Can SQLCoder 7B run on Radeon RX 6850M XT 12GB?

YES — Runs Great

S85Excellent

Estimated from fit model

SQLCoder 7B needs ~8.3 GB VRAM. Radeon RX 6850M XT 12GB has 12.0 GB. With Q4_K_M quantization, expect ~61 tok/s.

Runtime: llama.cppCapacity: RoomyBandwidth: LowStack: StandardBottleneck: 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) — 8.3 GB, 60.9 tok/s, Runs well

8.3 GB required12.0 GB available

69% VRAM used

Fit status

Runs well

Decode

60.9 tok/s

TTFT

3179 ms

Safe context

Memory

8.3 GB / 12.0 GB

Memory breakdown

Weights4.3 GB

KV Cache2.0 GB

Runtime0.9 GB

Headroom1.2 GB

See how fast it feels

See how fast it feelsSQLCoder 7B on Radeon RX 6850M XT 12GB
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: 60.9 tok/s decode · 3.2s TTFT (warm) · 152 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	A	Runs well	60.9 tok/s	1734 ms	8K
Coding	S	Runs well	60.9 tok/s	3179 ms	8K
Agentic Coding	A	Tight fit	60.9 tok/s	4624 ms	8K
Reasoning	S	Runs well	60.9 tok/s	3757 ms	8K
RAG	A	Tight fit	60.9 tok/s	5780 ms	8K

Quantization options

How SQLCoder 7B (7B params) fits at each quantization level on Radeon RX 6850M XT 12GB (12.0 GB usable).

Quant	Bits	VRAM	Quality	Fit
Q2_K	2	2.7 GB	Low	A79
Q3_K_S	3	3.4 GB	Low	A79
NVFP4	4	3.9 GB	Medium	A80
Q4_K_M	4	4.3 GB	Medium	A81
Q5_K_M	5	5.0 GB	High	A82
Q6_K	6	5.7 GB	High	A82
Q8_0Best for your GPU	8	7.5 GB	Very High	A81
F16	16	14.3 GB	Maximum	F0

Get started

Copy-paste commands to run SQLCoder 7B on your machine.

Run

ollama run sqlcoder

Your hardware

More models your Radeon RX 6850M XT 12GB can run

Model	Params	Grade	Decode
Qwen 3.5 9B	9B	S	47.4 tok/s
Qwen 3 14B	14B	A	19.1 tok/s
Qwen 3 8B	8B	S	53.3 tok/s
Phi-4-reasoning-plus 14B	14.7B	A	15.4 tok/s
Nemotron Nano 8B	8B	S	53.3 tok/s

Frequently asked questions

Can Radeon RX 6850M XT 12GB run SQLCoder 7B?

Yes, Radeon RX 6850M XT 12GB can run SQLCoder 7B with a S grade (Runs well). Expected decode speed: 60.9 tok/s.

How much VRAM does SQLCoder 7B need?

SQLCoder 7B (7B parameters) requires approximately 8.3 GB of memory with Q4_K_M quantization.

What is the best quantization for SQLCoder 7B?

The recommended quantization for SQLCoder 7B is Q4_K_M, which balances quality and memory efficiency.

What speed will SQLCoder 7B run at on Radeon RX 6850M XT 12GB?

On Radeon RX 6850M XT 12GB, SQLCoder 7B achieves approximately 60.9 tokens per second decode speed with a time-to-first-token of 3179ms using Q4_K_M quantization.

Can Radeon RX 6850M XT 12GB run SQLCoder 7B for coding?

For coding workloads, SQLCoder 7B on Radeon RX 6850M XT 12GB receives a S grade with 60.9 tok/s and 8K context.

What context window can SQLCoder 7B use on Radeon RX 6850M XT 12GB?

On Radeon RX 6850M XT 12GB, SQLCoder 7B can safely use up to 8K tokens of context. The model's official context limit is 8K, but available memory constrains the safe maximum.

See all results for Radeon RX 6850M XT 12GB See all hardware for SQLCoder 7B

Embed this result▼

Paste this snippet into any page to show a live fit card.

<iframe src="https://willitrunai.com/embed/sqlcoder-7b-on-rx-6850m-xt-12gb" width="400" height="180" frameborder="0" style="border:none;border-radius:12px;overflow:hidden;" title="Will It Run AI — fit result"></iframe>

Preview:

Workload

Grade

Fit

Decode

TTFT

Context

Chat

Runs well

60.9 tok/s

1734 ms

Coding

Runs well

60.9 tok/s

3179 ms

Agentic Coding

Tight fit

60.9 tok/s

4624 ms

Reasoning

Runs well

60.9 tok/s

3757 ms

RAG

Tight fit

60.9 tok/s

5780 ms

Quantization options

How SQLCoder 7B (7B params) fits at each quantization level on Radeon RX 6850M XT 12GB (12.0 GB usable).

Quant	Bits	VRAM	Quality	Fit
Q2_K	2	2.7 GB	Low	A79
Q3_K_S	3	3.4 GB	Low	A79
NVFP4	4	3.9 GB	Medium	A80
Q4_K_M	4	4.3 GB	Medium	A81
Q5_K_M	5	5.0 GB	High	A82
Q6_K	6	5.7 GB	High	A82
Q8_0Best for your GPU	8	7.5 GB	Very High	A81
F16	16	14.3 GB	Maximum	F0

Model

Params

Grade

Decode

Capabilities

Qwen 3.5 9B

47.4 tok/s

Qwen 3 14B

14B

19.1 tok/s

Qwen 3 8B

53.3 tok/s

Phi-4-reasoning-plus 14B

14.7B

15.4 tok/s

Nemotron Nano 8B

53.3 tok/s

Frequently asked questions

Can Radeon RX 6850M XT 12GB run SQLCoder 7B?

Yes, Radeon RX 6850M XT 12GB can run SQLCoder 7B with a S grade (Runs well). Expected decode speed: 60.9 tok/s.

How much VRAM does SQLCoder 7B need?

SQLCoder 7B (7B parameters) requires approximately 8.3 GB of memory with Q4_K_M quantization.

What is the best quantization for SQLCoder 7B?

The recommended quantization for SQLCoder 7B is Q4_K_M, which balances quality and memory efficiency.

What speed will SQLCoder 7B run at on Radeon RX 6850M XT 12GB?

On Radeon RX 6850M XT 12GB, SQLCoder 7B achieves approximately 60.9 tokens per second decode speed with a time-to-first-token of 3179ms using Q4_K_M quantization.

Can Radeon RX 6850M XT 12GB run SQLCoder 7B for coding?

For coding workloads, SQLCoder 7B on Radeon RX 6850M XT 12GB receives a S grade with 60.9 tok/s and 8K context.

What context window can SQLCoder 7B use on Radeon RX 6850M XT 12GB?

On Radeon RX 6850M XT 12GB, SQLCoder 7B can safely use up to 8K tokens of context. The model's official context limit is 8K, but available memory constrains the safe maximum.