MAmmoTH Coder 34B by TIGER-Lab

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  Arxiv:2309.05653   Autotrain compatible   Codegen   Dataset:tiger-lab/mathinstruct   En   Endpoints compatible   Llama   Pytorch   Region:us   Sharded

MAmmoTH Coder 34B Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
MAmmoTH Coder 34B (TIGER-Lab/MAmmoTH-Coder-34B)

MAmmoTH Coder 34B Parameters and Internals

Model Type 
Text generation, Math problem-solving
Use Cases 
Applications:
Research, Educational software, Tutoring systems
Primary Use Cases:
General math problem-solving
Limitations:
Performance may vary based on complexity and specifics of the math problem
Considerations:
Not all mathematical fields may be comprehensively covered
Supported Languages 
en (High)
Training Details 
Data Sources:
MathInstruct Dataset
Methodology:
Hybrid Instruction Tuning with Chain-of-Thought and Program-of-Thought rationales
Input Output 
Input Format:
Instruction-based with CoT or PoT rationale
Accepted Modalities:
text
Output Format:
Text - Solution to math problem
LLM NameMAmmoTH Coder 34B
Repository ๐Ÿค—https://huggingface.co/TIGER-Lab/MAmmoTH-Coder-34B 
Model Size34b
Required VRAM67.5 GB
Updated2024-12-22
MaintainerTIGER-Lab
Model Typellama
Model Files  9.8 GB: 1-of-7   9.7 GB: 2-of-7   9.7 GB: 3-of-7   9.7 GB: 4-of-7   9.7 GB: 5-of-7   9.7 GB: 6-of-7   9.2 GB: 7-of-7
Supported Languagesen
Generates CodeYes
Model ArchitectureLlamaForCausalLM
Licensemit
Context Length16384
Model Max Length16384
Transformers Version4.31.0
Tokenizer ClassLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Unk Token<unk>
Vocabulary Size32001
Torch Data Typebfloat16

Quantized Models of the MAmmoTH Coder 34B

Model
Likes
Downloads
VRAM
MAmmoTH Coder 34B GGUF28814 GB
MAmmoTH Coder 34B GPTQ21917 GB
MAmmoTH Coder 34B AWQ12118 GB

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Phind CodeLlama 34B Python V116K / 67.5 GB916253
CodeLlama 34B Python Hf16K / 67.5 GB414194
Note: green Score (e.g. "73.2") means that the model is better than TIGER-Lab/MAmmoTH-Coder-34B.

Rank the MAmmoTH Coder 34B Capabilities

๐Ÿ†˜ 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! ๐ŸŒŸ

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