Alibaba

Qwen 2.5 Coder 7B

Name: Qwen 2.5 Coder 7B
Rating: 69 (193 reviews)
Author: Alibaba

Atual

HuggingFace

Ollama

2.3MDownloads713CurtidasSep 2024Publicado131K tokensContextoApache 2.0Licença48 BásicoQualidade

Qwen 2.5 Coder 7B (7B parameters) requires approximately 6.6 GB of VRAM with Q4_K_M quantization. For the best balance of quality and speed, we recommend hardware with at least 8 GB of VRAM.

Comece agora

— copie e cole para rodar localmente

Copy-paste commands to run Qwen 2.5 Coder 7B on your machine.

Run

ollama run qwen2.5-coder:7b

Quick specs

Parameters7B

Architecturedense

Context131K tokens

Modalitytext

Min RAM2.7 GB

Rec. RAM4.3 GB (Q4_K_M)

LicenseApache 2.0

FamilyQwen

✓ Code

About this model

Qwen2.5-Coder is the latest series of Code-Specific Qwen large language models (formerly known as CodeQwen). As of now, Qwen2.5-Coder has covered six mainstream model sizes, 0.5, 1.5, 3, 7, 14, 32 billion parameters, to meet the needs of different developers. Qwen2.5-Coder brings the following improvements upon CodeQwen1.5:

•Significantly improvements in code generation, code reasoning and code fixing. Base on the strong Qwen2.5, we scale up the training...
•A more comprehensive foundation for real-world applications such as Code Agents. Not only enhancing coding capabilities but also maintaining...
•Long-context Support: up to 128K tokens

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Melhor custo-benefícioA

Intel Arc A580 8GB~$179 — 64 tok/s

Melhor no geralA

RTX 3080 10GB~$699 — 98 tok/s

Melhor hardware

Melhores opções para Qwen 2.5 Coder 7B

Rodar este modelo

Qwen 2.5 Coder 7B on RTX 3080 10GB Qwen 2.5 Coder 7B on RTX 2080 Ti 11GB Qwen 2.5 Coder 7B on GTX 1080 Ti 11GB

Opções de quantização

Estimativas de VRAM por nível de quantização

No hardware detected — fit column shows raw VRAM estimates

Quant	Bits	VRAM	Quality	Fit
Q2_K	2	2.7 GB	Low	—
Q3_K_S	3	3.4 GB	Low	—
NVFP4	4	3.9 GB	Medium	—
Q4_K_M	4	4.3 GB	Medium	—
Q5_K_M	5	5.0 GB	High	—
Q6_K	6	5.7 GB	High	—
Q8_0	8	7.5 GB	Very High	—
F16	16	14.3 GB	Maximum	—

Quality benchmarks

Qwen 2.5 Coder 7B benchmark scores

Benchmark verified

Coding

SWE-bench Verified22.0%

HumanEval+84.1%

Aider Polyglot—

LiveCodeBench37.6%

Reasoning

MMLU-Pro45.6%

GPQA Diamond35.6%

MATH-50066.8%

ARC Challenge—

General

Chatbot Arena—

IFEval58.6%

Source: official · 2024-11-12

Compatibilidade de hardware

Estimativas de compatibilidade para todo o hardware

Abrir calculadora

Computing compatibility...

Detalhamento de memória

Reference: RTX 2060 6GB

Weights4.3 GB

KV Cache0.9 GB

Runtime0.9 GB

Headroom0.6 GB

Perguntas frequentes

FAQ — Qwen 2.5 Coder 7B

Veja também

Guia de Quantização Metodologia de Pontuação Abrir calculadora