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donghongjiang
/
SkillReason-embedding-4b

Feature Extraction
Transformers
Safetensors
English
qwen3
sentence-similarity
retrieval
agent-skills
skill-retrieval
text-embeddings-inference
Model card Files Files and versions
xet
Community

Instructions to use donghongjiang/SkillReason-embedding-4b with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

  • Libraries
  • Transformers

    How to use donghongjiang/SkillReason-embedding-4b with Transformers:

    # Use a pipeline as a high-level helper
    from transformers import pipeline
    
    pipe = pipeline("feature-extraction", model="donghongjiang/SkillReason-embedding-4b")
    # Load model directly
    from transformers import AutoTokenizer, AutoModel
    
    tokenizer = AutoTokenizer.from_pretrained("donghongjiang/SkillReason-embedding-4b")
    model = AutoModel.from_pretrained("donghongjiang/SkillReason-embedding-4b", device_map="auto")
  • Notebooks
  • Google Colab
  • Kaggle
SkillReason-embedding-4b
16.1 GB
Ctrl+K
Ctrl+K
  • 1 contributor
History: 7 commits
donghongjiang's picture
donghongjiang
Use safe default model loading
ded9dec verified 8 days ago
  • 1_Pooling
    Upload final SkillReason checkpoint 24 days ago
  • full_causallm
    Add BF16 Stage-II CausalLM checkpoint 23 days ago
  • .gitattributes
    1.57 kB
    Upload final SkillReason checkpoint 24 days ago
  • README.md
    6.35 kB
    Use safe default model loading 8 days ago
  • added_tokens.json
    605 Bytes
    Upload final SkillReason checkpoint 24 days ago
  • config.json
    722 Bytes
    Upload final SkillReason checkpoint 24 days ago
  • config_sentence_transformers.json
    215 Bytes
    Upload final SkillReason checkpoint 24 days ago
  • merges.txt
    1.67 MB
    Upload final SkillReason checkpoint 24 days ago
  • model-00001-of-00002.safetensors
    4.97 GB
    xet
    Upload final SkillReason checkpoint 24 days ago
  • model-00002-of-00002.safetensors
    3.08 GB
    xet
    Upload final SkillReason checkpoint 24 days ago
  • model.safetensors.index.json
    30.4 kB
    Upload final SkillReason checkpoint 24 days ago
  • modules.json
    349 Bytes
    Upload final SkillReason checkpoint 24 days ago
  • special_tokens_map.json
    613 Bytes
    Upload final SkillReason checkpoint 24 days ago
  • tokenizer.json
    11.4 MB
    xet
    Upload final SkillReason checkpoint 24 days ago
  • tokenizer_config.json
    7.26 kB
    Upload final SkillReason checkpoint 24 days ago
  • vocab.json
    2.78 MB
    Upload final SkillReason checkpoint 24 days ago