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Can RTX 4090 run Codellama Codellama 34B HF?

Codellama Codellama 34B HF speed on RTX 4090 and quantization-level VRAM fit.

Runs Q424GB VRAM availableRequires 17GB+

RTX 4090 meets the minimum VRAM requirement for Q4 inference of Codellama Codellama 34B HF. Review the quantization breakdown below to see how higher precision settings impact VRAM and throughput.

Buy options for RTX 4090Best GPU guidesCompare prebuilt systems
Short answer: RTX 4090 can run Codellama Codellama 34B HF at Q4 with an estimated 63 tok/s.
Estimated speed
63 tok/s
VRAM needed
17GB
VRAM headroom
+7GB

What this means for you

RTX 4090 can run Codellama Codellama 34B HF with Q4 quantization. At approximately 63 tokens/second, you can expect Good speed - acceptable for interactive use.

You have 7GB headroom, which is sufficient for system overhead and smooth operation.

Quantization breakdown

QuantizationVRAM neededVRAM availableEstimated speedVerdict
Q417GB24GB63.00 tok/s✅ Fits comfortably
Q834GB24GB44.10 tok/s❌ Not recommended
FP1668GB24GB23.94 tok/s❌ Not recommended

Suitable alternatives

AMD Instinct MI300X
192GB
267.14 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Codellama Codellama 34B HF on AMD Instinct MI300X
NVIDIA H200 SXM 141GB
141GB
241.24 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Codellama Codellama 34B HF on NVIDIA H200 SXM 141GB
NVIDIA H100 SXM5 80GB
80GB
173.27 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Codellama Codellama 34B HF on NVIDIA H100 SXM5 80GB
AMD Instinct MI250X
128GB
167.14 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Codellama Codellama 34B HF on AMD Instinct MI250X
NVIDIA H100 PCIe 80GB
80GB
109.99 tok/s
Price: —
Fit note: higher estimated speed than the baseline option.
Check Codellama Codellama 34B HF on NVIDIA H100 PCIe 80GB

Compare purchase paths

Direct GPU buy options

Check current pricing links for RTX 4090 and similar cards.

Open RTX 4090 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

RTX 4090 buy options & pricingFull guide for Codellama Codellama 34B HFBest GPU guides for this modelCompare prebuilt local AI systemsBrowse all model + GPU compatibility checksCodellama Codellama 34B HF Q4 requirementsCodellama Codellama 34B HF Q4_K_M requirementsCan AMD Instinct MI300X run Codellama Codellama 34B HF?Can NVIDIA H200 SXM 141GB run Codellama Codellama 34B HF?Can NVIDIA H100 SXM5 80GB run Codellama Codellama 34B HF?

Compatibility FAQ

Can RTX 4090 run Codellama Codellama 34B HF?

RTX 4090 can run Codellama Codellama 34B HF at Q4 with an estimated 63 tok/s.

How much VRAM is needed for Codellama Codellama 34B HF on RTX 4090?

Q4 inference is estimated to need about 17GB VRAM on this page, while RTX 4090 has 24GB available.

What if RTX 4090 is not enough for Codellama Codellama 34B HF?

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