Can I run CLIP ViT-H/14 on NVIDIA RTX 4060 Ti 8GB?

check_circle
Perfect
Yes, you can run this model!
GPU VRAM
8.0GB
Required
2.0GB
Headroom
+6.0GB

VRAM Usage

0GB 25% used 8.0GB

Performance Estimate

Tokens/sec ~76.0
Batch size 30

info Technical Analysis

The NVIDIA RTX 4060 Ti 8GB is an excellent GPU for running the CLIP ViT-H/14 vision model. The primary factor determining compatibility is VRAM, and the RTX 4060 Ti's 8GB of GDDR6 VRAM significantly exceeds the 2.0GB required by the model in FP16 precision. This leaves a substantial 6GB VRAM headroom, allowing for comfortable operation even with larger batch sizes or when running other applications concurrently. Furthermore, the Ada Lovelace architecture provides strong support for FP16 operations and tensor cores, which are leveraged by CLIP for efficient computation. The 288 GB/s memory bandwidth, while not the highest available, is sufficient for this model's size and complexity, preventing memory bottlenecks during inference.

lightbulb Recommendation

To maximize performance with CLIP ViT-H/14 on the RTX 4060 Ti, start with a batch size around 30, which is well within the VRAM limits. While FP16 precision is a good starting point, explore using TensorRT for optimized inference. TensorRT can further accelerate the model by applying graph optimizations and quantization techniques. Experiment with different batch sizes to find the optimal balance between throughput and latency for your specific application. Monitor GPU utilization and memory usage to ensure you're not hitting any bottlenecks.

tune Recommended Settings

Batch_Size
30
Context_Length
77
Other_Settings
['Enable CUDA graph capture', 'Optimize CUDA kernels', 'Use asynchronous data loading']
Inference_Framework
TensorRT or PyTorch
Quantization_Suggested
FP16 (default), INT8 (via TensorRT)

help Frequently Asked Questions

Is CLIP ViT-H/14 compatible with NVIDIA RTX 4060 Ti 8GB? expand_more
Yes, CLIP ViT-H/14 is fully compatible with the NVIDIA RTX 4060 Ti 8GB.
What VRAM is needed for CLIP ViT-H/14? expand_more
CLIP ViT-H/14 requires approximately 2.0GB of VRAM when using FP16 precision.
How fast will CLIP ViT-H/14 run on NVIDIA RTX 4060 Ti 8GB? expand_more
You can expect the CLIP ViT-H/14 model to run at an estimated 76 tokens/sec on the NVIDIA RTX 4060 Ti 8GB. Actual performance may vary depending on the specific implementation and optimization techniques used.