Can Falcon 40B Instruct run on NVIDIA A100 40GB?
YES — Tight Fit
Falcon 40B Instruct needs ~35.8 GB VRAM. NVIDIA A100 40GB has 40.0 GB. With Q5_K_M quantization, expect ~50 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
Tight fit
Decode
50.3 tok/s
TTFT
3848 ms
Safe context
8K
Memory
35.8 GB / 40.0 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 | A | Tight fit | 50.3 tok/s | 2099 ms | 8K |
| Coding | A | Tight fit | 50.3 tok/s | 3848 ms | 8K |
| Agentic Coding | A | Tight fit | 50.3 tok/s | 5597 ms | 8K |
| Reasoning | A | Tight fit | 50.3 tok/s | 4548 ms | 8K |
| RAG | A | Tight fit | 50.3 tok/s | 6997 ms | 8K |
Quantization options
How Falcon 40B Instruct (40B params) fits at each quantization level on NVIDIA A100 40GB (40.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 15.6 GB | Low | B67 |
Q3_K_S | 3 | 19.6 GB | Low | B69 |
NVFP4 | 4 | 22.4 GB | Medium | B69 |
Q4_K_M | 4 | 24.4 GB | Medium | B69 |
Q5_K_MBest for your GPU | 5 | 28.8 GB | High | B69 |
Q6_K | 6 | 32.8 GB | High | F0 |
Q8_0 | 8 | 42.8 GB | Very High | F0 |
F16 | 16 | 82.0 GB | Maximum | F0 |
Get started
Copy-paste commands to run Falcon 40B Instruct on your machine.
Run
docker run --rm -it ghcr.io/ggerganov/llama.cpp:full \
--hf-repo "tiiuae/falcon-40b-instruct" \
--hf-file "falcon-40b-instruct-Q5_K_M.gguf" \
-c 4096 -ngl 99Your hardware
More models your NVIDIA A100 40GB can run
| Model | Params | Grade | Decode | Capabilities |
|---|---|---|---|---|
| 👁 Moonshot AI Kimi Linear 48B A3B | 48B | A | 44.6 tok/s |
