Mpt Instruct DotNet S by Nethermind

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  .net   7b   Autotrain compatible   Csharp   Custom code   Doi:10.57967/hf/1007   En   Endpoints compatible   F16   Ggml   Instruct   Mpt   Pytorch   Q5   Quantized   Region:us

Mpt Instruct DotNet S Benchmarks

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

Mpt Instruct DotNet S Parameters and Internals

Model Type 
text-generation
Additional Notes 
The model supports text generation for CSharp-related tasks and is compatible with HF and GGML quantisations.
Supported Languages 
en (fluent)
Training Details 
Data Sources:
codeparrot/github-code C#, raw data Plain .cs files, documented static functions, SO 5q_5answer + 5q_5best, Dotnet wiki, All NM Static Functions and Tests, GPT-4 questions, GPT-3.5 answers for CSharp, GPT-4 questions, GPT-3.5 answers for nethermind client interface `IEthRpcModule`
Data Volume:
300k CSharp-related records, 50k specific short prompts
Methodology:
Finetuning on CSharp instructions
Context Length:
1024
LLM NameMpt Instruct DotNet S
Repository ๐Ÿค—https://huggingface.co/Nethermind/Mpt-Instruct-DotNet-S 
Model Size7b
Required VRAM4.6 GB
Updated2024-12-22
MaintainerNethermind
Model Typempt
Instruction-BasedYes
Model Files  13.3 GB   4.6 GB   7.1 GB   13.3 GB
Supported Languagesen
GGML QuantizationYes
Quantization Typeggml|q5
Model ArchitectureMPTForCausalLM
Licensecc-by-sa-3.0
Transformers Version4.31.0
Tokenizer ClassGPTNeoXTokenizer
Vocabulary Size50432
Torch Data Typebfloat16

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Note: green Score (e.g. "73.2") means that the model is better than Nethermind/Mpt-Instruct-DotNet-S.

Rank the Mpt Instruct DotNet S 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 v20241217