Codes 7B by seeklhy

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Codes 7B is an open-source language model by seeklhy. Features: 7b LLM, VRAM: 29.4GB, License: apache-2.0, Code Generating, LLM Explorer Score: 0.09.

  Code   Codegen   Codegen   Deploy:azure   Endpoints compatible   Gpt bigcode   Pytorch   Region:us   Sharded   Sql   Sql   Sql generation   Text2sql

Codes 7B Benchmarks

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

Codes 7B Parameters and Internals

Model Type 
SQL generation, Text-to-SQL
Training Details 
Methodology:
Incrementally pre-trained on top of StarCoderBase-3B
Context Length:
8192
LLM NameCodes 7B
Repository 🤗https://huggingface.co/seeklhy/codes-7b 
Model Size7b
Required VRAM29.4 GB
Updated2026-05-03
Maintainerseeklhy
Model Typegpt_bigcode
Model Files  9.9 GB: 1-of-3   10.0 GB: 2-of-3   9.5 GB: 3-of-3
Supported Languagescode
Generates CodeYes
Model ArchitectureGPTBigCodeForCausalLM
Licenseapache-2.0
Transformers Version4.32.0
Tokenizer ClassGPT2Tokenizer
Vocabulary Size49152
Torch Data Typefloat32
Activation Functiongelu

Best Alternatives to Codes 7B

Best Alternatives
Context / RAM
Downloads
Likes
Starcoder 7B Agent 0.2 Merged0K / 14.7 GB520
Codes 7B Merged0K / 29.4 GB80
Codes 7B Spider0K / 29.4 GB110
Starcoderbase 7B0K / 30.2 GB171
Starcoderbase 7B0K / 30.2 GB101
Codes 7B Bird0K / 29.4 GB140
Codes 7B Bird With Evidence0K / 29.4 GB120
Note: green Score (e.g. "73.2") means that the model is better than seeklhy/codes-7b.

Rank the Codes 7B Capabilities

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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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Release v20260328a