Complexity 1B by Dimensity

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Model Card on HF ๐Ÿค—: https://huggingface.co/Dimensity/Complexity-1B 

Complexity 1B Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Complexity 1B (Dimensity/Complexity-1B)

Complexity 1B Parameters and Internals

Model Type 
code completion
Use Cases 
Primary Use Cases:
code completion in Python
Limitations:
performance on other programming languages is unknown
Considerations:
Users should carefully validate any generated code before execution or deployment.
Training Details 
Data Sources:
Python code from open source projects on GitHub
Methodology:
finetuning
LLM NameComplexity 1B
Repository ๐Ÿค—https://huggingface.co/Dimensity/Complexity-1B 
Model Size1b
Required VRAM2.6 GB
Updated2025-02-22
MaintainerDimensity
Model Typegpt_neo
Model Files  2.6 GB
Model ArchitectureGPTNeoForCausalLM
Licensemit
Context Length2048
Model Max Length2048
Transformers Version4.34.0
Tokenizer ClassGPT2Tokenizer
Vocabulary Size50257
Torch Data Typefloat16
Activation Functiongelu_new
Errorsreplace

Best Alternatives to Complexity 1B

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Context / RAM
Downloads
Likes
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...n Prompt Generator 1M Examples2K / 0.6 GB684
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Skript 1M GPT Neo125m2K / 0.6 GB240
Note: green Score (e.g. "73.2") means that the model is better than Dimensity/Complexity-1B.

Rank the Complexity 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 v20241227