Nomic Embed Code by nomic-ai

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  Arxiv:2412.01007   Autotrain compatible Base model:finetune:qwen/qwen2... Base model:qwen/qwen2.5-coder-...   Codegen Dataset:nomic-ai/cornstack-go-... Dataset:nomic-ai/cornstack-jav... Dataset:nomic-ai/cornstack-jav... Dataset:nomic-ai/cornstack-php... Dataset:nomic-ai/cornstack-pyt... Dataset:nomic-ai/cornstack-rub...   Endpoints compatible   Feature-extraction   Instruct   Qwen2   Region:us   Safetensors   Sentence-similarity   Sentence-transformers   Sharded   Tensorflow   Text-embeddings-inference

Nomic Embed Code Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Nomic Embed Code (nomic-ai/nomic-embed-code)
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Nomic Embed Code Parameters and Internals

LLM NameNomic Embed Code
Repository ๐Ÿค—https://huggingface.co/nomic-ai/nomic-embed-code 
Base Model(s)  Qwen/Qwen2.5-Coder-7B-Instruct   Qwen/Qwen2.5-Coder-7B-Instruct
Model Size7b
Required VRAM28.3 GB
Updated2025-10-27
Maintainernomic-ai
Model Typeqwen2
Instruction-BasedYes
Model Files  5.0 GB: 1-of-6   4.8 GB: 2-of-6   4.9 GB: 3-of-6   4.9 GB: 4-of-6   5.0 GB: 5-of-6   3.7 GB: 6-of-6
Generates CodeYes
Model ArchitectureQwen2Model
Licenseapache-2.0
Context Length32768
Model Max Length32768
Transformers Version4.45.2
Tokenizer ClassQwen2Tokenizer
Padding Token<|endoftext|>
Vocabulary Size152064
Torch Data Typefloat32
Errorsreplace

Rank the Nomic Embed Code 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  

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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241124