Codegen2 3 7B P by Salesforce

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  Arxiv:2305.02309   Autotrain compatible   Codegen   Custom code   Endpoints compatible   Pytorch   Region:us   Sharded

Codegen2 3 7B P Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Codegen2 3 7B P (Salesforce/codegen2-3_7B_P)

Codegen2 3 7B P Parameters and Internals

Model Type 
program synthesis, infilling
Use Cases 
Areas:
program synthesis
Applications:
program synthesis
Primary Use Cases:
generating executable code given English prompts, completing partially-generated code
Limitations:
program synthesis limitation
Supported Languages 
c (unknown), c++ (unknown), c-sharp (unknown), dart (unknown), go (unknown), java (unknown), javascript (unknown), kotlin (unknown), lua (unknown), php (unknown), python (unknown), ruby (unknown), rust (unknown), scala (unknown), shell (unknown), sql (unknown), swift (unknown), typescript (unknown), vue (unknown)
Training Details 
Data Sources:
stricter permissive subset of the deduplicated version of the Stack dataset (v1.1)
Methodology:
cross-entropy loss for causal language modeling and file-level span corruption
LLM NameCodegen2 3 7B P
Repository ๐Ÿค—https://huggingface.co/Salesforce/codegen2-3_7B_P 
Model Size7b
Required VRAM14.6 GB
Updated2025-02-16
MaintainerSalesforce
Model Typecodegen
Model Files  9.9 GB: 1-of-2   4.7 GB: 2-of-2
Generates CodeYes
Model ArchitectureCodeGenForCausalLM
Licenseapache-2.0
Model Max Length1024
Transformers Version4.25.1
Tokenizer ClassGPT2Tokenizer
Vocabulary Size51200
Torch Data Typefloat32
Activation Functiongelu_new

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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 v20241227