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+# Sphinx build info version 1
+# This file records the configuration used when building these files. When it is not found, a full rebuild will be done.
+config: 31899dca82da6cb45546146b22ddc4c6
+tags: 645f666f9bcd5a90fca523b33c5a78b7
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diff --git a/API/inference/embedder/decoder_only/ICLLLMEmbedder.html b/API/inference/embedder/decoder_only/ICLLLMEmbedder.html
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diff --git a/API/inference/reranker/decoder_only/LayerWiseLLMReranker.html b/API/inference/reranker/decoder_only/LayerWiseLLMReranker.html
diff --git a/API/inference/reranker/decoder_only/LightweightLLMReranker.html b/API/inference/reranker/decoder_only/LightweightLLMReranker.html
diff --git a/API/inference/reranker/encoder_only/BaseReranker.html b/API/inference/reranker/encoder_only/BaseReranker.html
diff --git a/API/inference/reranker/reranker.html b/API/inference/reranker/reranker.html
diff --git a/C-MTEB.html b/C-MTEB.html
diff --git a/Introduction/installation.html b/Introduction/installation.html
diff --git a/Introduction/quick_start.html b/Introduction/quick_start.html
diff --git a/_images/BAAI_logo.png b/_images/BAAI_logo.png
diff --git a/_images/bge_logo.jpg b/_images/bge_logo.jpg
diff --git a/_modules/FlagEmbedding/abc/finetune/embedder/AbsArguments.html b/_modules/FlagEmbedding/abc/finetune/embedder/AbsArguments.html
diff --git a/_modules/FlagEmbedding/abc/finetune/embedder/AbsDataset.html b/_modules/FlagEmbedding/abc/finetune/embedder/AbsDataset.html
diff --git a/_modules/FlagEmbedding/abc/finetune/embedder/AbsModeling.html b/_modules/FlagEmbedding/abc/finetune/embedder/AbsModeling.html
diff --git a/_modules/FlagEmbedding/abc/finetune/embedder/AbsRunner.html b/_modules/FlagEmbedding/abc/finetune/embedder/AbsRunner.html
diff --git a/_modules/FlagEmbedding/abc/finetune/embedder/AbsTrainer.html b/_modules/FlagEmbedding/abc/finetune/embedder/AbsTrainer.html
diff --git a/_modules/FlagEmbedding/abc/finetune/reranker/AbsArguments.html b/_modules/FlagEmbedding/abc/finetune/reranker/AbsArguments.html
diff --git a/_modules/FlagEmbedding/abc/finetune/reranker/AbsDataset.html b/_modules/FlagEmbedding/abc/finetune/reranker/AbsDataset.html
diff --git a/_modules/FlagEmbedding/abc/finetune/reranker/AbsModeling.html b/_modules/FlagEmbedding/abc/finetune/reranker/AbsModeling.html
diff --git a/_modules/FlagEmbedding/abc/finetune/reranker/AbsRunner.html b/_modules/FlagEmbedding/abc/finetune/reranker/AbsRunner.html
diff --git a/_modules/FlagEmbedding/abc/finetune/reranker/AbsTrainer.html b/_modules/FlagEmbedding/abc/finetune/reranker/AbsTrainer.html
diff --git a/_modules/FlagEmbedding/abc/inference/AbsEmbedder.html b/_modules/FlagEmbedding/abc/inference/AbsEmbedder.html
diff --git a/_modules/FlagEmbedding/abc/inference/AbsReranker.html b/_modules/FlagEmbedding/abc/inference/AbsReranker.html
diff --git a/_modules/FlagEmbedding/finetune/embedder/decoder_only/base/arguments.html b/_modules/FlagEmbedding/finetune/embedder/decoder_only/base/arguments.html
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diff --git a/_modules/FlagEmbedding/finetune/embedder/decoder_only/icl/arguments.html b/_modules/FlagEmbedding/finetune/embedder/decoder_only/icl/arguments.html
diff --git a/_modules/FlagEmbedding/finetune/embedder/decoder_only/icl/dataset.html b/_modules/FlagEmbedding/finetune/embedder/decoder_only/icl/dataset.html
diff --git a/_modules/FlagEmbedding/finetune/embedder/decoder_only/icl/modeling.html b/_modules/FlagEmbedding/finetune/embedder/decoder_only/icl/modeling.html
diff --git a/_modules/FlagEmbedding/finetune/embedder/decoder_only/icl/runner.html b/_modules/FlagEmbedding/finetune/embedder/decoder_only/icl/runner.html
diff --git a/_modules/FlagEmbedding/finetune/embedder/decoder_only/icl/trainer.html b/_modules/FlagEmbedding/finetune/embedder/decoder_only/icl/trainer.html
diff --git a/_modules/FlagEmbedding/finetune/embedder/encoder_only/base/modeling.html b/_modules/FlagEmbedding/finetune/embedder/encoder_only/base/modeling.html
diff --git a/_modules/FlagEmbedding/finetune/embedder/encoder_only/base/runner.html b/_modules/FlagEmbedding/finetune/embedder/encoder_only/base/runner.html
diff --git a/_modules/FlagEmbedding/finetune/embedder/encoder_only/base/trainer.html b/_modules/FlagEmbedding/finetune/embedder/encoder_only/base/trainer.html
diff --git a/_modules/FlagEmbedding/finetune/embedder/encoder_only/m3/arguments.html b/_modules/FlagEmbedding/finetune/embedder/encoder_only/m3/arguments.html
diff --git a/_modules/FlagEmbedding/finetune/embedder/encoder_only/m3/modeling.html b/_modules/FlagEmbedding/finetune/embedder/encoder_only/m3/modeling.html
diff --git a/_modules/FlagEmbedding/finetune/embedder/encoder_only/m3/runner.html b/_modules/FlagEmbedding/finetune/embedder/encoder_only/m3/runner.html
diff --git a/_modules/FlagEmbedding/finetune/embedder/encoder_only/m3/trainer.html b/_modules/FlagEmbedding/finetune/embedder/encoder_only/m3/trainer.html
diff --git a/_modules/FlagEmbedding/finetune/reranker/decoder_only/base/arguments.html b/_modules/FlagEmbedding/finetune/reranker/decoder_only/base/arguments.html
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diff --git a/_modules/FlagEmbedding/inference/embedder/decoder_only/icl.html b/_modules/FlagEmbedding/inference/embedder/decoder_only/icl.html
diff --git a/_modules/FlagEmbedding/inference/embedder/encoder_only/base.html b/_modules/FlagEmbedding/inference/embedder/encoder_only/base.html
diff --git a/_modules/FlagEmbedding/inference/embedder/encoder_only/m3.html b/_modules/FlagEmbedding/inference/embedder/encoder_only/m3.html
diff --git a/_modules/FlagEmbedding/inference/reranker/decoder_only/base.html b/_modules/FlagEmbedding/inference/reranker/decoder_only/base.html
diff --git a/_modules/FlagEmbedding/inference/reranker/decoder_only/layerwise.html b/_modules/FlagEmbedding/inference/reranker/decoder_only/layerwise.html
diff --git a/_modules/FlagEmbedding/inference/reranker/decoder_only/lightweight.html b/_modules/FlagEmbedding/inference/reranker/decoder_only/lightweight.html
diff --git a/_modules/FlagEmbedding/inference/reranker/encoder_only/base.html b/_modules/FlagEmbedding/inference/reranker/encoder_only/base.html
diff --git a/_modules/index.html b/_modules/index.html
diff --git a/_sources/API/abc.rst.txt b/_sources/API/abc.rst.txt
@@ -0,0 +1,6 @@
+Abstract Class
+==============
+
+.. toctree::
+    abc/inference
+    abc/finetune
diff --git a/_sources/API/abc/finetune.rst.txt b/_sources/API/abc/finetune.rst.txt
@@ -0,0 +1,6 @@
+Finetune
+========
+
+.. toctree::
+    finetune/embedder
+    finetune/reranker
diff --git a/_sources/API/abc/finetune/embedder.rst.txt b/_sources/API/abc/finetune/embedder.rst.txt
@@ -0,0 +1,9 @@
+Embedder
+========
+
+.. toctree::
+    embedder/AbsArguments
+    embedder/AbsDataset
+    embedder/AbsModeling
+    embedder/AbsTrainer
+    embedder/AbsRunner
diff --git a/_sources/API/abc/finetune/embedder/AbsArguments.rst.txt b/_sources/API/abc/finetune/embedder/AbsArguments.rst.txt
@@ -0,0 +1,6 @@
+AbsArguments
+============
+
+.. autoclass:: FlagEmbedding.abc.finetune.reranker.AbsRerankerModelArguments
+
+.. autoclass:: FlagEmbedding.abc.finetune.reranker.AbsRerankerDataArguments
diff --git a/_sources/API/abc/finetune/embedder/AbsDataset.rst.txt b/_sources/API/abc/finetune/embedder/AbsDataset.rst.txt
@@ -0,0 +1,53 @@
+==========
+AbsDataset
+==========
+
+AbsEmbedderTrainDataset
+=======================
+
+.. autoclass:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderTrainDataset
+
+Methods
+-------
+
+.. automethod:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderTrainDataset._load_dataset
+
+.. automethod:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderTrainDataset._shuffle_text
+
+AbsEmbedderCollator
+===================
+
+.. autoclass:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderCollator
+
+AbsEmbedderSameDatasetTrainDataset
+==================================
+
+.. autoclass:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderSameDatasetTrainDataset
+
+Methods
+-------
+
+.. automethod:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderSameDatasetTrainDataset.refresh_epoch
+
+.. automethod:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderSameDatasetTrainDataset._load_dataset
+
+.. automethod:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderSameDatasetTrainDataset._get_file_batch_size
+
+.. automethod:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderSameDatasetTrainDataset._get_train_group_size
+
+.. automethod:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderSameDatasetTrainDataset._create_batch_data
+
+AbsEmbedderSameDatasetCollator
+==============================
+
+.. autoclass:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderSameDatasetCollator
+
+EmbedderTrainerCallbackForDataRefresh
+=====================================
+
+.. autoclass:: FlagEmbedding.abc.finetune.embedder.EmbedderTrainerCallbackForDataRefresh
+
+Methods
+-------
+
+.. automethod:: FlagEmbedding.abc.finetune.embedder.EmbedderTrainerCallbackForDataRefresh.on_epoch_end
diff --git a/_sources/API/abc/finetune/embedder/AbsModeling.rst.txt b/_sources/API/abc/finetune/embedder/AbsModeling.rst.txt
@@ -0,0 +1,41 @@
+===========
+AbsModeling
+===========
+
+AbsEmbedderModel
+================
+
+.. autoclass:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderModel
+
+Methods
+-------
+
+.. automethod:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderModel.encode
+
+.. automethod:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderModel.compute_loss
+
+.. automethod:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderModel.compute_score
+
+.. automethod:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderModel.save
+
+.. automethod:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderModel.get_local_score
+
+.. automethod:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderModel.compute_local_score
+
+.. automethod:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderModel.forward
+
+.. automethod:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderModel.distill_loss
+
+.. automethod:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderModel._compute_no_in_batch_neg_loss
+
+.. automethod:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderModel._compute_in_batch_neg_loss
+
+.. automethod:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderModel._compute_cross_device_neg_loss
+
+.. automethod:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderModel._dist_gather_tensor
+
+
+EmbedderOutput
+==============
+
+.. autoclass:: FlagEmbedding.abc.finetune.embedder.EmbedderOutput
diff --git a/_sources/API/abc/finetune/embedder/AbsRunner.rst.txt b/_sources/API/abc/finetune/embedder/AbsRunner.rst.txt
@@ -0,0 +1,21 @@
+=========
+AbsRunner
+=========
+
+AbsEmbedderTrainer
+==================
+
+.. autoclass:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderRunner
+
+Methods
+-------
+
+.. automethod:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderRunner.load_tokenizer_and_model
+
+.. automethod:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderRunner.load_trainer
+
+.. automethod:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderRunner.load_train_dataset
+
+.. automethod:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderRunner.load_data_collator
+
+.. automethod:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderRunner.run
diff --git a/_sources/API/abc/finetune/embedder/AbsTrainer.rst.txt b/_sources/API/abc/finetune/embedder/AbsTrainer.rst.txt
@@ -0,0 +1,13 @@
+==========
+AbsTrainer
+==========
+
+AbsEmbedderTrainer
+==================
+
+.. autoclass:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderTrainer
+
+Methods
+-------
+
+.. automethod:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderTrainer.compute_loss
diff --git a/_sources/API/abc/finetune/reranker.rst.txt b/_sources/API/abc/finetune/reranker.rst.txt
@@ -0,0 +1,9 @@
+Reranker
+========
+
+.. toctree::
+    reranker/AbsArguments
+    reranker/AbsDataset
+    reranker/AbsModeling
+    reranker/AbsTrainer
+    reranker/AbsRunner
diff --git a/_sources/API/abc/finetune/reranker/AbsArguments.rst.txt b/_sources/API/abc/finetune/reranker/AbsArguments.rst.txt
@@ -0,0 +1,6 @@
+AbsArguments
+============
+
+.. autoclass:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderModelArguments
+
+.. autoclass:: FlagEmbedding.abc.finetune.embedder.AbsEmbedderDataArguments
diff --git a/_sources/API/abc/finetune/reranker/AbsDataset.rst.txt b/_sources/API/abc/finetune/reranker/AbsDataset.rst.txt
@@ -0,0 +1,32 @@
+==========
+AbsDataset
+==========
+
+AbsRerankerTrainDataset
+=======================
+
+.. autoclass:: FlagEmbedding.abc.finetune.reranker.AbsRerankerTrainDataset
+
+Methods
+-------
+
+.. automethod:: FlagEmbedding.abc.finetune.reranker.AbsRerankerTrainDataset.create_one_example
+
+.. automethod:: FlagEmbedding.abc.finetune.reranker.AbsRerankerTrainDataset._load_dataset
+
+.. automethod:: FlagEmbedding.abc.finetune.reranker.AbsRerankerTrainDataset._shuffle_text
+
+AbsRerankerCollator
+===================
+
+.. autoclass:: FlagEmbedding.abc.finetune.reranker.AbsRerankerCollator
+
+AbsLLMRerankerTrainDataset
+==========================
+
+.. autoclass:: FlagEmbedding.abc.finetune.reranker.AbsLLMRerankerTrainDataset
+
+AbsLLMRerankerCollator
+======================
+
+.. autoclass:: FlagEmbedding.abc.finetune.reranker.AbsLLMRerankerCollator
diff --git a/_sources/API/abc/finetune/reranker/AbsModeling.rst.txt b/_sources/API/abc/finetune/reranker/AbsModeling.rst.txt
@@ -0,0 +1,31 @@
+===========
+AbsModeling
+===========
+
+AbsRerankerModel
+================
+
+.. autoclass:: FlagEmbedding.abc.finetune.reranker.AbsRerankerModel
+
+Methods
+-------
+
+.. automethod:: FlagEmbedding.abc.finetune.reranker.AbsRerankerModel.encode
+
+.. automethod:: FlagEmbedding.abc.finetune.reranker.AbsRerankerModel.gradient_checkpointing_enable
+
+.. automethod:: FlagEmbedding.abc.finetune.reranker.AbsRerankerModel.enable_input_require_grads
+
+.. automethod:: FlagEmbedding.abc.finetune.reranker.AbsRerankerModel.forward
+
+.. automethod:: FlagEmbedding.abc.finetune.reranker.AbsRerankerModel.compute_loss
+
+.. automethod:: FlagEmbedding.abc.finetune.reranker.AbsRerankerModel.save
+
+.. automethod:: FlagEmbedding.abc.finetune.reranker.AbsRerankerModel.save_pretrained
+
+
+RerankerOutput
+==============
+
+.. autoclass:: FlagEmbedding.abc.finetune.reranker.RerankerOutput
diff --git a/_sources/API/abc/finetune/reranker/AbsRunner.rst.txt b/_sources/API/abc/finetune/reranker/AbsRunner.rst.txt
@@ -0,0 +1,21 @@
+=========
+AbsRunner
+=========
+
+AbsRerankerTrainer
+==================
+
+.. autoclass:: FlagEmbedding.abc.finetune.reranker.AbsRerankerRunner
+
+Methods
+-------
+
+.. automethod:: FlagEmbedding.abc.finetune.reranker.AbsRerankerRunner.load_tokenizer_and_model
+
+.. automethod:: FlagEmbedding.abc.finetune.reranker.AbsRerankerRunner.load_trainer
+
+.. automethod:: FlagEmbedding.abc.finetune.reranker.AbsRerankerRunner.load_train_dataset
+
+.. automethod:: FlagEmbedding.abc.finetune.reranker.AbsRerankerRunner.load_data_collator
+
+.. automethod:: FlagEmbedding.abc.finetune.reranker.AbsRerankerRunner.run
diff --git a/_sources/API/abc/finetune/reranker/AbsTrainer.rst.txt b/_sources/API/abc/finetune/reranker/AbsTrainer.rst.txt
@@ -0,0 +1,13 @@
+==========
+AbsTrainer
+==========
+
+AbsRerankerTrainer
+==================
+
+.. autoclass:: FlagEmbedding.abc.finetune.reranker.AbsRerankerTrainer
+
+Methods
+-------
+
+.. automethod:: FlagEmbedding.abc.finetune.reranker.AbsRerankerTrainer.compute_loss
diff --git a/_sources/API/abc/inference.rst.txt b/_sources/API/abc/inference.rst.txt
@@ -0,0 +1,6 @@
+Inference
+=========
+
+.. toctree::
+    inference/AbsEmbedder
+    inference/AbsReranker
diff --git a/_sources/API/abc/inference/AbsEmbedder.rst.txt b/_sources/API/abc/inference/AbsEmbedder.rst.txt
@@ -0,0 +1,29 @@
+AbsEmbedder
+===========
+
+.. autoclass:: FlagEmbedding.abc.inference.AbsEmbedder
+
+Methods
+-------
+
+.. automethod:: FlagEmbedding.abc.inference.AbsEmbedder.get_target_devices
+
+.. automethod:: FlagEmbedding.abc.inference.AbsEmbedder.get_detailed_instruct
+
+.. automethod:: FlagEmbedding.abc.inference.AbsEmbedder.encode_queries
+
+.. automethod:: FlagEmbedding.abc.inference.AbsEmbedder.encode_corpus
+
+.. automethod:: FlagEmbedding.abc.inference.AbsEmbedder.encode
+
+.. automethod:: FlagEmbedding.abc.inference.AbsEmbedder.encode_single_device
+
+.. automethod:: FlagEmbedding.abc.inference.AbsEmbedder.start_multi_process_pool
+
+.. automethod:: FlagEmbedding.abc.inference.AbsEmbedder._encode_multi_process_worker
+
+.. automethod:: FlagEmbedding.abc.inference.AbsEmbedder.stop_multi_process_pool
+
+.. automethod:: FlagEmbedding.abc.inference.AbsEmbedder.encode_multi_process
+
+.. automethod:: FlagEmbedding.abc.inference.AbsEmbedder._concatenate_results_from_multi_process
diff --git a/_sources/API/abc/inference/AbsReranker.rst.txt b/_sources/API/abc/inference/AbsReranker.rst.txt
@@ -0,0 +1,25 @@
+AbsReranker
+===========
+
+.. autoclass:: FlagEmbedding.abc.inference.AbsReranker
+
+Methods
+-------
+
+.. automethod:: FlagEmbedding.abc.inference.AbsReranker.get_target_devices
+
+.. automethod:: FlagEmbedding.abc.inference.AbsReranker.get_detailed_instruct
+
+.. automethod:: FlagEmbedding.abc.inference.AbsReranker.get_detailed_inputs
+
+.. automethod:: FlagEmbedding.abc.inference.AbsReranker.compute_score
+
+.. automethod:: FlagEmbedding.abc.inference.AbsReranker.compute_score_single_gpu
+
+.. automethod:: FlagEmbedding.abc.inference.AbsReranker.start_multi_process_pool
+
+.. automethod:: FlagEmbedding.abc.inference.AbsReranker.encode_multi_process
+
+.. automethod:: FlagEmbedding.abc.inference.AbsReranker._encode_multi_process_worker
+
+.. automethod:: FlagEmbedding.abc.inference.AbsReranker.stop_multi_process_pool
diff --git a/_sources/API/evaluation.rst.txt b/_sources/API/evaluation.rst.txt
@@ -0,0 +1,6 @@
+Evaluation
+==========
+
+.. toctree::
+    evaluation/miracl
+    evaluation/mkqa