Can Falcon 7B Instruct run on RTX A4000 16GB?
YES — Runs Great
Falcon 7B Instruct needs ~7.2 GB VRAM. RTX A4000 16GB has 16.0 GB. With Q4_K_M quantization, expect ~73 tok/s.
Operating mode
Choose the run profile you care about
Interactive favors responsiveness, while light API and scale-out lean harder on serving readiness. The fit stays the same, but the recommendation lens changes.
Current mode
Balanced
Balanced for general local use. Keeps the ranking neutral across personal and serving workflows.
Select quantization to explore
Fit status
Runs well
Decode
80.7 tok/s
TTFT
2400 ms
Safe context
8K
Memory
7.2 GB / 16.0 GB
Memory breakdown
See how fast it feels
What limits this setup
This setup is broadly balanced for this model.
No major red flags
This recommendation has enough memory headroom and acceptable estimated speed for the selected workload.
Best improvement path
Performance by workload
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Chat | B | Runs well | 80.7 tok/s | 1309 ms | 8K |
| Coding | B | Runs well | 73.4 tok/s | 2636 ms | 8K |
| Agentic Coding | B | Runs well | 80.7 tok/s | 3490 ms | 8K |
| Reasoning | B | Runs well | 80.7 tok/s | 2836 ms | 8K |
| RAG | B | Runs well | 80.7 tok/s | 4363 ms | 8K |
Quantization options
How Falcon 7B Instruct (7B params) fits at each quantization level on RTX A4000 16GB (16.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 2.7 GB | Low | B63 |
Q3_K_S | 3 | 3.4 GB | Low | B63 |
NVFP4 | 4 |
Get started
Copy-paste commands to run Falcon 7B Instruct on your machine.
Run
lms load falcon-7b-instruct && lms server start