├── .github ├── ISSUE_TEMPLATE │ ├── bug-report.yml │ ├── config.yaml │ ├── feature-request.yml │ └── model-request.yml ├── PULL_REQUEST_TEMPLATE.md └── workflows │ ├── ci.yml │ ├── python-publish.yml │ ├── python-tests.yml │ └── type-checkers.yml ├── .gitignore ├── .pre-commit-config.yaml ├── CONTRIBUTING.md ├── LICENSE ├── NOTICE ├── README.md ├── RELEASE.md ├── docs ├── Getting Started.ipynb ├── assets │ └── favicon.png ├── examples │ ├── ColBERT_with_FastEmbed.ipynb │ ├── FastEmbed_GPU.ipynb │ ├── FastEmbed_Multi_GPU.ipynb │ ├── FastEmbed_vs_HF_Comparison.ipynb │ ├── Hindi_Tamil_RAG_with_Navarasa7B.ipynb │ ├── Hybrid_Search.ipynb │ ├── Image_Embedding.ipynb │ ├── SPLADE_with_FastEmbed.ipynb │ └── Supported_Models.ipynb ├── experimental │ ├── Accuracy_vs_SamplingRate.png │ └── Binary Quantization from Scratch.ipynb ├── index.md ├── overrides │ └── main.html └── qdrant │ ├── Binary_Quantization_with_Qdrant.ipynb │ ├── Retrieval_with_FastEmbed.ipynb │ └── Usage_With_Qdrant.ipynb ├── experiments ├── 01_ONNX_Port.ipynb ├── 02_SPLADE_to_ONNX.ipynb ├── Example. Convert Resnet50 to ONNX.ipynb ├── Throughput_Across_Models.ipynb ├── attention_export.py └── try_attention_export.py ├── fastembed ├── __init__.py ├── common │ ├── __init__.py │ ├── model_description.py │ ├── model_management.py │ ├── onnx_model.py │ ├── preprocessor_utils.py │ ├── types.py │ └── utils.py ├── embedding.py ├── image │ ├── __init__.py │ ├── image_embedding.py │ ├── image_embedding_base.py │ ├── onnx_embedding.py │ ├── onnx_image_model.py │ └── transform │ │ ├── functional.py │ │ └── operators.py ├── late_interaction │ ├── __init__.py │ ├── colbert.py │ ├── jina_colbert.py │ ├── late_interaction_embedding_base.py │ ├── late_interaction_text_embedding.py │ └── token_embeddings.py ├── late_interaction_multimodal │ ├── __init__.py │ ├── colpali.py │ ├── late_interaction_multimodal_embedding.py │ ├── late_interaction_multimodal_embedding_base.py │ └── onnx_multimodal_model.py ├── parallel_processor.py ├── postprocess │ ├── __init__.py │ └── muvera.py ├── py.typed ├── rerank │ └── cross_encoder │ │ ├── __init__.py │ │ ├── custom_text_cross_encoder.py │ │ ├── onnx_text_cross_encoder.py │ │ ├── onnx_text_model.py │ │ ├── text_cross_encoder.py │ │ └── text_cross_encoder_base.py ├── sparse │ ├── __init__.py │ ├── bm25.py │ ├── bm42.py │ ├── minicoil.py │ ├── sparse_embedding_base.py │ ├── sparse_text_embedding.py │ ├── splade_pp.py │ └── utils │ │ ├── minicoil_encoder.py │ │ ├── sparse_vectors_converter.py │ │ ├── tokenizer.py │ │ └── vocab_resolver.py └── text │ ├── __init__.py │ ├── clip_embedding.py │ ├── custom_text_embedding.py │ ├── multitask_embedding.py │ ├── onnx_embedding.py │ ├── onnx_text_model.py │ ├── pooled_embedding.py │ ├── pooled_normalized_embedding.py │ ├── text_embedding.py │ └── text_embedding_base.py ├── mkdocs.yml ├── poetry.lock ├── pyproject.toml └── tests ├── __init__.py ├── config.py ├── misc ├── image.jpeg └── small_image.jpeg ├── profiling.py ├── test_attention_embeddings.py ├── test_common.py ├── test_custom_models.py ├── 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