Can Leanstral 119B A6B run on AMD Instinct MI325X 256GB?

YES — Runs Great

S87Excellent

Estimated from fit model

Leanstral 119B A6B needs ~109.4 GB VRAM. AMD Instinct MI325X 256GB has 256.0 GB. With Q4_K_M quantization, expect ~133 tok/s.

Runtime: vLLMCapacity: RoomyBandwidth: HighStack: OptimizedBottleneck: Balanced

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

Q4_K_M (Medium quality) — 109.4 GB, 133.4 tok/s, Runs well

109.4 GB required256.0 GB available

43% VRAM used

Fit status

Runs well

Decode

133.4 tok/s

TTFT

1451 ms

Safe context

256K

Memory

109.4 GB / 256.0 GB

Memory breakdown

Weights72.6 GB

KV Cache8.8 GB

Runtime2.4 GB

Headroom25.6 GB

See how fast it feels

See how fast it feelsLeanstral 119B A6B on AMD Instinct MI325X 256GB
1st promptCold start — includes initialization
>Write a Python function to sort a list
Here's a Python function that sorts a list using quicksort:

def quicksort(arr):
    if len(arr) <= 1:
        return arr
    pivot = arr[len(arr) // 2]
    left   = [x for x in arr if x < pivot]
    middle = [x for x in arr if x == pivot]
    right  = [x for x in arr if x > pivot]
    return quicksort(left) + middle + quicksort(right)

# Example usage
numbers = [3, 6, 8, 10, 1, 2, 1]
print(quicksort(numbers))  # [1, 1, 2, 3, 6, 8, 10]

The algorithm picks a pivot, partitions the list into smaller, equal, and larger elements, then recursively sorts each partition and concatenates the results.
2nd promptWarm — model ready, no init overhead
>Now add type hints and a docstring
def quicksort(arr: list[int]) -> list[int]:
    """Sort a list using the quicksort algorithm.

    Args:
        arr: List of integers to sort.

    Returns:
        A new sorted list.
    """
    if len(arr) <= 1:
        return arr
    pivot = arr[len(arr) // 2]
    left   = [x for x in arr if x < pivot]
    middle = [x for x in arr if x == pivot]
    right  = [x for x in arr if x > pivot]
    return quicksort(left) + middle + quicksort(right)

Added type hints for the input and return type, plus a Google-style docstring.
Estimated: 133.4 tok/s decode · 1.5s TTFT (warm) · 334 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

Workload	Grade	Fit	Decode	TTFT	Context
Chat	S	Runs well	133.4 tok/s	791 ms	256K
Coding	S	Runs well	133.4 tok/s	1451 ms	256K
Agentic Coding	S	Runs well	133.4 tok/s	2111 ms	256K
Reasoning	S	Runs well	133.4 tok/s	1715 ms	256K
RAG	S	Runs well	133.4 tok/s	2638 ms	256K

Quantization options

How Leanstral 119B A6B (119B params) fits at each quantization level on AMD Instinct MI325X 256GB (256.0 GB usable).

Quant	Bits	VRAM	Quality	Fit
Q2_K	2	46.4 GB	Low	A75
Q3_K_S	3	58.3 GB	Low	A76
NVFP4	4	66.6 GB	Medium	A77
Q4_K_M	4	72.6 GB	Medium	A78
Q5_K_M	5	85.7 GB	High	A79
Q6_K	6	97.6 GB	High	A80
Q8_0Best for your GPU	8	127.3 GB	Very High	A82
F16	16	244.0 GB	Maximum	F0

Get started

Copy-paste commands to run Leanstral 119B A6B on your machine.

Run

docker run --rm -it ghcr.io/ggerganov/llama.cpp:full \
  --hf-repo "mistralai/Leanstral-2603" \
  --hf-file "Leanstral-2603-Q4_K_M.gguf" \
  -c 4096 -ngl 99

Your hardware

More models your AMD Instinct MI325X 256GB can run

Model	Params	Grade	Decode
Devstral 2 123B Instruct	123B	S	50.8 tok/s
Qwen 3.5 122B A10B	122B	S	133.8 tok/s
DeepSeek V4 Flash	284B	S	71.7 tok/s
Pixtral Large 124B	124B	S	50.4 tok/s
Qwen 3 235B A22B	235B	S	67.7 tok/s

Frequently asked questions

Can AMD Instinct MI325X 256GB run Leanstral 119B A6B?

Yes, AMD Instinct MI325X 256GB can run Leanstral 119B A6B with a S grade (Runs well). Expected decode speed: 133.4 tok/s.

How much VRAM does Leanstral 119B A6B need?

Leanstral 119B A6B (119B parameters) requires approximately 109.4 GB of memory with Q4_K_M quantization.

What is the best quantization for Leanstral 119B A6B?

The recommended quantization for Leanstral 119B A6B is Q4_K_M, which balances quality and memory efficiency.

What speed will Leanstral 119B A6B run at on AMD Instinct MI325X 256GB?

On AMD Instinct MI325X 256GB, Leanstral 119B A6B achieves approximately 133.4 tokens per second decode speed with a time-to-first-token of 1451ms using Q4_K_M quantization.

Can AMD Instinct MI325X 256GB run Leanstral 119B A6B for coding?

For coding workloads, Leanstral 119B A6B on AMD Instinct MI325X 256GB receives a S grade with 133.4 tok/s and 256K context.

What context window can Leanstral 119B A6B use on AMD Instinct MI325X 256GB?

On AMD Instinct MI325X 256GB, Leanstral 119B A6B can safely use up to 256K tokens of context. The model's official context limit is 256K, but available memory constrains the safe maximum.

See all results for AMD Instinct MI325X 256GB See all hardware for Leanstral 119B A6B

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Preview:

Workload

Grade

Fit

Decode

TTFT

Context

Chat

Runs well

133.4 tok/s

791 ms

256K

Coding

Runs well

133.4 tok/s

1451 ms

256K

Agentic Coding

Runs well

133.4 tok/s

2111 ms

256K

Reasoning

Runs well

133.4 tok/s

1715 ms

256K

RAG

Runs well

133.4 tok/s

2638 ms

256K

Quantization options

How Leanstral 119B A6B (119B params) fits at each quantization level on AMD Instinct MI325X 256GB (256.0 GB usable).

Quant	Bits	VRAM	Quality	Fit
Q2_K	2	46.4 GB	Low	A75
Q3_K_S	3	58.3 GB	Low	A76
NVFP4	4	66.6 GB	Medium	A77
Q4_K_M	4	72.6 GB	Medium	A78
Q5_K_M	5	85.7 GB	High	A79
Q6_K	6	97.6 GB	High	A80
Q8_0Best for your GPU	8	127.3 GB	Very High	A82
F16	16	244.0 GB	Maximum	F0

Model

Params

Grade

Decode

Capabilities

Devstral 2 123B Instruct

123B

50.8 tok/s

Qwen 3.5 122B A10B

122B

133.8 tok/s

DeepSeek V4 Flash

284B

71.7 tok/s

Pixtral Large 124B

124B

50.4 tok/s

Qwen 3 235B A22B

235B

67.7 tok/s

Frequently asked questions

Can AMD Instinct MI325X 256GB run Leanstral 119B A6B?

Yes, AMD Instinct MI325X 256GB can run Leanstral 119B A6B with a S grade (Runs well). Expected decode speed: 133.4 tok/s.

How much VRAM does Leanstral 119B A6B need?

Leanstral 119B A6B (119B parameters) requires approximately 109.4 GB of memory with Q4_K_M quantization.

What is the best quantization for Leanstral 119B A6B?

The recommended quantization for Leanstral 119B A6B is Q4_K_M, which balances quality and memory efficiency.

What speed will Leanstral 119B A6B run at on AMD Instinct MI325X 256GB?

On AMD Instinct MI325X 256GB, Leanstral 119B A6B achieves approximately 133.4 tokens per second decode speed with a time-to-first-token of 1451ms using Q4_K_M quantization.

Can AMD Instinct MI325X 256GB run Leanstral 119B A6B for coding?

For coding workloads, Leanstral 119B A6B on AMD Instinct MI325X 256GB receives a S grade with 133.4 tok/s and 256K context.

What context window can Leanstral 119B A6B use on AMD Instinct MI325X 256GB?

On AMD Instinct MI325X 256GB, Leanstral 119B A6B can safely use up to 256K tokens of context. The model's official context limit is 256K, but available memory constrains the safe maximum.