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Mpt 7B 8K Instruct Peft Compatible by eluzhnica

 »  All LLMs  »  eluzhnica  »  Mpt 7B 8K Instruct Peft Compatible   URL Share it on

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  Arxiv:2010.04245   Arxiv:2108.12409   Arxiv:2205.14135   Autotrain compatible   Composer   Custom code   Ext 8k   Instruct   Llm-foundry   Mosaicml   Mpt   Pytorch   Region:us   Sharded
Model Card on HF 🤗: https://huggingface.co/eluzhnica/mpt-7b-8k-instruct-peft-compatible 

Mpt 7B 8K Instruct Peft Compatible Benchmarks

LLME Score: 0.11615
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Mpt 7B 8K Instruct Peft Compatible (eluzhnica/mpt-7b-8k-instruct-peft-compatible)

Mpt 7B 8K Instruct Peft Compatible Parameters and Internals

Model Type 
text generation, decoder-only transformer
Additional Notes 
Model includes advanced architectural modifications like FlashAttention and ALiBi and doesn't utilize positional embeddings or biases.
Training Details 
Data Sources:
Dolly HHRLHF, Competition Math, Duorc, CoT GSM8k, Qasper, Quality, Summ Screen FD, Spider
Data Volume:
approximately 43.9 million tokens
Methodology:
Finetuning with custom decoder-only transformer architecture using MPT-7B-chat tokenizer
Context Length:
2048
Training Time:
6.3 hours
Hardware Used:
8 80GB A100 GPUs
Model Architecture:
Modification of a standard decoder-only transformer utilizing FlashAttention, ALiBi and no biases
Input Output 
Input Format:
Text input using MPT-7B-chat tokenizer
Accepted Modalities:
text
Output Format:
Text output
Performance Tips:
Use trust_remote_code=True in from_pretrained method
LLM NameMpt 7B 8K Instruct Peft Compatible
Repository 🤗https://huggingface.co/eluzhnica/mpt-7b-8k-instruct-peft-compatible 
Model Size7b
Required VRAM13.3 GB
Updated2025-02-22
Maintainereluzhnica
Model Typempt
Instruction-BasedYes
Model Files  9.9 GB: 1-of-2   3.4 GB: 2-of-2
Context Length8k
Model ArchitectureMPTForCausalLM
Licensecc-by-sa-3.0
Model Max Length8192
Transformers Version4.30.2
Tokenizer ClassGPTNeoXTokenizer
Vocabulary Size50432
Torch Data Typebfloat16

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Note: green Score (e.g. "73.2") means that the model is better than eluzhnica/mpt-7b-8k-instruct-peft-compatible.

Rank the Mpt 7B 8K Instruct Peft Compatible 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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