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Codegen 16B Nl Sharded by abacaj

 »  All LLMs  »  abacaj  »  Codegen 16B Nl Sharded   URL Share it on

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  Arxiv:2203.13474   Autotrain compatible   Codegen   Endpoints compatible   Pytorch   Region:us   Sharded
Model Card on HF 🤗: https://huggingface.co/abacaj/codegen-16B-nl-sharded 

Codegen 16B Nl Sharded Benchmarks

LLME Score: 0.08317
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Codegen 16B Nl Sharded (abacaj/codegen-16B-nl-sharded)

Codegen 16B Nl Sharded Parameters and Internals

Model Type 
autoregressive
Use Cases 
Areas:
Program Synthesis
Applications:
Code generation benchmarks such as HumanEval and MTPB
Primary Use Cases:
Generating executable code from English prompts
Limitations:
It is not optimal for tasks outside program synthesis.
Additional Notes 
Sharded version using torch.float16.
Supported Languages 
English (high), Programming Languages (high)
Training Details 
Data Sources:
the Pile by EleutherAI
Methodology:
Cross-entropy loss to maximize likelihood of sequential inputs.
Hardware Used:
TPU-v4-512 by Google
Model Architecture:
Autoregressive Language Model
LLM NameCodegen 16B Nl Sharded
Repository 🤗https://huggingface.co/abacaj/codegen-16B-nl-sharded 
Model Size16b
Required VRAM32.1 GB
Updated2025-03-12
Maintainerabacaj
Model Typecodegen
Model Files  4.0 GB: 1-of-9   4.0 GB: 2-of-9   3.9 GB: 3-of-9   3.9 GB: 4-of-9   4.0 GB: 5-of-9   3.9 GB: 6-of-9   3.9 GB: 7-of-9   3.9 GB: 8-of-9   0.6 GB: 9-of-9
Generates CodeYes
Model ArchitectureCodeGenForCausalLM
Licensebsd-3-clause
Model Max Length2048
Transformers Version4.26.1
Tokenizer ClassGPT2Tokenizer
Vocabulary Size51200
Torch Data Typefloat16
Activation Functiongelu_new

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Note: green Score (e.g. "73.2") means that the model is better than abacaj/codegen-16B-nl-sharded.

Rank the Codegen 16B Nl Sharded 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 v20241227
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