LICENSE
README.md
pyproject.toml
setup.py
src/python/mseep_txtai.egg-info/PKG-INFO
src/python/mseep_txtai.egg-info/SOURCES.txt
src/python/mseep_txtai.egg-info/dependency_links.txt
src/python/mseep_txtai.egg-info/requires.txt
src/python/mseep_txtai.egg-info/top_level.txt
src/python/txtai/__init__.py
src/python/txtai/version.py
src/python/txtai/agent/__init__.py
src/python/txtai/agent/base.py
src/python/txtai/agent/factory.py
src/python/txtai/agent/model.py
src/python/txtai/agent/placeholder.py
src/python/txtai/agent/tool/__init__.py
src/python/txtai/agent/tool/embeddings.py
src/python/txtai/agent/tool/factory.py
src/python/txtai/agent/tool/function.py
src/python/txtai/ann/__init__.py
src/python/txtai/ann/base.py
src/python/txtai/ann/dense/__init__.py
src/python/txtai/ann/dense/annoy.py
src/python/txtai/ann/dense/factory.py
src/python/txtai/ann/dense/faiss.py
src/python/txtai/ann/dense/hnsw.py
src/python/txtai/ann/dense/numpy.py
src/python/txtai/ann/dense/pgvector.py
src/python/txtai/ann/dense/sqlite.py
src/python/txtai/ann/dense/torch.py
src/python/txtai/ann/sparse/__init__.py
src/python/txtai/ann/sparse/factory.py
src/python/txtai/ann/sparse/ivfsparse.py
src/python/txtai/ann/sparse/pgsparse.py
src/python/txtai/api/__init__.py
src/python/txtai/api/application.py
src/python/txtai/api/authorization.py
src/python/txtai/api/base.py
src/python/txtai/api/cluster.py
src/python/txtai/api/extension.py
src/python/txtai/api/factory.py
src/python/txtai/api/route.py
src/python/txtai/api/responses/__init__.py
src/python/txtai/api/responses/factory.py
src/python/txtai/api/responses/json.py
src/python/txtai/api/responses/messagepack.py
src/python/txtai/api/routers/__init__.py
src/python/txtai/api/routers/agent.py
src/python/txtai/api/routers/caption.py
src/python/txtai/api/routers/embeddings.py
src/python/txtai/api/routers/entity.py
src/python/txtai/api/routers/extractor.py
src/python/txtai/api/routers/labels.py
src/python/txtai/api/routers/llm.py
src/python/txtai/api/routers/objects.py
src/python/txtai/api/routers/openai.py
src/python/txtai/api/routers/rag.py
src/python/txtai/api/routers/reranker.py
src/python/txtai/api/routers/segmentation.py
src/python/txtai/api/routers/similarity.py
src/python/txtai/api/routers/summary.py
src/python/txtai/api/routers/tabular.py
src/python/txtai/api/routers/textractor.py
src/python/txtai/api/routers/texttospeech.py
src/python/txtai/api/routers/transcription.py
src/python/txtai/api/routers/translation.py
src/python/txtai/api/routers/upload.py
src/python/txtai/api/routers/workflow.py
src/python/txtai/app/__init__.py
src/python/txtai/app/base.py
src/python/txtai/archive/__init__.py
src/python/txtai/archive/base.py
src/python/txtai/archive/compress.py
src/python/txtai/archive/factory.py
src/python/txtai/archive/tar.py
src/python/txtai/archive/zip.py
src/python/txtai/cloud/__init__.py
src/python/txtai/cloud/base.py
src/python/txtai/cloud/factory.py
src/python/txtai/cloud/hub.py
src/python/txtai/cloud/storage.py
src/python/txtai/console/__init__.py
src/python/txtai/console/__main__.py
src/python/txtai/console/base.py
src/python/txtai/data/__init__.py
src/python/txtai/data/base.py
src/python/txtai/data/labels.py
src/python/txtai/data/questions.py
src/python/txtai/data/sequences.py
src/python/txtai/data/texts.py
src/python/txtai/data/tokens.py
src/python/txtai/database/__init__.py
src/python/txtai/database/base.py
src/python/txtai/database/client.py
src/python/txtai/database/duckdb.py
src/python/txtai/database/embedded.py
src/python/txtai/database/factory.py
src/python/txtai/database/rdbms.py
src/python/txtai/database/sqlite.py
src/python/txtai/database/encoder/__init__.py
src/python/txtai/database/encoder/base.py
src/python/txtai/database/encoder/factory.py
src/python/txtai/database/encoder/image.py
src/python/txtai/database/encoder/serialize.py
src/python/txtai/database/schema/__init__.py
src/python/txtai/database/schema/orm.py
src/python/txtai/database/schema/statement.py
src/python/txtai/database/sql/__init__.py
src/python/txtai/database/sql/aggregate.py
src/python/txtai/database/sql/base.py
src/python/txtai/database/sql/expression.py
src/python/txtai/database/sql/token.py
src/python/txtai/embeddings/__init__.py
src/python/txtai/embeddings/base.py
src/python/txtai/embeddings/index/__init__.py
src/python/txtai/embeddings/index/action.py
src/python/txtai/embeddings/index/autoid.py
src/python/txtai/embeddings/index/configuration.py
src/python/txtai/embeddings/index/documents.py
src/python/txtai/embeddings/index/functions.py
src/python/txtai/embeddings/index/indexes.py
src/python/txtai/embeddings/index/indexids.py
src/python/txtai/embeddings/index/reducer.py
src/python/txtai/embeddings/index/stream.py
src/python/txtai/embeddings/index/transform.py
src/python/txtai/embeddings/search/__init__.py
src/python/txtai/embeddings/search/base.py
src/python/txtai/embeddings/search/errors.py
src/python/txtai/embeddings/search/explain.py
src/python/txtai/embeddings/search/ids.py
src/python/txtai/embeddings/search/query.py
src/python/txtai/embeddings/search/scan.py
src/python/txtai/embeddings/search/terms.py
src/python/txtai/graph/__init__.py
src/python/txtai/graph/base.py
src/python/txtai/graph/factory.py
src/python/txtai/graph/networkx.py
src/python/txtai/graph/query.py
src/python/txtai/graph/rdbms.py
src/python/txtai/graph/topics.py
src/python/txtai/models/__init__.py
src/python/txtai/models/models.py
src/python/txtai/models/onnx.py
src/python/txtai/models/registry.py
src/python/txtai/models/tokendetection.py
src/python/txtai/models/pooling/__init__.py
src/python/txtai/models/pooling/base.py
src/python/txtai/models/pooling/cls.py
src/python/txtai/models/pooling/factory.py
src/python/txtai/models/pooling/late.py
src/python/txtai/models/pooling/mean.py
src/python/txtai/models/pooling/muvera.py
src/python/txtai/pipeline/__init__.py
src/python/txtai/pipeline/base.py
src/python/txtai/pipeline/factory.py
src/python/txtai/pipeline/hfmodel.py
src/python/txtai/pipeline/hfpipeline.py
src/python/txtai/pipeline/nop.py
src/python/txtai/pipeline/tensors.py
src/python/txtai/pipeline/audio/__init__.py
src/python/txtai/pipeline/audio/audiomixer.py
src/python/txtai/pipeline/audio/audiostream.py
src/python/txtai/pipeline/audio/microphone.py
src/python/txtai/pipeline/audio/signal.py
src/python/txtai/pipeline/audio/texttoaudio.py
src/python/txtai/pipeline/audio/texttospeech.py
src/python/txtai/pipeline/audio/transcription.py
src/python/txtai/pipeline/data/__init__.py
src/python/txtai/pipeline/data/filetohtml.py
src/python/txtai/pipeline/data/htmltomd.py
src/python/txtai/pipeline/data/segmentation.py
src/python/txtai/pipeline/data/tabular.py
src/python/txtai/pipeline/data/textractor.py
src/python/txtai/pipeline/data/tokenizer.py
src/python/txtai/pipeline/image/__init__.py
src/python/txtai/pipeline/image/caption.py
src/python/txtai/pipeline/image/imagehash.py
src/python/txtai/pipeline/image/objects.py
src/python/txtai/pipeline/llm/__init__.py
src/python/txtai/pipeline/llm/factory.py
src/python/txtai/pipeline/llm/generation.py
src/python/txtai/pipeline/llm/huggingface.py
src/python/txtai/pipeline/llm/litellm.py
src/python/txtai/pipeline/llm/llama.py
src/python/txtai/pipeline/llm/llm.py
src/python/txtai/pipeline/llm/rag.py
src/python/txtai/pipeline/text/__init__.py
src/python/txtai/pipeline/text/crossencoder.py
src/python/txtai/pipeline/text/entity.py
src/python/txtai/pipeline/text/labels.py
src/python/txtai/pipeline/text/lateencoder.py
src/python/txtai/pipeline/text/questions.py
src/python/txtai/pipeline/text/reranker.py
src/python/txtai/pipeline/text/similarity.py
src/python/txtai/pipeline/text/summary.py
src/python/txtai/pipeline/text/translation.py
src/python/txtai/pipeline/train/__init__.py
src/python/txtai/pipeline/train/hfonnx.py
src/python/txtai/pipeline/train/hftrainer.py
src/python/txtai/pipeline/train/mlonnx.py
src/python/txtai/scoring/__init__.py
src/python/txtai/scoring/base.py
src/python/txtai/scoring/bm25.py
src/python/txtai/scoring/factory.py
src/python/txtai/scoring/pgtext.py
src/python/txtai/scoring/sif.py
src/python/txtai/scoring/sparse.py
src/python/txtai/scoring/terms.py
src/python/txtai/scoring/tfidf.py
src/python/txtai/serialize/__init__.py
src/python/txtai/serialize/base.py
src/python/txtai/serialize/errors.py
src/python/txtai/serialize/factory.py
src/python/txtai/serialize/messagepack.py
src/python/txtai/serialize/pickle.py
src/python/txtai/serialize/serializer.py
src/python/txtai/util/__init__.py
src/python/txtai/util/resolver.py
src/python/txtai/util/sparsearray.py
src/python/txtai/util/template.py
src/python/txtai/vectors/__init__.py
src/python/txtai/vectors/base.py
src/python/txtai/vectors/recovery.py
src/python/txtai/vectors/dense/__init__.py
src/python/txtai/vectors/dense/external.py
src/python/txtai/vectors/dense/factory.py
src/python/txtai/vectors/dense/huggingface.py
src/python/txtai/vectors/dense/litellm.py
src/python/txtai/vectors/dense/llama.py
src/python/txtai/vectors/dense/m2v.py
src/python/txtai/vectors/dense/sbert.py
src/python/txtai/vectors/dense/words.py
src/python/txtai/vectors/sparse/__init__.py
src/python/txtai/vectors/sparse/base.py
src/python/txtai/vectors/sparse/factory.py
src/python/txtai/vectors/sparse/sbert.py
src/python/txtai/workflow/__init__.py
src/python/txtai/workflow/base.py
src/python/txtai/workflow/execute.py
src/python/txtai/workflow/factory.py
src/python/txtai/workflow/task/__init__.py
src/python/txtai/workflow/task/base.py
src/python/txtai/workflow/task/console.py
src/python/txtai/workflow/task/export.py
src/python/txtai/workflow/task/factory.py
src/python/txtai/workflow/task/file.py
src/python/txtai/workflow/task/image.py
src/python/txtai/workflow/task/retrieve.py
src/python/txtai/workflow/task/service.py
src/python/txtai/workflow/task/storage.py
src/python/txtai/workflow/task/stream.py
src/python/txtai/workflow/task/template.py
src/python/txtai/workflow/task/url.py
src/python/txtai/workflow/task/workflow.py