Codes 1B by seeklhy

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  Autotrain compatible   Code   Codegen   Codegen   Endpoints compatible   Gpt bigcode   Pytorch   Region:us   Sql   Sql   Sql generation   Text2sql
Model Card on HF ๐Ÿค—: https://huggingface.co/seeklhy/codes-1b 

Codes 1B Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
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Codes 1B 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 1B
Repository ๐Ÿค—https://huggingface.co/seeklhy/codes-1b 
Model Size1b
Required VRAM4.5 GB
Updated2025-06-09
Maintainerseeklhy
Model Typegpt_bigcode
Model Files  4.5 GB
Supported Languagescode
Generates CodeYes
Model ArchitectureGPTBigCodeForCausalLM
Licenseapache-2.0
Transformers Version4.32.0
Tokenizer ClassGPT2Tokenizer
Vocabulary Size49152
Torch Data Typefloat32
Activation Functiongelu_pytorch_tanh
Codes 1B (seeklhy/codes-1b)

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Note: green Score (e.g. "73.2") means that the model is better than seeklhy/codes-1b.

Rank the Codes 1B 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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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241124