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Can NVIDIA L4 run Qwen Qwen2.5 Coder 7B Instruct?

Qwen Qwen2.5 Coder 7B Instruct speed on NVIDIA L4 and quantization-level VRAM fit.

Runs Q424GB VRAM availableRequires 4GB+

NVIDIA L4 meets the minimum VRAM requirement for Q4 inference of Qwen Qwen2.5 Coder 7B Instruct. Review the quantization breakdown below to see how higher precision settings impact VRAM and throughput.

Buy options for NVIDIA L4Best GPU guidesCompare prebuilt systems
Short answer: NVIDIA L4 can run Qwen Qwen2.5 Coder 7B Instruct at Q4 with an estimated 61 tok/s.
Estimated speed
61 tok/s
VRAM needed
4GB
VRAM headroom
+20GB

What this means for you

NVIDIA L4 can run Qwen Qwen2.5 Coder 7B Instruct with Q4 quantization. At approximately 61 tokens/second, you can expect Good speed - acceptable for interactive use.

You have 20GB headroom, which is sufficient for system overhead and smooth operation.

Quantization breakdown

QuantizationVRAM neededVRAM availableEstimated speedVerdict
Q44GB24GB60.57 tok/s✅ Fits comfortably
Q87GB24GB42.40 tok/s✅ Fits comfortably
FP1614GB24GB23.02 tok/s✅ Fits comfortably

Suitable alternatives

AMD Instinct MI300X
192GB
763.26 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Qwen Qwen2.5 Coder 7B Instruct on AMD Instinct MI300X
NVIDIA H200 SXM 141GB
141GB
689.26 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Qwen Qwen2.5 Coder 7B Instruct on NVIDIA H200 SXM 141GB
NVIDIA H100 SXM5 80GB
80GB
495.07 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Qwen Qwen2.5 Coder 7B Instruct on NVIDIA H100 SXM5 80GB
AMD Instinct MI250X
128GB
477.56 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Qwen Qwen2.5 Coder 7B Instruct on AMD Instinct MI250X
NVIDIA H100 PCIe 80GB
80GB
314.26 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Qwen Qwen2.5 Coder 7B Instruct on NVIDIA H100 PCIe 80GB

Compare purchase paths

Direct GPU buy options

Check current pricing links for NVIDIA L4 and similar cards.

Open NVIDIA L4 buy links →
Curated best GPU guides

Use workload-focused recommendations before committing to a purchase.

Browse best GPU guides →
Prebuilt AI systems

Compare complete systems if you want ready-to-run hardware.

Compare prebuilt systems →

More questions

NVIDIA L4 buy options & pricingFull guide for Qwen Qwen2.5 Coder 7B InstructBest GPU guides for this modelCompare prebuilt local AI systemsBrowse all model + GPU compatibility checksQwen Qwen2.5 Coder 7B Instruct Q4 requirementsQwen Qwen2.5 Coder 7B Instruct Q4_K_M requirementsCan AMD Instinct MI300X run Qwen Qwen2.5 Coder 7B Instruct?Can NVIDIA H200 SXM 141GB run Qwen Qwen2.5 Coder 7B Instruct?Can NVIDIA H100 SXM5 80GB run Qwen Qwen2.5 Coder 7B Instruct?qwen qwen2.5 coder 7b instruct speed on rtx 5080qwen qwen2.5 coder 7b instruct speed on apple m4 maxqwen qwen2.5 coder 7b instruct speed on apple m2 ultra

Compatibility FAQ

Can NVIDIA L4 run Qwen Qwen2.5 Coder 7B Instruct?

NVIDIA L4 can run Qwen Qwen2.5 Coder 7B Instruct at Q4 with an estimated 61 tok/s.

How much VRAM is needed for Qwen Qwen2.5 Coder 7B Instruct on NVIDIA L4?

Q4 inference is estimated to need about 4GB VRAM on this page, while NVIDIA L4 has 24GB available.

What if NVIDIA L4 is not enough for Qwen Qwen2.5 Coder 7B Instruct?

If you need more speed or context headroom, compare alternative GPUs below and check higher-tier VRAM options.