MiniCPM 2B Sft Bf16 Llama Format By openbmb: Benchmarks, Features and Detailed Analysis. Insights on MiniCPM 2B Sft Bf16 Llama Format.

Autotrain compatible Conversational En Endpoints compatible Minicpm Modelbest Pytorch Region:us Thunlp Zh

Model Card on HF 🤗: https://huggingface.co/openbmb/MiniCPM-2B-sft-bf16-llama-format

MiniCPM 2B Sft Bf16 Llama Format Benchmarks

^nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").

What is the LLM Explorer Rank (Score)

MiniCPM 2B Sft Bf16 Llama Format (openbmb/MiniCPM-2B-sft-bf16-llama-format)

MiniCPM 2B Sft Bf16 Llama Format Parameters and Internals

Model Type

End-Side LLM

Use Cases

Areas:

academic research

Applications:

Mobile Phone Applications

Limitations:

Hallucinatory issues due to model size, Identity information outputs from ShareGPT corpus

Considerations:

Combining RAG method to enhance memory.

Additional Notes

All model parameters for research and limited commercial use.

Supported Languages

languages_supported (Chinese, Mathematics, Coding), proficiency_level (High)

Training Details

Data Sources:

ShareGPT open-source corpus

Methodology:

SFT and DPO

Safety Evaluation

Risk Categories:

hallucinatory issues, model identity bias

Input Output

Input Format:

Prompt-based input

Accepted Modalities:

text, multimodal

Output Format:

Language and Multimodal generation

Performance Tips:

Specify model datatype in 'from_pretrained' to avoid calculation errors.

LLM Name	MiniCPM 2B Sft Bf16 Llama Format
Repository 🤗	https://huggingface.co/openbmb/MiniCPM-2B-sft-bf16-llama-format
Model Size	2b
Required VRAM	6 GB
Updated	2025-01-15
Maintainer	openbmb
Model Files	6.0 GB
Supported Languages	en zh
Model Architecture	LlamaForCausalLM
Context Length	4096
Model Max Length	4096
Transformers Version	4.36.0
Tokenizer Class	LlamaTokenizer
Vocabulary Size	122753
Torch Data Type	bfloat16

Quantized Models of the MiniCPM 2B Sft Bf16 Llama Format

Model	Likes	Downloads	VRAM
...guf MINICPM Dqg V03042024 Rev2	0	5	2 GB

Best Alternatives to MiniCPM 2B Sft Bf16 Llama Format

Best Alternatives	Context / RAM	Downloads	Likes
Llama 2B Hf 32768 Fpf	32K / 3.8 GB	209	1
YuLan Mini	28K / 4.8 GB	733	32
...icpm 2B Sft Bf16 Llamafied 16K	16K / 6 GB	560	1
SmolLM2 MedIT Upscale 2B	8K / 4.2 GB	126	4
Salamandra 2B	8K / 4.5 GB	3445	19
Sarvam 2B V0.5	8K / 5.1 GB	338	82
Llama3 2B Base	8K / 4.7 GB	139	1
Test Quantized	8K / 5.8 GB	22	0
EPFL TA Meister Quantized V1	8K / 5.8 GB	19	0
Llama3 Rommie	8K / 5.8 GB	21	0

Note: green Score (e.g. "73.2") means that the model is better than openbmb/MiniCPM-2B-sft-bf16-llama-format.

Rank the MiniCPM 2B Sft Bf16 Llama Format 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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