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Stable Code 3B GPTQ by TheBloke

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  Arxiv:1910.02054   Arxiv:2104.09864   Arxiv:2204.06745   Arxiv:2305.06161   Arxiv:2307.09288   Arxiv:2309.12284   Arxiv:2310.10631   4-bit   Autotrain compatible Base model:quantized:stability... Base model:stabilityai/stable-...   Code   Custom code   Dataset:bigcode/commitpackft   Dataset:bigcode/starcoderdata Dataset:bigcode/the-stack-gith... Dataset:eleutherai/proof-pile-...   Dataset:meta-math/metamathqa Dataset:tiiuae/falcon-refinedw...   En   Gptq   Model-index   Quantized   Region:us   Safetensors   Stablelm epoch
Model Card on HF 🤗: https://huggingface.co/TheBloke/stable-code-3b-GPTQ 

Stable Code 3B GPTQ Benchmarks

LLME Score: 0.17015
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Stable Code 3B GPTQ (TheBloke/stable-code-3b-GPTQ)

Stable Code 3B GPTQ Parameters and Internals

Model Type 
stablelm_epoch
Additional Notes 
The model supports long contexts and is trained for Fill in the Middle (FIM) capabilities. It uses a modified version of the GPTNeoX Tokenizer.
Supported Languages 
languages_supported (English, Code), proficiency_level (State-of-the-art performance on MultiPL-E metrics across multiple programming languages)
Training Details 
Data Sources:
tiiuae/falcon-refinedweb, bigcode/the-stack-github-issues, bigcode/commitpackft, bigcode/starcoderdata, EleutherAI/proof-pile-2, meta-math/MetaMathQA
Data Volume:
1.3 trillion tokens
Context Length:
16384
Hardware Used:
256 NVIDIA A100 40GB GPUs
Model Architecture:
Decoder-only transformer similar to LLaMA architecture
LLM NameStable Code 3B GPTQ
Repository 🤗https://huggingface.co/TheBloke/stable-code-3b-GPTQ 
Model NameStable Code 3B
Model CreatorStability AI
Base Model(s)  Stable Code 3B   stabilityai/stable-code-3b
Model Size3b
Required VRAM1.8 GB
Updated2024-12-22
MaintainerTheBloke
Model Typestablelm_epoch
Model Files  1.8 GB
Supported Languagesen
GPTQ QuantizationYes
Quantization Typegptq
Model ArchitectureStableLMEpochForCausalLM
Licenseother
Context Length16384
Model Max Length16384
Transformers Version4.37.0.dev0
Tokenizer ClassGPTNeoXTokenizer
Vocabulary Size50304
Torch Data Typebfloat16

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Rank the Stable Code 3B GPTQ 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 v20241217
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