Home / Models / Qwen2.5-Coder 7B Instruct / NVIDIA RTX 3080 10 GB

Calculated memory fit · performance is a separate section

Can Qwen2.5-Coder 7B Instruct run on NVIDIA RTX 3080 10 GB?

Yes. Calculated memory fit: Qwen2.5-Coder 7B Instruct can run entirely in this GPU’s usable VRAM at one or more supported quantizations.

Can it run?

Can it run?: Yes, full GPU fit (calculated estimate).
Full GPU fit?: Yes
Model: Qwen2.5-Coder 7B Instruct · 7.6B
GPU: NVIDIA RTX 3080 10 GB · 10 GB advertised

What else can NVIDIA RTX 3080 10 GB run? · Find other GPUs for Qwen2.5-Coder 7B Instruct

Memory calculation

Breakdown for Q4 at 8K context, batch size 1. Calculator v1.0.0.

Model weights	4.5 GB
KV cache	0.4 GB
Runtime reserve	0.7 GB
Safety margin	0.4 GB
Required (estimated)	6.0 GB
GPU usable VRAM	9.0 GB

Result: FITS IN VRAM

Quantization table

Quantization	2K	4K	8K	16K	32K
BF16	Offload	Offload	Offload	Offload	Offload
FP16	Offload	Offload	Offload	Offload	Offload
Q3	Fits	Fits	Fits	Fits	Fits
Q4	Fits	Fits	Fits	Fits	Fits
Q5	Fits	Fits	Fits	Fits	Fits
Q6	Fits	Fits	Fits	Fits	Limited context
Q8	Offload	Offload	Offload	Offload	Offload

What fits entirely in VRAM?

Q3 at 16K context
Q3 at 2K context
Q3 at 32K context
Q3 at 4K context
Q3 at 8K context
Q4 at 16K context
Q4 at 2K context
Q4 at 32K context
Q4 at 4K context
Q4 at 8K context
Q5 at 16K context
Q5 at 2K context

What requires RAM offload?

Offload is shown only when the model does not fully fit in usable VRAM but stays within the modeled offload allowance.

Performance

Separate from memory fit. Runtime is llama.cpp · quantization bucket Q4 (GGUF Q4_0 maps to Q4). Workload is llama-bench pp512 / tg128 (short context, batch 1, full GPU offload). This is not a ranking and not a 8K–128K speed claim.

Model: Qwen2.5-Coder 7B Instruct
GPU: NVIDIA RTX 3080 10 GB
Runtime: llama.cpp · CUDA · model 1.0.0
Decode: ~111 tok/s · Calibrated estimate · HIGH confidence (spread ~98 tok/s–~125 tok/s)
Prefill: ~4926 tok/s at a 512-token prompt · Calibrated estimate · MEDIUM confidence
Time to first token: ~104 ms for a 512-token prompt (512 / prefill tok/s). Not estimated at 8K–128K.

decode_tps = GPU_efficiency × memory_bandwidth / model_weight_bytes; efficiency from same-gpu Llama 2 7B Q4_0 efficiency

Performance methodology · Performance explorer

Available graphics cards

These SKUs use this GPU chip. Amazon CTAs appear only for EXACT/HIGH matches. Absence of a price does not change the compatibility result above.

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ASUS

ASUS TUF Gaming TUF-RTX3080-O10G-GAMING NVIDIA GeForce RTX 3080 10 GB GDDR6X

10 GB · Amazon EXACT

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MSI

MSI VENTUS GeForce RTX 3080 3X 10G OC NVIDIA 10 GB GDDR6X

10 GB · Amazon EXACT

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GIGABYTE

GIGABYTE GeForce RTX 3080 VISION OC 10G NVIDIA 10 GB GDDR6X

10 GB · Amazon EXACT

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MSI

MSI GAMING RTX 3080 X TRIO 10G graphics card NVIDIA GeForce RTX 3080 10 GB GDDR6X

10 GB · Amazon EXACT

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GIGABYTE

GIGABYTE AORUS GV-N3080AORUS X-10GD graphics card NVIDIA GeForce RTX 3080 10 GB GDDR6X

10 GB · Amazon EXACT

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MSI

MSI GAMING RTX 3080 Z TRIO 10G LHR graphics card NVIDIA GeForce RTX 3080 10 GB GDDR6X

10 GB · Amazon EXACT

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MSI

MSI SUPRIM GeForce RTX 3080 X 10G NVIDIA 10 GB GDDR6X

10 GB · Amazon EXACT

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GIGABYTE

GIGABYTE EAGLE GV-N3080EAGLE OC-10GD graphics card NVIDIA GeForce RTX 3080 10 GB GDDR6X

10 GB · Amazon EXACT

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MSI

MSI VENTUS GeForce RTX 3080 3X Plus 10G OC LHR NVIDIA 10 GB GDDR6X

10 GB · Amazon EXACT

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GIGABYTE

GIGABYTE AORUS GeForce RTX™ 3080 XTREME WATERFORCE WB 10G NVIDIA GeForce RTX 3080 10 GB GDDR6X

10 GB · Amazon EXACT

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GIGABYTE

GIGABYTE AORUS GV-N3080AORUS M-10GD graphics card NVIDIA GeForce RTX 3080 10 GB GDDR6X

10 GB · Amazon EXACT

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ASUS

ASUS ROG -STRIX-RTX3080-O10G-V2-GAMING NVIDIA GeForce RTX 3080 10 GB GDDR6X

10 GB · Amazon EXACT

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GIGABYTE

GIGABYTE GAMING GV-N3080GAMING OC-10GD graphics card NVIDIA GeForce RTX 3080 10 GB GDDR6X

10 GB · Amazon EXACT

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ASUS

ASUS ROG -STRIX-RTX3080-O10G-WHITE NVIDIA GeForce RTX 3080 10 GB GDDR6X

10 GB · Amazon EXACT

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ASUS

ASUS TUF Gaming TUF-RTX3080-10G-GAMING NVIDIA GeForce RTX 3080 10 GB GDDR6X

10 GB · Amazon unmatched

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ASUS

ASUS ROG -STRIX-RTX3080-10G-GAMING NVIDIA GeForce RTX 3080 10 GB GDDR6X

10 GB · Amazon unmatched

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Sources

Model: official config Qwen/Qwen2.5-Coder-7B-Instruct (main). GPU/product specs: Icecat. Compatibility: RigForAI calculator v1.0.0 estimated VRAM · Q8 at 8K: CPU_RAM_OFFLOAD_REQUIRED. Amazon: affiliate commerce match, not a spec source.