* run predictions on ground-truth docs in reader
* build dataframe for closed/open domain eval
* fix looping through multilabel
* fix looping through multilabel's list of labels
* simplify collecting relevant docs
* switch closed-domain eval off by default
* Add latest docstring and tutorial changes
* handle edge case params not given
* renaming & generate pipeline eval report
* add test case for closed-domain eval metrics
* Add latest docstring and tutorial changes
* test report of closed-domain eval
* report closed-domain metrics only for answer metrics not doc metrics
* refactoring
* fix mypy & remove comment
* add second for-loop & use answer as method input
* renaming & add separate loop building docs eval df
* Add latest docstring and tutorial changes
* source /home/tstad/miniconda3/bin/activatechange column order for evaluatation dataframe (#1957)
conda activate haystack-dev2
* change column order for evaluatation dataframe
* added missing eval column node_input
* generic order for both document and answer returning nodes; ensure no columns get lost
Co-authored-by: tstadel <60758086+tstadel@users.noreply.github.com>
* fix column reordering after renaming of node_input
* simplify tests & add docu
* Add latest docstring and tutorial changes
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: ju-gu <87523290+ju-gu@users.noreply.github.com>
Co-authored-by: tstadel <60758086+tstadel@users.noreply.github.com>
Co-authored-by: Thomas Stadelmann <thomas.stadelmann@deepset.ai>
* Properly fix MetaDocumentORM and MetaLabelORM with composite foreign key constraints
* update_document_meta() was not using index properly
* Exclude ES and Memory from the cosine_sanity_check test
* move ensure_ids_are_correct_uuids in conftest and move one test back to faiss & milvus suite
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
* align document store similarity functions
* remove unnecessary imports
* undone accidental change
* stopped weaviate from pretending to support dot product similarity
* stopped weaviate from pretending to support dot product similarity
* Add latest docstring and tutorial changes
* fix fixture params for document stores
* use cosine similarity for most tests
* fix cosine similarity test
* fix faiss test
* fix weaviate test
* fix accidental deletion
* fix document_store fixture
* test fix; shouldn't be merged
* fix test_normalize_embeddings_diff_shapes
* probably a better fix
* fix for parameter combinations
* revert new pytest_generate_tests functionality
* simplify pytest_generate_tests
* normalize embeddings for test_dpr_embedding
* add to faiss doc that embeddings are normalized
* Add latest docstring and tutorial changes
* remove unnecessary parameters and add comments
* simplify two lines of memory.py into one
* test similarity scores with smaller language model
* fix test_similarity_score
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
* Refactored code to unify vector_dim and embedding_dim parameter in DocumentStores
* Unit test cases updated to use `embedding_dim` instead of `vector_dim`
* Unit test case update to use embedding_dim instead of vector_dim
* Add latest docstring and tutorial changes
* Put usage of `vector_dim` param in same if-block as corresponding warning
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: bogdankostic <bogdankostic@web.de>
* change column order for evaluatation dataframe
* added missing eval column node_input
* generic order for both document and answer returning nodes; ensure no columns get lost
Co-authored-by: tstadel <60758086+tstadel@users.noreply.github.com>
* check multiprocessing sharing strategy is available
* Change default of multiprocessing strategy to None
* Change default sharing strategy to None in retriever
* Add latest docstring and tutorial changes
* Make logging message easier to understand
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
* add tinybert data augmentation
* don't reload glove in tinybert data augmentation
* fix unnecessary load_glove call
* fix type hints
* add comments and type hints
* add batch_size argument
* don't predict subwords as alternative for words
* fix subword predictions
* limit sequence length
* actually limit sequence length
* improve performance by calculating nearest glove vector on gpu
* add model and tokenizer parameter
* fix type hints
* improve data augmentation performance
* explained limits of script
* corrected comment
* added data augmentation test
* don't label every question in augmented dataset as impossible
* add sample glove
* better handling of downloading of glove
* fix typo of last commit
* Add duplicate_documents to base class initialization
* Remove redundant assignment in subclasses
Co-authored-by: Yorick van Zweeden <git@yorickvanzweeden.nl>
* fix#1687
* fix RuntimeError: received 0 items of ancdata
* Add an arg multiprocessing_strategy to DataSilo and DPR.train()
* Add latest docstring and tutorial changes
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
* fix#1687
* fix - UserWarning: Creating a tensor from a list of numpy.ndarrays is extremely slow..
* fix RuntimeError: received 0 items of ancdata
* Remove set_sharing_strategy from this branch and replace numpy.zeros_like with python numpy
* Add ParsrConverter
* Fix typing error + add Parsr to Linux CI
* Fix valid_language for all converters + fix context generation for ParsrConverter
* Remove ParsrConverter test from WindowsCI
* Add latest docstring and tutorial changes
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
* set fixture scope to "function"
* run FARMReader without multiprocessing
* dispose off ray after tests
* run most expensive tasks first in test files
* run expensive tests first
* run garbage collector between tests
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
