Qwen2.5 Coder 7B By Qwen: Benchmarks, Features and Detailed Analysis. Insights on Qwen2.5 Coder 7B.

Arxiv:2309.00071 Arxiv:2407.10671 Arxiv:2409.12186 Autotrain compatible Base model:finetune:qwen/qwen2... Base model:qwen/qwen2.5-7b Code Codegen Codeqwen Conversational En Endpoints compatible Qwen Qwen-coder Qwen2 Region:us Safetensors Sharded Tensorflow

Model Card on HF 🤗: https://huggingface.co/Qwen/Qwen2.5-Coder-7B

Qwen2.5 Coder 7B Benchmarks

MMLU Pro: 29.77

GPQA: 1.23

MUSR: 2.17

BBH: 28.44

IFEval: 34.46 vs 88 (so35)^-60.8%

MATH Lvl 5: 19.18

LLME Score: 0.37064

^nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").

What is the LLM Explorer Rank (Score)

Qwen2.5 Coder 7B (Qwen/Qwen2.5-Coder-7B)

Qwen2.5 Coder 7B Parameters and Internals

Model Type

text-generation, code

Use Cases

Areas:

research, commercial applications

Applications:

code generation, code reasoning, code fixing, code agents

Primary Use Cases:

coding capabilities, mathematics, general competencies

Limitations:

Not recommended for conversations

Considerations:

Post-training or specific task tuning is recommended for certain applications

Additional Notes

The model's architecture includes RoPE, SwiGLU, RMSNorm, and Attention QKV bias.

Supported Languages

en (English)

Training Details

Data Sources:

source code, text-code grounding, synthetic data

Data Volume:

5.5 trillion tokens

Methodology:

transformers with RoPE, SwiGLU, RMSNorm, and Attention QKV bias architecture

Context Length:

131072

Model Architecture:

transformers with RoPE, SwiGLU, RMSNorm, and Attention QKV bias

Input Output

Input Format:

Supports up to 128K tokens in context length.

Accepted Modalities:

text

Output Format:

Text

Performance Tips:

Use 'rope_scaling' for handling long contexts optimally.

LLM Name	Qwen2.5 Coder 7B
Repository 🤗	https://huggingface.co/Qwen/Qwen2.5-Coder-7B
Base Model(s)	Qwen/Qwen2.5-7B Qwen/Qwen2.5-7B
Model Size	7b
Required VRAM	15.2 GB
Updated	2025-02-05
Maintainer	Qwen
Model Type	qwen2
Model Files	4.9 GB: 1-of-4 4.9 GB: 2-of-4 4.3 GB: 3-of-4 1.1 GB: 4-of-4
Supported Languages	en
Generates Code	Yes
Model Architecture	Qwen2ForCausalLM
License	apache-2.0
Context Length	32768
Model Max Length	32768
Transformers Version	4.45.0.dev0
Tokenizer Class	Qwen2Tokenizer
Padding Token	<\|endoftext\|>
Vocabulary Size	152064
Torch Data Type	bfloat16
Errors	replace

Quantized Models of the Qwen2.5 Coder 7B

Model	Likes	Downloads	VRAM
Qwen2.5 Coder 7B Instruct 4bit	2	103982	4 GB
Qwen2.5 Coder 7B Bnb 4bit	6	5977	5 GB

Best Alternatives to Qwen2.5 Coder 7B

Best Alternatives	Context / RAM	Downloads	Likes
SakalFusion 7B Beta	986K / 15.2 GB	16	0
...R1 Distill Qwen MFANN Slerp 7B	128K / 15.2 GB	773	0
Qwen2.5 7B CySecButler V0.1	128K / 15.2 GB	15	3
CoT 2.5	128K / 15.2 GB	39	0
Mergekit Ties Uqhfast	128K / 15.2 GB	26	0
CoT 2.5	128K / 15.2 GB	26	0
Mergekit Ties Uqhfast	128K / 15.2 GB	13	0
StockQwen 2.5 7B	128K / 15.2 GB	13	3
Qwen2.5 Coder 7B Instruct	32K / 15.2 GB	136245	401
...erated MFANN Slerp Unretrained	32K / 15.2 GB	1449	1

Note: green Score (e.g. "73.2") means that the model is better than Qwen/Qwen2.5-Coder-7B.

Rank the Qwen2.5 Coder 7B Capabilities

🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟

Instruction Following and Task Automation
Factuality and Completeness of Knowledge
Censorship and Alignment
Data Analysis and Insight Generation
Text Generation
Text Summarization and Feature Extraction
Code Generation
Multi-Language Support and Translation

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Original data from HuggingFace, OpenCompass and various public git repos.

Release v20241227

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