gallery")
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os.makedirs(workspace_dir, exist_ok=True)
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os.makedirs(gallery_dir, exist_ok=True)
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app = DepthAnything3App(
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model_dir=model_dir,
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workspace_dir=workspace_dir,
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gallery_dir=gallery_dir
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)
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examples_dir = os.path.join(workspace_dir, "examples")
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examples_exist = os.path.exists(examples_dir)
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cache_examples_env = os.environ.get("DA3_CACHE_EXAMPLES", "").lower()
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if cache_examples_env in ("false", "0", "no"):
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cache_examples = False
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elif cache_examples_env in ("true", "1", "yes"):
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cache_examples = True
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else:
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cache_examples = examples_exist
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cache_gs_tag = os.environ.get("DA3_CACHE_GS_TAG", "dl3dv")
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print("๐ Launching Depth Anything 3 (CPU-only) on Hugging Face Spaces...")
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print(f"๐ฆ Model Directory: {model_dir}")
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print(f"๐ Workspace Directory: {workspace_dir}")
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print(f"๐ผ๏ธ Gallery Directory: {gallery_dir}")
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print(f"๐พ Cache Examples: {cache_examples}")
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if cache_examples and cache_gs_tag:
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print(f"๐ท๏ธ Cache GS Tag: '{cache_gs_tag}'")
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if cache_examples:
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print("\n" + "=" * 60)
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print("Pre-caching mode enabled (CPU)")
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print("=" * 60)
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app.cache_examples(
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show_cam=True,
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gs_video_quality="low",
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)
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app.launch(
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host="0.0.0.0",
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port=7860,
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share=False
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)
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