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Stable Code 3B GPTQ by TechxGenus

 »  All LLMs  »  TechxGenus  »  Stable Code 3B GPTQ   URL Share it on

  20   
  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   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   Endpoints compatible   Gptq   Model-index   Quantized   Region:us   Safetensors   Stablelm
Model Card on HF 🤗: https://huggingface.co/TechxGenus/stable-code-3b-GPTQ 

Stable Code 3B GPTQ Benchmarks

LLME Score: 0.18806
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 (TechxGenus/stable-code-3b-GPTQ)

Stable Code 3B GPTQ Parameters and Internals

Model Type 
text generation, code
Use Cases 
Areas:
research, commercial applications
Limitations:
Potentially unreliable, unsafe, or undesirable behaviors without further fine-tuning.
Considerations:
Evaluate and fine-tune for safe performance in downstream applications.
Additional Notes 
Demo example code snippets to get started with the model are provided.
Supported Languages 
English (fluent), Code (multi-language)
Training Details 
Data Sources:
tiiuae/falcon-refinedweb, bigcode/the-stack-github-issues, bigcode/commitpackft, bigcode/starcoderdata, meta-math/MetaMathQA
Data Volume:
1.3 trillion tokens
Methodology:
decoder-only transformer, similar to LLaMA with modifications
Context Length:
16384
Hardware Used:
256 NVIDIA A100 40GB GPUs (AWS P4d instances)
Model Architecture:
decoder-only transformer architecture with rotary position embeddings and SwiGLU with flash-attention.
Input Output 
Accepted Modalities:
text, code
LLM NameStable Code 3B GPTQ
Repository 🤗https://huggingface.co/TechxGenus/stable-code-3b-GPTQ 
Model Size3b
Required VRAM1.8 GB
Updated2024-12-23
MaintainerTechxGenus
Model Typestablelm
Model Files  1.8 GB
Supported Languagesen
GPTQ QuantizationYes
Quantization Typegptq
Model ArchitectureStableLmForCausalLM
Licenseother
Context Length16384
Model Max Length16384
Transformers Version4.39.3
Tokenizer ClassGPTNeoXTokenizer
Vocabulary Size50304
Torch Data Typefloat16

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Note: green Score (e.g. "73.2") means that the model is better than TechxGenus/stable-code-3b-GPTQ.

Rank the Stable Code 3B GPTQ Capabilities

🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟

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 v20241217
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