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MiniCPM 2B DPO Bf16 Safetensors by Isaak-Carter

By Isaak-Carter · 1 downloads

MiniCPM 2B DPO Bf16 Safetensors is an open-source language model by Isaak-Carter. Features: 2b LLM, VRAM: 5.5GB, Context: 4K, LLM Explorer Score: 0.12.

  Custom code   En   Minicpm   Mlx   Modelbest   Region:us   Safetensors   Thunlp   Zh

MiniCPM 2B DPO Bf16 Safetensors Parameters and Internals

Model Type 
Multimodal, Language Model
Use Cases 
Areas:
Academic Research, Commercial Applications (with authorization)
Applications:
Text Generation, Multimodal Inference
Primary Use Cases:
Language Processing, Model Deployment on Mobile Devices
Limitations:
Model can hallucinate due to its size limitations., Outputs are significantly influenced by prompts.
Considerations:
Users responsible for verifying outputs, particularly in sensitive use cases.
Additional Notes 
MiniCPM is open-source for academic use, with additional requirements for commercial use.
Supported Languages 
Chinese (High proficiency), English (High proficiency)
Training Details 
Data Sources:
Open-source corpus, ShareGPT
Methodology:
SFT and DPO
Hardware Used:
1080/2080 GPU, 3090/4090 GPU
Safety Evaluation 
Ethical Considerations:
The model does not understand or express personal opinions. Responsibility for evaluation and verification of content lies with the user.
Responsible Ai Considerations 
Fairness:
Model trained on a vast amount of open-source corpus to ensure wide adaptability.
Transparency:
Developers emphasize the model's inability to express opinions.
Accountability:
Users are responsible for evaluating and verifying the generated content.
Mitigation Strategies:
Iterative improvement plans for the model announced.
Input Output 
Input Format:
Text prompts
Accepted Modalities:
Text, Multimodal
Output Format:
Text responses
Performance Tips:
Specify model data types in 'from_pretrained' to avoid calculation errors.
LLM NameMiniCPM 2B DPO Bf16 Safetensors
Repository πŸ€—https://huggingface.co/Isaak-Carter/MiniCPM-2B-dpo-bf16-safetensors 
Model Size2b
Required VRAM5.5 GB
Updated2024-09-21
MaintainerIsaak-Carter
Model Typeminicpm
Model Files  5.5 GB
Supported Languagesen zh
Model ArchitectureMiniCPMForCausalLM
Context Length4096
Model Max Length4096
Transformers Version4.36.0
Tokenizer ClassLlamaTokenizer
Vocabulary Size122753
Torch Data Typebfloat16

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