Rubra 11B H 5.0bpw EXL2 by sanjay920

 ยป  All LLMs  ยป  sanjay920  ยป  Rubra 11B H 5.0bpw EXL2   URL Share it on

  Autoquant   Autotrain compatible Base model:finetune:mistralai/... Base model:mistralai/mistral-7...   Conversational   Endpoints compatible   Exl2   Freeze   Generated from trainer   Instruct   Mistral   Quantized   Region:us   Safetensors

Rubra 11B H 5.0bpw EXL2 Benchmarks

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

Rubra 11B H 5.0bpw EXL2 Parameters and Internals

Model Type 
code generation, conversational AI
Use Cases 
Areas:
Research, Commercial applications
Applications:
Multi-turn chat capabilities, General conversation
Primary Use Cases:
Code assistance, Conversational AI
Limitations:
Not aligned for safety, May produce biased generations
Additional Notes 
Due to being under development, biases and safety alignment are still being worked on.
Training Details 
Methodology:
Fine-tuning to retain and enhance reasoning abilities while avoiding destructive forgetting.
Context Length:
32000
Input Output 
Input Format:
Prompts should be surrounded by [INST] and [/INST] tokens.
Accepted Modalities:
text
Output Format:
Text-based responses
Release Notes 
Version:
v0.1
Notes:
Initial release with emphasis on preserving instruct model capabilities with added reasoning.
LLM NameRubra 11B H 5.0bpw EXL2
Repository ๐Ÿค—https://huggingface.co/sanjay920/rubra-11b-h-5.0bpw-exl2 
Base Model(s)  mistralai/Mistral-7B-Instruct-v0.2   mistralai/Mistral-7B-Instruct-v0.2
Model Size7b
Required VRAM1.7 GB
Updated2024-11-21
Maintainersanjay920
Model Typemistral
Instruction-BasedYes
Model Files  0.0 GB   1.7 GB   6.9 GB
Quantization Typeexl2
Model ArchitectureMistralForCausalLM
Licenseapache-2.0
Context Length32768
Model Max Length32768
Transformers Version4.38.2
Tokenizer ClassLlamaTokenizer
Padding Token</s>
Vocabulary Size32000
Torch Data Typefloat16
Rubra 11B H 5.0bpw EXL2 (sanjay920/rubra-11b-h-5.0bpw-exl2)

Best Alternatives to Rubra 11B H 5.0bpw EXL2

Best Alternatives
Context / RAM
Downloads
Likes
...al Nemo Instruct 2407 Bnb 4bit1000K / 8.3 GB1851924
...tral 7B Instruct V0.3 Bnb 4bit32K / 4.1 GB13610415
Mistral 7B V0.3 Bnb 4bit32K / 4.1 GB2267611
Mistral 7B Instruct V0.2 4bit32K / 4.3 GB4931
Mistral 7B Instruct V0.2 Fp1632K / 14.4 GB50
...tral 7B Instruct V0.2 Bnb 4bit32K / 4.1 GB1719431
Mistral 7B Instruct V0.2 8bit32K / 7.6 GB131
...struct V0.3 LoRA Finetune 4Bit32K / 4.1 GB1210
Mistral Turkish V232K / 14.4 GB28626
Minirewrite32K / 15.8 GB140
Note: green Score (e.g. "73.2") means that the model is better than sanjay920/rubra-11b-h-5.0bpw-exl2.

Rank the Rubra 11B H 5.0bpw EXL2 Capabilities

๐Ÿ†˜ Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! ๐ŸŒŸ

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  

What open-source LLMs or SLMs are you in search of? 38149 in total.

Our Social Media →  
Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241110