├── .gitignore ├── README.md ├── __init__.py ├── docs ├── Datasets.md ├── MODEL_ZOO.md └── radar_plot.jpg ├── examples ├── __init__.py ├── evaluate_all.sh ├── example_finetune_preflmr.py ├── example_use_custom_functions.py ├── example_use_flmr.py ├── example_use_preflmr.py └── report.py ├── flmr ├── __init__.py ├── indexing.py ├── models │ ├── __init__.py │ └── flmr │ │ ├── __init__.py │ │ ├── configuration_flmr.py │ │ ├── flmr_utils.py │ │ ├── modeling_flmr.py │ │ ├── modeling_flmr_for_indexing.py │ │ ├── segmented_maxsim.cpp │ │ ├── tokenization_flmr.py │ │ └── tokenization_flmr_fast.py └── searching.py ├── setup.py ├── third_party └── ColBERT │ ├── .gitignore │ ├── LICENSE │ ├── LoTTE.md │ ├── README.md │ ├── baleen │ ├── condenser │ │ ├── condense.py │ │ ├── model.py │ │ └── tokenization.py │ ├── engine.py │ ├── hop_searcher.py │ └── utils │ │ ├── annotate.py │ │ └── loaders.py │ ├── colbert │ ├── __init__.py │ ├── data │ │ ├── __init__.py │ │ ├── collection.py │ │ ├── dataset.py │ │ ├── examples.py │ │ ├── queries.py │ │ └── ranking.py │ ├── distillation │ │ ├── ranking_scorer.py │ │ └── scorer.py │ ├── evaluation │ │ ├── __init__.py │ │ ├── load_model.py │ │ ├── loaders.py │ │ └── metrics.py │ ├── index.py │ ├── indexer.py │ ├── indexing │ │ ├── __init__.py │ │ ├── codecs │ │ │ ├── decompress_residuals.cpp │ │ │ ├── decompress_residuals.cu │ │ │ ├── packbits.cpp │ │ │ ├── packbits.cu │ │ │ ├── residual.py │ │ │ ├── residual_embeddings.py │ │ │ └── residual_embeddings_strided.py │ │ ├── collection_encoder.py │ │ ├── collection_indexer.py │ │ ├── index_manager.py │ │ ├── index_saver.py │ │ ├── loaders.py │ │ └── utils.py │ ├── infra │ │ ├── __init__.py │ │ ├── config │ │ │ ├── __init__.py │ │ │ ├── base_config.py │ │ │ ├── config.py │ │ │ ├── core_config.py │ │ │ └── settings.py │ │ ├── launcher.py │ │ ├── provenance.py │ │ ├── run.py │ │ └── utilities │ │ │ ├── annotate_em.py │ │ │ ├── create_triples.py │ │ │ └── minicorpus.py │ ├── modeling │ │ ├── __init__.py │ │ ├── base_colbert.py │ │ ├── checkpoint.py │ │ ├── colbert.py │ │ ├── hf_colbert.py │ │ ├── reranker │ │ │ ├── electra.py │ │ │ └── tokenizer.py │ │ ├── segmented_maxsim.cpp │ │ └── tokenization │ │ │ ├── __init__.py │ │ │ ├── doc_tokenization.py │ │ │ ├── query_tokenization.py │ │ │ └── utils.py │ ├── parameters.py │ ├── ranking │ │ └── __init__.py │ ├── search │ │ ├── candidate_generation.py │ │ ├── decompress_residuals.cpp │ │ ├── filter_pids.cpp │ │ ├── index_loader.py │ │ ├── index_storage.py │ │ ├── segmented_lookup.cpp │ │ ├── strided_tensor.py │ │ └── strided_tensor_core.py │ ├── searcher.py │ ├── tests │ │ └── e2e_test.py │ ├── trainer.py │ ├── training │ │ ├── __init__.py │ │ ├── eager_batcher.py │ │ ├── lazy_batcher.py │ │ ├── rerank_batcher.py │ │ ├── training.py │ │ └── utils.py │ ├── utilities │ │ ├── annotate_em.py │ │ ├── create_triples.py │ │ └── minicorpus.py │ └── utils │ │ ├── __init__.py │ │ ├── amp.py │ │ ├── distributed.py │ │ ├── logging.py │ │ ├── parser.py │ │ ├── runs.py │ │ └── utils.py │ ├── conda_env.yml │ ├── conda_env_cpu.yml │ ├── docs │ ├── .buildinfo │ ├── .doctrees │ │ ├── environment.pickle │ │ └── index.doctree │ ├── Makefile │ ├── doctools.js │ ├── doctrees │ │ ├── environment.pickle │ │ ├── index.doctree │ │ ├── indexer.doctree │ │ ├── searcher.doctree │ │ └── trainer.doctree │ ├── documentation_options.js │ ├── html │ │ ├── .buildinfo │ │ ├── _sources │ │ │ ├── index.rst.txt │ │ │ ├── indexer.rst.txt │ │ │ ├── searcher.rst.txt │ │ │ └── trainer.rst.txt │ │ ├── _static │ │ │ ├── alabaster.css │ │ │ ├── basic.css │ │ │ ├── custom.css │ │ │ ├── doctools.js │ │ │ ├── documentation_options.js │ │ │ ├── file.png │ │ │ ├── jquery-3.5.1.js │ │ │ ├── jquery.js │ │ │ ├── language_data.js │ │ │ ├── minus.png │ │ │ ├── plus.png │ │ │ ├── pygments.css │ │ │ ├── searchtools.js │ │ │ ├── underscore-1.12.0.js │ │ │ └── underscore.js │ │ ├── genindex.html │ │ ├── indexer.html │ │ ├── objects.inv │ │ ├── search.html │ │ ├── searcher.html │ │ ├── searchindex.js │ │ └── trainer.html │ ├── images │ │ └── ColBERT-Framework-MaxSim-W370px.png │ ├── index.html │ ├── intro.ipynb │ ├── jquery.js │ ├── make.bat │ ├── source │ │ ├── conf.py │ │ ├── index.rst │ │ ├── indexer.rst │ │ ├── searcher.rst │ │ └── trainer.rst │ └── underscore.js │ ├── setup.py │ └── utility │ ├── evaluate │ ├── annotate_EM.py │ ├── annotate_EM_helpers.py │ └── msmarco_passages.py │ ├── preprocess │ ├── docs2passages.py │ └── queries_split.py │ ├── rankings │ ├── dev_subsample.py │ ├── merge.py │ ├── split_by_offset.py │ ├── split_by_queries.py │ └── tune.py │ ├── supervision │ ├── self_training.py │ └── triples.py │ └── utils │ ├── dpr.py │ ├── qa_loaders.py │ └── save_metadata.py └── tools ├── convert_flmr_original_checkpoint_to_pytorch.py ├── save_model.py ├── test.py └── upload_model_to_hub.py /.gitignore: -------------------------------------------------------------------------------- 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