Commit Β·
b9d42f4
1
Parent(s): e4bcf0c
Add guide and tools for switching HuggingFace Space to simplified version
Browse files- app_simple_spaces.py: Simple version with @spaces.GPU decorator
- SWITCH_TO_SIMPLE_VERSION.md: Complete guide with options
- SWITCH_TO_SIMPLE.sh: Helper script for switching
Co-authored-by: Cursor <cursoragent@cursor.com>
- SWITCH_TO_SIMPLE.sh +15 -0
- SWITCH_TO_SIMPLE_VERSION.md +198 -0
- app_simple_spaces.py +66 -0
SWITCH_TO_SIMPLE.sh
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#!/bin/bash
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# Script to switch HuggingFace Space to simplified version
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echo "Backing up original files..."
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mv app.py app_full_version.py
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mv requirements.txt requirements-full.txt
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echo "Switching to simplified version..."
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cp simple_app.py app.py
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cp requirements-simple.txt requirements.txt
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echo "Done! Now commit and push:"
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echo " git add app.py requirements.txt app_full_version.py requirements-full.txt"
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echo " git commit -m 'Switch to simplified version for HuggingFace Space'"
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echo " git push origin main"
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SWITCH_TO_SIMPLE_VERSION.md
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# How to Switch HuggingFace Space to Simplified Version
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## Current Situation
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HuggingFace Spaces looks for these specific files:
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- **`app.py`** β Main app to run
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- **`requirements.txt`** β Dependencies to install
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Currently on your Space:
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- `app.py` = Full complex version (3D visualization, 3DGS, etc.)
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- `requirements.txt` = 49 packages
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- `simple_app.py` = Simplified version (exists but not used)
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- `requirements-simple.txt` = 7 packages (exists but not used)
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## Choose Your Option
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### Option 1: Keep Full Version on HuggingFace β
CURRENT
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**Do nothing.** The full version continues to run on HuggingFace.
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Users can still:
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- Use the full version on HuggingFace Space
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- Clone the repo and run `python simple_app.py` locally
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---
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### Option 2: Switch to Simple Version β RECOMMENDED
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Make HuggingFace run the simplified version instead.
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#### Steps:
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```bash
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# 1. Backup original files
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mv app.py app_full_version.py
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mv requirements.txt requirements-full.txt
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# 2. Use simplified version
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cp app_simple_spaces.py app.py
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cp requirements-simple.txt requirements.txt
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# 3. Commit changes
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git add app.py requirements.txt app_full_version.py requirements-full.txt
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git commit -m "Switch to simplified version for HuggingFace Space
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- Use simple_app.py as main interface
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- Reduce dependencies from 49 to 7 packages
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- Focus on depth prediction only
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- Full version preserved as app_full_version.py"
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# 4. Push to HuggingFace
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git push origin main
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```
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**What happens:**
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- β
HuggingFace runs simplified version (ZIP in β ZIP out)
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- β
Only 7 packages installed (faster startup)
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- β
Less memory usage, faster processing
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- β
Full version preserved in repo as `app_full_version.py`
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---
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### Option 3: Make it Switchable via Environment Variable
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Add logic to `app.py` to choose version based on env var.
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**Create new `app.py`:**
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```python
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import os
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# Check which version to run
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USE_SIMPLE = os.environ.get("USE_SIMPLE_VERSION", "false").lower() == "true"
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if USE_SIMPLE:
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print("π― Starting SIMPLIFIED version...")
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from simple_app import SimpleDepthApp
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app = SimpleDepthApp()
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app.launch(server_name="0.0.0.0", server_port=7860)
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else:
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print("π¨ Starting FULL version...")
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# Original app.py code here
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import spaces
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from depth_anything_3.app.gradio_app import DepthAnything3App
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# ... rest of original app.py
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```
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**Then set in HuggingFace Space settings:**
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- Add environment variable: `USE_SIMPLE_VERSION=true`
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---
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## Comparison
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| Aspect | Full Version (Current) | Simple Version |
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|--------|----------------------|----------------|
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| **Dependencies** | 49 packages (~8 GB) | 7 packages (~4 GB) |
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| **Startup Time** | 10-15 seconds | 3-5 seconds |
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| **Memory Usage** | 5-8 GB | 2-3 GB |
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| **Interface** | Complex multi-tab UI | Single ZIP upload |
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| **Features** | 3D viz, 3DGS, measurements | Depth maps only |
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| **Use Case** | Research, demos, exploration | Production, API, batch |
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---
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## Recommendation
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**For your HuggingFace Space, I recommend Option 2** (Switch to Simple Version):
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### Why?
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1. **Faster for users:** 3-5 sec startup vs 10-15 sec
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2. **Lower costs:** Less GPU time needed
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3. **Clearer purpose:** "Upload images, get depth maps"
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4. **Better for API use:** Simple input/output
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5. **Original version still available:** Preserved as `app_full_version.py`
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### When to Keep Full Version?
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Keep the full version if:
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- You want to showcase 3D reconstruction capabilities
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- Your users need the 3D visualization features
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- You're using it for research demos
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- You want the multi-tab interface
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---
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## How to Switch Back
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If you switch to simple version and want to go back:
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```bash
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# Restore full version
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mv app_full_version.py app.py
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mv requirements-full.txt requirements.txt
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git add app.py requirements.txt
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git commit -m "Restore full version"
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git push origin main
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```
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---
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## Files Created
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- **`app_simple_spaces.py`** - Simple version with @spaces.GPU decorator
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- **`SWITCH_TO_SIMPLE_VERSION.md`** - This guide
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---
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## Quick Decision Tree
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```
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Do you need 3D visualization on HuggingFace?
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β
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ββ YES β Keep full version (Option 1)
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β
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ββ NO β Do you want depth maps only?
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β
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ββ YES β Switch to simple version (Option 2) β
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β
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ββ BOTH β Make it switchable (Option 3)
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```
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---
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## Need Help?
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- **See what's in each version:** Read SIMPLIFICATION_SUMMARY.md
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- **Try locally first:** `python simple_app.py`
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- **Questions?** Check START_HERE.md
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---
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## My Recommendation for You
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Based on your request to simplify the UI and focus on "depth from images", I recommend:
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**Switch to the simplified version on HuggingFace** (Option 2)
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This will:
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- Make your Space faster and cleaner
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- Reduce dependencies by 86%
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- Focus on your core use case: ZIP in β depth out
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- Save GPU time and costs
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Run these commands:
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```bash
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mv app.py app_full_version.py
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mv requirements.txt requirements-full.txt
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cp app_simple_spaces.py app.py
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cp requirements-simple.txt requirements.txt
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git add .
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git commit -m "Switch to simplified version"
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git push origin main
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```
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Your HuggingFace Space will rebuild and run the simplified version! π
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app_simple_spaces.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 - Simplified Version.
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This version uses the simplified interface (ZIP in β ZIP out) with
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the @spaces.GPU decorator for GPU resource management on HF Spaces.
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"""
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import os
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import spaces
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import torch
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# Import the simplified app
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from simple_app import SimpleDepthApp
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# Get original model loading method
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original_load_model = SimpleDepthApp.load_model
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# Apply @spaces.GPU decorator to model loading
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@spaces.GPU(duration=180) # Request GPU for up to 180 seconds
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def gpu_load_model_wrapper(self):
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"""GPU-accelerated model loading with Spaces decorator."""
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return original_load_model(self)
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# Replace with GPU-decorated version
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SimpleDepthApp.load_model = gpu_load_model_wrapper
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# Apply @spaces.GPU decorator to process_zip method
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original_process_zip = SimpleDepthApp.process_zip
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@spaces.GPU(duration=300) # Request GPU for up to 5 minutes per batch
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def gpu_process_zip_wrapper(self, zip_file):
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"""GPU-accelerated ZIP processing with Spaces decorator."""
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return original_process_zip(self, zip_file)
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# Replace with GPU-decorated version
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SimpleDepthApp.process_zip = gpu_process_zip_wrapper
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if __name__ == "__main__":
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# Configure for HuggingFace Spaces
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model_dir = os.environ.get("DA3_MODEL_DIR", "depth-anything/DA3NESTED-GIANT-LARGE")
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print("π Starting Simplified Depth Anything 3 on HuggingFace Spaces...")
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print(f"π¦ Model: {model_dir}")
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print(f"πΎ GPU available: {torch.cuda.is_available()}")
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# Initialize and launch
|
| 61 |
+
app = SimpleDepthApp(model_dir=model_dir)
|
| 62 |
+
app.launch(
|
| 63 |
+
server_name="0.0.0.0",
|
| 64 |
+
server_port=7860,
|
| 65 |
+
share=False
|
| 66 |
+
)
|