Qwen2.5 Coder 14B hardware requirements
14.8B parameters. Needs about 11.2 GB at Q4_K_M with 8K context.
Parameters15BDense
Q4_K_M · 8K11.2 GBthe usual download
FP16 · 8K31.8 GBfull precision
Runs well on40/51GPUs and Macs we track
Memory needed at each quantization
Weights, KV cache and runtime overhead, at 8K and 32K tokens of context.
| Quant | Quality | 8K context | 32K context | |
|---|---|---|---|---|
| FP16 | Full quality | 31.8 GB | 36.6 GB | |
| Q8_0 | Near-lossless | 17.9 GB | 22.8 GB | |
| Q6_K | Excellent | 14.3 GB | 19.2 GB | |
| Q5_K_M | Very good | 12.7 GB | 17.6 GB | |
| Q4_K_M | Good, most popular | 11.2 GB | 16 GB | |
| Q3_K_M | Noticeably degraded | 9.4 GB | 14.3 GB | |
| Q2_K | Heavily degraded | 7.8 GB | 12.6 GB |
Run it with Ollama
Downloads Q4_K_M by default.
ollama run qwen2.5-coder:14b
Model card
Qwen/Qwen2.5-Coder-14B-Instruct on Hugging Face: licence, prompt format and GGUF builds.
Run it in the cloud
Run Qwen2.5 Coder 14B on a rented GPU today.
It needs about 11.2 GB at Q4_K_M: a rented RTX 3090 / RTX 4090 runs it for about $0.18 to $0.89 an hour.
Every GPU and Mac checked
Sorted by memory. Bars show how much of each card Qwen2.5 Coder 14B fills at the best quant that fits.
40 Runs well
NameMemory usedBest quantSpeed
NVIDIA RTX 3080 Ti12 GBQ4_K_M · 11.2 GB~61 tok/s
NVIDIA RTX 507012 GBQ4_K_M · 11.2 GB~45 tok/s
NVIDIA RTX 407012 GBQ4_K_M · 11.2 GB~34 tok/s
NVIDIA RTX 4070 Super12 GBQ4_K_M · 11.2 GB~34 tok/s
NVIDIA RTX 4070 Ti12 GBQ4_K_M · 11.2 GB~34 tok/s
Intel Arc B58012 GBQ4_K_M · 11.2 GB~30 tok/s
NVIDIA RTX 3060 12GB12 GBQ4_K_M · 11.2 GB~24 tok/s
NVIDIA RTX 508016 GBQ6_K · 14.3 GB~47 tok/s
NVIDIA RTX 5070 Ti16 GBQ6_K · 14.3 GB~44 tok/s
NVIDIA RTX 4080 Super16 GBQ6_K · 14.3 GB~36 tok/s
NVIDIA RTX 408016 GBQ6_K · 14.3 GB~35 tok/s
NVIDIA RTX 4070 Ti Super16 GBQ6_K · 14.3 GB~33 tok/s
AMD Radeon RX 907016 GBQ6_K · 14.3 GB~32 tok/s
AMD Radeon RX 9070 XT16 GBQ6_K · 14.3 GB~32 tok/s
AMD Radeon RX 7800 XT16 GBQ6_K · 14.3 GB~31 tok/s
Intel Arc A770 16GB16 GBQ6_K · 14.3 GB~28 tok/s
AMD Radeon RX 6800 XT16 GBQ6_K · 14.3 GB~25 tok/s
NVIDIA RTX 5060 Ti 16GB16 GBQ6_K · 14.3 GB~22 tok/s
AMD Radeon RX 9060 XT 16GB16 GBQ6_K · 14.3 GB~16 tok/s
NVIDIA RTX 4060 Ti 16GB16 GBQ6_K · 14.3 GB~14 tok/s
AMD Radeon RX 7600 XT16 GBQ6_K · 14.3 GB~14 tok/s
AMD Radeon RX 7900 XT20 GBQ8_0 · 17.9 GB~31 tok/s
NVIDIA RTX 409024 GBQ8_0 · 17.9 GB~38 tok/s
NVIDIA RTX 3090 Ti24 GBQ8_0 · 17.9 GB~38 tok/s
AMD Radeon RX 7900 XTX24 GBQ8_0 · 17.9 GB~37 tok/s
NVIDIA RTX 309024 GBQ8_0 · 17.9 GB~36 tok/s
Apple M4 Pro (24GB)24 GBQ6_K · 14.3 GB~13 tok/s
NVIDIA RTX 509032 GBFP16 · 31.8 GB~36 tok/s
AMD Radeon AI PRO R970032 GBFP16 · 31.8 GB~13 tok/s
Apple M2 Pro (32GB)32 GBQ8_0 · 17.9 GB~8 tok/s
Apple M4 Max (36GB)36 GBQ8_0 · 17.9 GB~16 tok/s
Apple M3 Pro (36GB)36 GBQ8_0 · 17.9 GB~6 tok/s
Apple M4 Pro (48GB)48 GBFP16 · 31.8 GB~6 tok/s
Apple M4 Max (64GB)64 GBFP16 · 31.8 GB~11 tok/s
Apple M3 Max (64GB)64 GBFP16 · 31.8 GB~8 tok/s
Apple M1 Max (64GB)64 GBFP16 · 31.8 GB~8 tok/s
NVIDIA RTX PRO 6000 Blackwell96 GBFP16 · 31.8 GB~36 tok/s
Apple M4 Max (128GB)128 GBFP16 · 31.8 GB~11 tok/s
Apple M2 Ultra (192GB)192 GBFP16 · 31.8 GB~16 tok/s
Apple M3 Ultra (256GB)256 GBFP16 · 31.8 GB~17 tok/s
11 Fits with heavy quantization
NameMemory usedBest quantSpeed
NVIDIA RTX 50608 GBQ2_K · 7.8 GB~48 tok/s
NVIDIA RTX 5060 Ti 8GB8 GBQ2_K · 7.8 GB~48 tok/s
NVIDIA RTX 3060 Ti8 GBQ2_K · 7.8 GB~48 tok/s
NVIDIA RTX 30708 GBQ2_K · 7.8 GB~48 tok/s
NVIDIA RTX 4060 Ti 8GB8 GBQ2_K · 7.8 GB~31 tok/s
NVIDIA RTX 40608 GBQ2_K · 7.8 GB~29 tok/s
NVIDIA RTX 3080 10GB10 GBQ3_K_M · 9.4 GB~63 tok/s
NVIDIA RTX 2080 Ti11 GBQ3_K_M · 9.4 GB~51 tok/s
Apple M5 (16GB)16 GBQ3_K_M · 9.4 GB~13 tok/s
Apple M4 (16GB)16 GBQ3_K_M · 9.4 GB~10 tok/s
Apple M1 (16GB)16 GBQ3_K_M · 9.4 GB~6 tok/s
Other Qwen models
Qwen2.5 7B 5.7 GB
Qwen2.5 14B 11.1 GB
Qwen2.5 32B 22.6 GB
Qwen2.5 72B 47.4 GB
Qwen3 8B 6.8 GB
Qwen3 30B-A3B 19.9 GB
Qwen3 4B 4.2 GB
Qwen3 14B 10.9 GB
Qwen3 32B 22.6 GB
Qwen3 Coder 30B-A3B 19.9 GB
Qwen3 0.6B 2 GB
Qwen3 1.7B 2.8 GB
Qwen3 235B-A22B 144.7 GB
QwQ 32B 22.6 GB
Qwen2.5 Coder 7B 5.7 GB
Qwen2.5 Coder 32B 22.6 GB
Qwen3.8 27B 18 GB
Qwen3.8 Flash Next 109.9 GB
Qwen3.8 2.4T-A95B 1484.3 GB
Qwen3.6 27B 18 GB
Qwen3.6 35B-A3B 22.6 GB
Qwen3 Coder Next 80B-A3B 49.1 GB