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⇱ Falcon 40B Instruct on AMD Instinct MI210 64GB? YES


Can Falcon 40B Instruct run on AMD Instinct MI210 64GB?

YES — Runs Great

A73Great
Estimated from fit model

Falcon 40B Instruct needs ~38.2 GB VRAM. AMD Instinct MI210 64GB has 64.0 GB. With Q5_K_M quantization, expect ~43 tok/s.

Runtime: OllamaCapacity: RoomyBandwidth: HighStack: BasicBottleneck: Balanced
Share:

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.

Capabilities:

Select quantization to explore

Q5_K_M (High quality) — 38.2 GB, 42.9 tok/s, Runs well
38.2 GB required64.0 GB available
60% VRAM used

Fit status

Runs well

Decode

42.9 tok/s

TTFT

4513 ms

Safe context

8K

Memory

38.2 GB / 64.0 GB

Memory breakdown

Weights28.8 GB
KV Cache1.8 GB
Runtime1.2 GB
Headroom6.4 GB

See how fast it feels

See how fast it feelsFalcon 40B Instruct on AMD Instinct MI210 64GB
1st promptCold start — includes initialization
>Solve: If a train travels at 60 mph for 2.5 hours, how far does it go?
Let me work through this step by step. Given information: - Speed = 60 mph (miles per hour) - Time = 2.5 hours Formula: Distance = Speed x Time Calculation: Distance = 60 mph x 2.5 h = 150 miles The train travels 150 miles. Double-check: at 60 mph the train covers 60 miles each hour. In half an hour it covers 30 miles. So in 2.5 hours: 60 + 60 + 30 = 150 miles. Confirmed.
2nd promptWarm — model ready, no init overhead
>What if the train stops for 20 minutes halfway?
The stop doesn't change the total distance covered while moving, but it affects total trip time. Breakdown: - First half: 1.25 hours at 60 mph = 75 miles - Stop: 20 minutes (no distance) - Second half: 1.25 hours at 60 mph = 75 miles Total distance: 150 miles (same) Total time: 2.5 h + 0.33 h = 2.83 hours Average speed: 150 / 2.83 = 53 mph The distance stays the same but average speed drops to 53 mph because of the stop.
Estimated: 42.9 tok/s decode · 4.5s TTFT (warm) · 107 tok/s prefill

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

WorkloadGradeFitDecodeTTFTContext
ChatARuns well42.9 tok/s2462 ms8K
CodingARuns well42.9 tok/s4513 ms8K
Agentic CodingARuns well42.9 tok/s6564 ms8K
ReasoningARuns well42.9 tok/s5333 ms8K
RAGARuns well42.9 tok/s8205 ms8K

Quantization options

How Falcon 40B Instruct (40B params) fits at each quantization level on AMD Instinct MI210 64GB (64.0 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
15.6 GB
LowB63
Q3_K_S
3
19.6 GB
LowB64
NVFP4
4
22.4 GB
MediumB65
Q4_K_M
4
24.4 GB
MediumB65
Q5_K_M
5
28.8 GB
HighB66
Q6_K
6
32.8 GB
HighB68
Q8_0Best for your GPU
8
42.8 GB
Very HighB68
F16
16
82.0 GB
MaximumF0

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 99

Your hardware

More models your AMD Instinct MI210 64GB can run

ModelParamsGradeDecodeCapabilities
👁 Alibaba
Qwen 2.5 VL 72B
72BS27.6 tok/s
👁 Alibaba
Qwen3-Coder-Next
80BS75.2 tok/s
👁 Meta
Llama 3.3 70B
70BA28.4 tok/s
👁 Moonshot AI
Kimi Linear 48B A3B
48BA38 tok/s
👁 Meta
Llama 3.1 70B
70BA28.4 tok/s

Frequently asked questions

See all results for AMD Instinct MI210 64GBSee all hardware for Falcon 40B Instruct