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Minicpm 2B Sft Bf16 Llamafied 16K by NurtureAI

 »  All LLMs  »  NurtureAI  »  Minicpm 2B Sft Bf16 Llamafied 16K   URL Share it on

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Model Card on HF 🤗: https://huggingface.co/NurtureAI/minicpm-2b-sft-bf16-llamafied-16k 

Minicpm 2B Sft Bf16 Llamafied 16K Benchmarks

LLME Score: 0.14612
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Minicpm 2B Sft Bf16 Llamafied 16K (NurtureAI/minicpm-2b-sft-bf16-llamafied-16k)
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Minicpm 2B Sft Bf16 Llamafied 16K Parameters and Internals

Model Type 
text generation, multimodal
Use Cases 
Areas:
Research, Commercial applications
Applications:
Text generation, Code generation
Primary Use Cases:
Multimodal applications, Smartphone deployment
Limitations:
Model may experience hallucinations due to size, Prompt sensitivity, Inconsistent results
Considerations:
Evaluation and verifying output is the user's responsibility.
Additional Notes 
MiniCPM's inference speed is significantly faster than human verbal speed when deployed on smartphones.
Supported Languages 
en (Proficient), zh (Proficient)
Training Details 
Methodology:
Special training methods include SFT and DPO on MiniCPM-2B. Parameter efficient finetuning can be conducted with low resource GPUs.
Input Output 
Input Format:
Standard prompt input
Accepted Modalities:
text, image
Output Format:
text
Performance Tips:
Specify the data type in 'from_pretrained' to avoid computation errors.
LLM NameMinicpm 2B Sft Bf16 Llamafied 16K
Repository 🤗https://huggingface.co/NurtureAI/minicpm-2b-sft-bf16-llamafied-16k 
Model Size2b
Required VRAM6 GB
Updated2024-12-08
MaintainerNurtureAI
Model Typellama
Model Files  5.0 GB: 1-of-2   1.0 GB: 2-of-2
Supported Languagesen zh
Model ArchitectureLlamaForCausalLM
Licenseapache-2.0
Context Length16384
Model Max Length16384
Transformers Version4.36.2
Tokenizer ClassLlamaTokenizer
Vocabulary Size122753
Torch Data Typebfloat16

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Note: green Score (e.g. "73.2") means that the model is better than NurtureAI/minicpm-2b-sft-bf16-llamafied-16k.

Rank the Minicpm 2B Sft Bf16 Llamafied 16K 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 v20241124
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