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Starcoder2 15B Instruct GPTQ by TechxGenus

 »  All LLMs  »  TechxGenus  »  Starcoder2 15B Instruct GPTQ   URL Share it on

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  4-bit   Autotrain compatible   Code   Endpoints compatible   Gptq   Instruct   Quantized   Region:us   Safetensors   Starcoder2
Model Card on HF 🤗: https://huggingface.co/TechxGenus/starcoder2-15b-instruct-GPTQ 

Starcoder2 15B Instruct GPTQ Benchmarks

LLME Score: 0.17998
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Starcoder2 15B Instruct GPTQ (TechxGenus/starcoder2-15b-instruct-GPTQ)

Starcoder2 15B Instruct GPTQ Parameters and Internals

Model Type 
text-generation
Use Cases 
Limitations:
may make errors, produce misleading contents, struggle with non-coding tasks
Considerations:
Additional safety testing should be performed before any real-world deployments.
Additional Notes 
Model is a GPTQ quantized version and uses DeepSpeed ZeRO 3 and Flash Attention 2.
Training Details 
Data Volume:
0.7 billion code-related tokens
Methodology:
fine-tuning
LLM NameStarcoder2 15B Instruct GPTQ
Repository 🤗https://huggingface.co/TechxGenus/starcoder2-15b-instruct-GPTQ 
Base Model(s)  Starcoder2 15B Instruct   TechxGenus/starcoder2-15b-instruct
Model Size15b
Required VRAM9.2 GB
Updated2025-01-16
MaintainerTechxGenus
Model Typestarcoder2
Instruction-BasedYes
Model Files  9.2 GB
GPTQ QuantizationYes
Quantization Typegptq
Model ArchitectureStarcoder2ForCausalLM
Licensebigcode-openrail-m
Context Length16384
Model Max Length16384
Transformers Version4.39.0.dev0
Tokenizer ClassGPT2Tokenizer
Padding Token<|endoftext|>
Vocabulary Size49152
Torch Data Typefloat16

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Note: green Score (e.g. "73.2") means that the model is better than TechxGenus/starcoder2-15b-instruct-GPTQ.

Rank the Starcoder2 15B Instruct 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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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241227
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