RTX 4080
nvidia · ada · 16 GB GDDR6X · 320W TDP
VRAM
16 GB
BF16 TFLOPS
97
Bandwidth
717 GB/s
From
$0.32/hr
Spec Sheet
Pricing by Provider
| Provider | On-Demand | Reserved | Spot | Badge |
|---|---|---|---|---|
| tensordock | $0.49/hr | - | $0.32/hr | Cheapest |
| vast_ai | $0.55/hr | - | $0.35/hr |
Compatible Models (233)
Single GPU (150 models)
Multi-GPU (83 models)
Training Capabilities
Estimated GPU count for full fine-tuning (AdamW, BF16) and QLoRA
| Model Size | Full Fine-Tune | QLoRA |
|---|---|---|
| 7B model | 9 GPUs | 1 GPU |
| 13B model | 16 GPUs | 1 GPU |
| 70B model | 83 GPUs | 3 GPUs |
Energy Efficiency
Estimated tokens/second per Watt for popular models
Similar GPUs
| GPU | VRAM | BF16 TFLOPS | BW (GB/s) | From |
|---|---|---|---|---|
| RTX 4060 Ti 16GB | 16 GB | 44 | 288 | $0.30/hr |
| RTX 4070 Ti | 12 GB | 93 | 504 | $0.25/hr |
| RTX 4070 Super | 12 GB | 55 | 504 | $0.22/hr |
| L4 | 24 GB | 121 | 300 | $0.29/hr |
| RTX 4090 | 24 GB | 165 | 1008 | $0.39/hr |
Methodology Note
Performance estimates for the RTX 4080are based on InferenceBench's roofline performance model with CUDA kernel-level optimization including FlashAttention v2 and PagedAttention. Memory calculations account for model weights (16 GB GDDR6X available), KV-cache allocation, and activation memory. Throughput predictions use the RTX 4080's rated 717 GB/s memory bandwidth and 97 BF16 TFLOPS compute capacity as roofline ceilings, with empirical correction factors per GPU architecture (ada). See our full methodology.
Frequently Asked Questions
How many AI models can run on RTX 4080?
The RTX 4080 can run 233 AI models from our database within a single node. Compatible models range across various parameter sizes depending on the quantization precision (BF16, FP8, INT4). Smaller models fit on a single GPU while larger models may require multi-GPU setups up to 4x RTX 4080.
What is the RTX 4080 inference throughput?
The RTX 4080 delivers 97 BF16 TFLOPS and 194 FP8 TFLOPS with 717 GB/s memory bandwidth. Actual inference throughput (tokens/sec) depends on the model size, precision, and batch size. Use our calculator for model-specific throughput estimates.
How much does RTX 4080 cost per hour?
The RTX 4080 is available starting from $0.32/hour via tensordock. Prices vary by provider and pricing tier (on-demand, reserved, spot). Compare pricing across all providers in the table above.