Dbrx Base Converted V2 4bit Gptq Marlin V2 is an open-source language model by LnL-AI. Features: LLM, License: other, Quantized, LLM Explorer Score: 0.13.
Dbrx Base Converted V2 4bit Gptq Marlin V2 Parameters and Internals
Model Type
transformer-based, large language model, mixture-of-experts
Use Cases
Areas:
commercial applications, research
Primary Use Cases:
text completion, coding tasks
Limitations:
Designed primarily for English, does not support non-English languages, Not for native code execution or function-calling
Considerations:
Use with caution for general English-language and coding tasks; additional testing recommended for safety
Additional Notes
DBRX Base is a mixture-of-experts large language model with a fine-grained approach using 16 experts and RoPE. It is distributed under an open model license.
Supported Languages
English (high proficiency)
Training Details
Data Sources:
text, code
Data Volume:
12 trillion tokens
Methodology:
mixture-of-experts (MoE)
Context Length:
32768
Hardware Used:
1xA100 80G GPU
Model Architecture:
decoder-only with next-token prediction, rotary position encodings, gated linear units, grouped query attention
Input Output
Input Format:
text-based inputs
Accepted Modalities:
text
Output Format:
text-based outputs
Performance Tips:
Use PR https://github.com/AutoGPTQ/AutoGPTQ/pull/625 and combine_tensors.sh script
Note: green Score (e.g. "73.2") means that the model is better than LnL-AI/dbrx-base-converted-v2-4bit-gptq-marlin-v2.
Rank the Dbrx Base Converted V2 4bit Gptq Marlin V2 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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