CLIPSeg on 4GB GPU
Compatible with 4GB GPU
This node will run on RTX 3050, GTX 1650 and similar GPUs with 4GB VRAM.
Optimized Settings for 4GB
VRAM Utilization
50%
You're using 50% of your 4GB VRAM, leaving 2.0GB headroom.
Recommended Batch Size
2
Start with batch size of 2 for optimal performance.
Suggested Resolution
512x768 to 768x768
Best balance of quality and performance for 4GB.
Performance Tips
- Close other GPU-intensive applications
- Low VRAM mode available
- Monitor GPU usage with nvidia-smi
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VRAM Requirements
- Base VRAM Requirement:
- 2048MB (2.00GB)
- Your GPU (4GB):
- 4096MB (4GB) - RTX 3050, GTX 1650
- VRAM Utilization:
- 50%
- Available Headroom:
- 2.00GB
- Low VRAM Mode:
- ✓ Supported
- Estimation Confidence:
- MEDIUM
Python Dependencies
matplotlib==3.7.1matplotlib-inline==0.1.6numpy==1.24.2open-clip-torch==2.16.0opencv-python==4.7.0.72pillow==9.4.0pytorch-lightning==2.0.0torch==2.0.0+cu118torchaudio==2.0.1+cu118torchdiffeq==0.2.3
+ 4 more dependencies