Debian 12 (Bookworm) native package

python3-thinc

Practical Machine Learning for NLP in Python

Packages / Debian 12 (Bookworm) / python / python3-thinc

[Source: python-thinc]

Package: python3-thinc (8.1.7-1)

Maintainers:

Debian Science Maintainers

External Resources:

Homepage: [thinc.ai]

Practical Machine Learning for NLP in Python

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Download python3-thinc

Architecture	Package Size	Installed Size	Files
amd64	578 KiB	2.9 MiB	[list of files]
arm64	520 KiB	2.9 MiB	[list of files]

Package file paths (210)

Paths come from the repository package-file index for the observed builds. They describe archive/package associations, not every file that will exist on a running system after maintainer scripts, alternatives, generated state, diversions, or installation choices.

/usr/lib/python3/dist-packages/thinc-8.1.7.dist-info/entry_points.txt
/usr/lib/python3/dist-packages/thinc-8.1.7.dist-info/METADATA
/usr/lib/python3/dist-packages/thinc-8.1.7.dist-info/RECORD
/usr/lib/python3/dist-packages/thinc-8.1.7.dist-info/top_level.txt
/usr/lib/python3/dist-packages/thinc-8.1.7.dist-info/WHEEL
/usr/lib/python3/dist-packages/thinc/about.py
/usr/lib/python3/dist-packages/thinc/api.py
/usr/lib/python3/dist-packages/thinc/backends/cblas.cpython-311-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/thinc/backends/cblas.cpython-311-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/thinc/backends/cblas.pxd
/usr/lib/python3/dist-packages/thinc/backends/cblas.pyx
/usr/lib/python3/dist-packages/thinc/backends/cpu_kernels.hh
/usr/lib/python3/dist-packages/thinc/backends/_cupy_allocators.py
/usr/lib/python3/dist-packages/thinc/backends/cupy_ops.py
/usr/lib/python3/dist-packages/thinc/backends/_custom_kernels.cu
/usr/lib/python3/dist-packages/thinc/backends/_custom_kernels.py
/usr/lib/python3/dist-packages/thinc/backends/__init__.pxd
/usr/lib/python3/dist-packages/thinc/backends/__init__.py
/usr/lib/python3/dist-packages/thinc/backends/linalg.cpython-311-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/thinc/backends/linalg.cpython-311-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/thinc/backends/linalg.pxd
/usr/lib/python3/dist-packages/thinc/backends/linalg.pyx
/usr/lib/python3/dist-packages/thinc/backends/mps_ops.py
/usr/lib/python3/dist-packages/thinc/backends/_murmur3.cu
/usr/lib/python3/dist-packages/thinc/backends/numpy_ops.cpython-311-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/thinc/backends/numpy_ops.cpython-311-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/thinc/backends/numpy_ops.pxd
/usr/lib/python3/dist-packages/thinc/backends/numpy_ops.pyx
/usr/lib/python3/dist-packages/thinc/backends/ops.py
/usr/lib/python3/dist-packages/thinc/backends/_param_server.py
/usr/lib/python3/dist-packages/thinc/compat.py
/usr/lib/python3/dist-packages/thinc/config.py
/usr/lib/python3/dist-packages/thinc/extra/__init__.pxd
/usr/lib/python3/dist-packages/thinc/extra/__init__.py
/usr/lib/python3/dist-packages/thinc/extra/search.cpython-311-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/thinc/extra/search.cpython-311-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/thinc/extra/search.pxd
/usr/lib/python3/dist-packages/thinc/extra/search.pyx
/usr/lib/python3/dist-packages/thinc/extra/tests/c_test_search.pyx
/usr/lib/python3/dist-packages/thinc/extra/tests/__init__.py
/usr/lib/python3/dist-packages/thinc/initializers.py
/usr/lib/python3/dist-packages/thinc/__init__.pxd
/usr/lib/python3/dist-packages/thinc/__init__.py
/usr/lib/python3/dist-packages/thinc/layers/add.py
/usr/lib/python3/dist-packages/thinc/layers/array_getitem.py
/usr/lib/python3/dist-packages/thinc/layers/bidirectional.py
/usr/lib/python3/dist-packages/thinc/layers/cauchysimilarity.py
/usr/lib/python3/dist-packages/thinc/layers/chain.py
/usr/lib/python3/dist-packages/thinc/layers/clipped_linear.py
/usr/lib/python3/dist-packages/thinc/layers/clone.py
/usr/lib/python3/dist-packages/thinc/layers/concatenate.py
/usr/lib/python3/dist-packages/thinc/layers/dish.py
/usr/lib/python3/dist-packages/thinc/layers/dropout.py
/usr/lib/python3/dist-packages/thinc/layers/embed.py
/usr/lib/python3/dist-packages/thinc/layers/expand_window.py
/usr/lib/python3/dist-packages/thinc/layers/gelu.py
/usr/lib/python3/dist-packages/thinc/layers/hard_swish_mobilenet.py
/usr/lib/python3/dist-packages/thinc/layers/hard_swish.py
/usr/lib/python3/dist-packages/thinc/layers/hashembed.py
/usr/lib/python3/dist-packages/thinc/layers/__init__.py
/usr/lib/python3/dist-packages/thinc/layers/layernorm.py
/usr/lib/python3/dist-packages/thinc/layers/linear.py
/usr/lib/python3/dist-packages/thinc/layers/list2array.py
/usr/lib/python3/dist-packages/thinc/layers/list2padded.py
/usr/lib/python3/dist-packages/thinc/layers/list2ragged.py
/usr/lib/python3/dist-packages/thinc/layers/logistic.py
/usr/lib/python3/dist-packages/thinc/layers/lstm.py
/usr/lib/python3/dist-packages/thinc/layers/map_list.py
/usr/lib/python3/dist-packages/thinc/layers/maxout.py
/usr/lib/python3/dist-packages/thinc/layers/mish.py
/usr/lib/python3/dist-packages/thinc/layers/multisoftmax.py
/usr/lib/python3/dist-packages/thinc/layers/mxnetwrapper.py
/usr/lib/python3/dist-packages/thinc/layers/noop.py
/usr/lib/python3/dist-packages/thinc/layers/padded2list.py
/usr/lib/python3/dist-packages/thinc/layers/parametricattention.py
/usr/lib/python3/dist-packages/thinc/layers/pytorchwrapper.py
/usr/lib/python3/dist-packages/thinc/layers/ragged2list.py
/usr/lib/python3/dist-packages/thinc/layers/reduce_first.py
/usr/lib/python3/dist-packages/thinc/layers/reduce_last.py
/usr/lib/python3/dist-packages/thinc/layers/reduce_max.py
/usr/lib/python3/dist-packages/thinc/layers/reduce_mean.py
/usr/lib/python3/dist-packages/thinc/layers/reduce_sum.py
/usr/lib/python3/dist-packages/thinc/layers/relu.py
/usr/lib/python3/dist-packages/thinc/layers/remap_ids.py
/usr/lib/python3/dist-packages/thinc/layers/residual.py
/usr/lib/python3/dist-packages/thinc/layers/resizable.py
/usr/lib/python3/dist-packages/thinc/layers/siamese.py
/usr/lib/python3/dist-packages/thinc/layers/sigmoid_activation.py
/usr/lib/python3/dist-packages/thinc/layers/sigmoid.py
/usr/lib/python3/dist-packages/thinc/layers/softmax_activation.py
/usr/lib/python3/dist-packages/thinc/layers/softmax.py
/usr/lib/python3/dist-packages/thinc/layers/sparselinear.cpython-311-aarch64-linux-gnu.so
/usr/lib/python3/dist-packages/thinc/layers/sparselinear.cpython-311-x86_64-linux-gnu.so
/usr/lib/python3/dist-packages/thinc/layers/sparselinear.pyx
/usr/lib/python3/dist-packages/thinc/layers/strings2arrays.py
/usr/lib/python3/dist-packages/thinc/layers/swish.py
/usr/lib/python3/dist-packages/thinc/layers/tensorflowwrapper.py
/usr/lib/python3/dist-packages/thinc/layers/torchscriptwrapper.py
/usr/lib/python3/dist-packages/thinc/layers/tuplify.py
/usr/lib/python3/dist-packages/thinc/layers/uniqued.py
/usr/lib/python3/dist-packages/thinc/layers/with_array2d.py
/usr/lib/python3/dist-packages/thinc/layers/with_array.py
/usr/lib/python3/dist-packages/thinc/layers/with_cpu.py
/usr/lib/python3/dist-packages/thinc/layers/with_debug.py
/usr/lib/python3/dist-packages/thinc/layers/with_flatten.py
/usr/lib/python3/dist-packages/thinc/layers/with_flatten_v2.py
/usr/lib/python3/dist-packages/thinc/layers/with_getitem.py
/usr/lib/python3/dist-packages/thinc/layers/with_list.py
/usr/lib/python3/dist-packages/thinc/layers/with_nvtx_range.py
/usr/lib/python3/dist-packages/thinc/layers/with_padded.py
/usr/lib/python3/dist-packages/thinc/layers/with_ragged.py
/usr/lib/python3/dist-packages/thinc/layers/with_reshape.py
/usr/lib/python3/dist-packages/thinc/layers/with_signpost_interval.py
/usr/lib/python3/dist-packages/thinc/loss.py
/usr/lib/python3/dist-packages/thinc/model.py
/usr/lib/python3/dist-packages/thinc/mypy.py
/usr/lib/python3/dist-packages/thinc/optimizers.py
/usr/lib/python3/dist-packages/thinc/py.typed
/usr/lib/python3/dist-packages/thinc/schedules.py
/usr/lib/python3/dist-packages/thinc/shims/__init__.py
/usr/lib/python3/dist-packages/thinc/shims/mxnet.py
/usr/lib/python3/dist-packages/thinc/shims/pytorch_grad_scaler.py
/usr/lib/python3/dist-packages/thinc/shims/pytorch.py
/usr/lib/python3/dist-packages/thinc/shims/shim.py
/usr/lib/python3/dist-packages/thinc/shims/tensorflow.py
/usr/lib/python3/dist-packages/thinc/shims/torchscript.py
/usr/lib/python3/dist-packages/thinc/tests/backends/__init__.py
/usr/lib/python3/dist-packages/thinc/tests/backends/test_mem.py
/usr/lib/python3/dist-packages/thinc/tests/backends/test_ops.py
/usr/lib/python3/dist-packages/thinc/tests/conftest.py
/usr/lib/python3/dist-packages/thinc/tests/extra/__init__.py
/usr/lib/python3/dist-packages/thinc/tests/extra/test_beam_search.py
/usr/lib/python3/dist-packages/thinc/tests/__init__.py
/usr/lib/python3/dist-packages/thinc/tests/layers/__init__.py
/usr/lib/python3/dist-packages/thinc/tests/layers/test_basic_tagger.py
/usr/lib/python3/dist-packages/thinc/tests/layers/test_combinators.py
/usr/lib/python3/dist-packages/thinc/tests/layers/test_feed_forward.py
/usr/lib/python3/dist-packages/thinc/tests/layers/test_hash_embed.py
/usr/lib/python3/dist-packages/thinc/tests/layers/test_layers_api.py
/usr/lib/python3/dist-packages/thinc/tests/layers/test_linear.py
/usr/lib/python3/dist-packages/thinc/tests/layers/test_lstm.py
/usr/lib/python3/dist-packages/thinc/tests/layers/test_mnist.py
/usr/lib/python3/dist-packages/thinc/tests/layers/test_mxnet_wrapper.py
/usr/lib/python3/dist-packages/thinc/tests/layers/test_pytorch_wrapper.py
/usr/lib/python3/dist-packages/thinc/tests/layers/test_reduce.py
/usr/lib/python3/dist-packages/thinc/tests/layers/test_shim.py
/usr/lib/python3/dist-packages/thinc/tests/layers/test_softmax.py
/usr/lib/python3/dist-packages/thinc/tests/layers/test_sparse_linear.py
/usr/lib/python3/dist-packages/thinc/tests/layers/test_tensorflow_wrapper.py
/usr/lib/python3/dist-packages/thinc/tests/layers/test_torchscriptwrapper.py
/usr/lib/python3/dist-packages/thinc/tests/layers/test_transforms.py
/usr/lib/python3/dist-packages/thinc/tests/layers/test_uniqued.py
/usr/lib/python3/dist-packages/thinc/tests/layers/test_with_debug.py
/usr/lib/python3/dist-packages/thinc/tests/layers/test_with_flatten.py
/usr/lib/python3/dist-packages/thinc/tests/layers/test_with_transforms.py
/usr/lib/python3/dist-packages/thinc/tests/model/__init__.py
/usr/lib/python3/dist-packages/thinc/tests/model/test_model.py
/usr/lib/python3/dist-packages/thinc/tests/model/test_validation.py
/usr/lib/python3/dist-packages/thinc/tests/mypy/configs/mypy-default.ini
/usr/lib/python3/dist-packages/thinc/tests/mypy/configs/mypy-plugin.ini
/usr/lib/python3/dist-packages/thinc/tests/mypy/__init__.py
/usr/lib/python3/dist-packages/thinc/tests/mypy/modules/fail_no_plugin.py
/usr/lib/python3/dist-packages/thinc/tests/mypy/modules/fail_plugin.py
/usr/lib/python3/dist-packages/thinc/tests/mypy/modules/__init__.py
/usr/lib/python3/dist-packages/thinc/tests/mypy/modules/success_no_plugin.py
/usr/lib/python3/dist-packages/thinc/tests/mypy/modules/success_plugin.py
/usr/lib/python3/dist-packages/thinc/tests/mypy/outputs/fail-no-plugin.txt
/usr/lib/python3/dist-packages/thinc/tests/mypy/outputs/fail-plugin.txt
/usr/lib/python3/dist-packages/thinc/tests/mypy/outputs/success-no-plugin.txt
/usr/lib/python3/dist-packages/thinc/tests/mypy/outputs/success-plugin.txt
/usr/lib/python3/dist-packages/thinc/tests/mypy/test_mypy.py
/usr/lib/python3/dist-packages/thinc/tests/regression/__init__.py
/usr/lib/python3/dist-packages/thinc/tests/regression/issue519/__init__.py
/usr/lib/python3/dist-packages/thinc/tests/regression/issue519/program.py
/usr/lib/python3/dist-packages/thinc/tests/regression/issue519/test_issue519.py
/usr/lib/python3/dist-packages/thinc/tests/regression/test_issue208.py
/usr/lib/python3/dist-packages/thinc/tests/regression/test_issue564.py
/usr/lib/python3/dist-packages/thinc/tests/shims/__init__.py
/usr/lib/python3/dist-packages/thinc/tests/shims/test_pytorch_grad_scaler.py
/usr/lib/python3/dist-packages/thinc/tests/strategies.py
/usr/lib/python3/dist-packages/thinc/tests/test_config.py
/usr/lib/python3/dist-packages/thinc/tests/test_examples.py
/usr/lib/python3/dist-packages/thinc/tests/test_import__all__.py
/usr/lib/python3/dist-packages/thinc/tests/test_indexing.py
/usr/lib/python3/dist-packages/thinc/tests/test_initializers.py
/usr/lib/python3/dist-packages/thinc/tests/test_loss.py
/usr/lib/python3/dist-packages/thinc/tests/test_optimizers.py
/usr/lib/python3/dist-packages/thinc/tests/test_schedules.py
/usr/lib/python3/dist-packages/thinc/tests/test_serialize.py
/usr/lib/python3/dist-packages/thinc/tests/test_types.py
/usr/lib/python3/dist-packages/thinc/tests/test_util.py
/usr/lib/python3/dist-packages/thinc/tests/util.py
/usr/lib/python3/dist-packages/thinc/types.py
/usr/lib/python3/dist-packages/thinc/util.py
/usr/share/doc/python3-thinc/changelog.Debian.gz
/usr/share/doc/python3-thinc/copyright
/usr/share/doc/python3-thinc/examples/00_intro_to_thinc.ipynb
/usr/share/doc/python3-thinc/examples/01_intro_model_definition_methods.ipynb
/usr/share/doc/python3-thinc/examples/02_transformers_tagger_bert.ipynb
/usr/share/doc/python3-thinc/examples/03_pos_tagger_basic_cnn.ipynb
/usr/share/doc/python3-thinc/examples/03_textcat_basic_neural_bow.ipynb
/usr/share/doc/python3-thinc/examples/04_configure_gpu_memory.ipynb
/usr/share/doc/python3-thinc/examples/05_benchmarking_layers.ipynb
/usr/share/doc/python3-thinc/examples/05_visualizing_models.ipynb
/usr/share/doc/python3-thinc/examples/06_predicting_like_terms.ipynb
/usr/share/doc/python3-thinc/examples/benchmarks/lstm_tagger.py
/usr/share/doc/python3-thinc/examples/bloom_embeddings.ipynb
/usr/share/doc/python3-thinc/examples/mnist.py
/usr/share/doc/python3-thinc/examples/transformers_tagger.py
/usr/share/doc/python3-thinc/examples/type_checking.py

Field source: Debian 12 (Bookworm) main amd64 revision bookworm-main-amd64:9e0b5aabb2465b3d2e7a7fe27f9913846277833f7a2826e7767acccff5b588c5

Versions, suites, and repositories

Each row is recorded package-index metadata for one version, architecture, suite, and repository. Names, URLs, and sizes are source-reported; a link is a potentially mutable retrieval location, not an OpenFactory redistribution claim or proof that OpenFactory retained the artifact bytes.

Version	Release	Architecture	Repository	Package size	Installed size	Publisher repository artifact
8.1.7-1	bookworm / main	amd64	Debian 12 · main · amd64	578 KiB	2.9 MiB	pool/main/p/python-thinc/python3-thinc_8.1.7-1_amd64.deb
8.1.7-1	bookworm / main	arm64	Debian 12 · main · arm64	520 KiB	2.9 MiB	pool/main/p/python-thinc/python3-thinc_8.1.7-1_arm64.deb

Field source: Debian 12 (Bookworm) main amd64 revision bookworm-main-amd64:9e0b5aabb2465b3d2e7a7fe27f9913846277833f7a2826e7767acccff5b588c5

Checksums and observation dates

For an APT source, signature verification authenticates the repository metadata chain and the Packages index containing this source-reported artifact digest. It does not certify package safety.

8.1.7-1 / amd64Observed Sep 1, 2026 to Sep 1, 2026

Verification status: Metadata observed; artifact bytes were not independently fetched or hashed by this catalog import. The digest below is source-reported.

Source-reported sha256: ed9844468056e9363d8a32eb376bb981ed39cff6222638b1168600b0b608c397

After downloading that exact artifact, compare its bytes with the source-reported expected digest:

printf '%s  %s\n' 'ed9844468056e9363d8a32eb376bb981ed39cff6222638b1168600b0b608c397' 'python3-thinc_8.1.7-1_amd64.deb' | sha256sum --check --strict -

A match establishes equality with the repository metadata value. It does not establish safety or catalog-side artifact retrieval.

Field source: Debian 12 (Bookworm) main amd64 revision bookworm-main-amd64:9e0b5aabb2465b3d2e7a7fe27f9913846277833f7a2826e7767acccff5b588c5

8.1.7-1 / arm64Observed Sep 1, 2026 to Sep 1, 2026

Verification status: Metadata observed; artifact bytes were not independently fetched or hashed by this catalog import. The digest below is source-reported.

Source-reported sha256: 6d1e09513b6d95f9ec00201d3fe08d3ce0a9c8c5580a2ff19a1d47e6fe1996f4

After downloading that exact artifact, compare its bytes with the source-reported expected digest:

printf '%s  %s\n' '6d1e09513b6d95f9ec00201d3fe08d3ce0a9c8c5580a2ff19a1d47e6fe1996f4' 'python3-thinc_8.1.7-1_arm64.deb' | sha256sum --check --strict -

A match establishes equality with the repository metadata value. It does not establish safety or catalog-side artifact retrieval.

Field source: Debian 12 (Bookworm) main arm64 revision bookworm-main-arm64:2ddb1737692e8c45c53e8d57c0ce4cd21c78c5703b830c3226b1423566a06c00

Catalog record completeness

The completeness score measures metadata coverage, not software quality, security, compatibility, or suitability.

Summary and description: 25/25
Artifact path and source digest: 25/25
Dependency metadata: 15/15
Package-file index: 15/15
Homepage: 5/5
License text: 0/5
Source package or maintainer: 10/10

Recorded total: 95/100

Field source: Debian 12 (Bookworm) main amd64 revision bookworm-main-amd64:9e0b5aabb2465b3d2e7a7fe27f9913846277833f7a2826e7767acccff5b588c5, Debian 12 (Bookworm) main arm64 revision bookworm-main-arm64:2ddb1737692e8c45c53e8d57c0ce4cd21c78c5703b830c3226b1423566a06c00. The cross-OS mapping is catalog-derived from the source-reported homepage; it does not establish authorship or publisher identity

Sources and provenance

Field-source links above resolve here. Each source entry names the metadata publisher, trust tier, exact snapshot revision, signature result, and observation time; catalog-derived mappings are labeled separately.

Debian 12 (Bookworm) main amd64Sep 1, 2026
Authoritative source; repository metadata signature verified, revision bookworm-main-amd64:9e0b5aabb2465b3d2e7a7fe27f9913846277833f7a2826e7767acccff5b588c5
Signature verification covers the configured repository metadata chain. It does not certify that the package is safe or suitable.
Repository-signature verification record
Signed object
https://deb.debian.org/debian/dists/bookworm/InRelease
Signed-object SHA-256
77737fa4b34f2693e982cc9ee35736816c35a7778fc2d326cc1bbf5b301fe1aa
Signer fingerprint
4CB50190207B4758A3F73A796ED0E7B82643E131
Keyring revision
debian-archive-keyring.gpg
SHA-256 506b815cbb32d9b6066b4a2aa524071e071761e7e7f68c3ac74f3061ba852017
Tool and policy
gpgv (GnuPG) 2.4.9
openfactory-software-catalog-signature-v1
Verification time
Sep 1, 2026
Signed Release → package-index hash linkage
Path: main/binary-amd64/Packages.xz
Expected SHA-256: 9e0b5aabb2465b3d2e7a7fe27f9913846277833f7a2826e7767acccff5b588c5
Observed SHA-256: 9e0b5aabb2465b3d2e7a7fe27f9913846277833f7a2826e7767acccff5b588c5
Result: match verified
Debian 12 (Bookworm) main arm64Sep 1, 2026
Authoritative source; repository metadata signature verified, revision bookworm-main-arm64:2ddb1737692e8c45c53e8d57c0ce4cd21c78c5703b830c3226b1423566a06c00
Signature verification covers the configured repository metadata chain. It does not certify that the package is safe or suitable.
Repository-signature verification record
Signed object
https://deb.debian.org/debian/dists/bookworm/InRelease
Signed-object SHA-256
77737fa4b34f2693e982cc9ee35736816c35a7778fc2d326cc1bbf5b301fe1aa
Signer fingerprint
4CB50190207B4758A3F73A796ED0E7B82643E131
Keyring revision
debian-archive-keyring.gpg
SHA-256 506b815cbb32d9b6066b4a2aa524071e071761e7e7f68c3ac74f3061ba852017
Tool and policy
gpgv (GnuPG) 2.4.9
openfactory-software-catalog-signature-v1
Verification time
Sep 1, 2026
Signed Release → package-index hash linkage
Path: main/binary-arm64/Packages.xz
Expected SHA-256: 2ddb1737692e8c45c53e8d57c0ce4cd21c78c5703b830c3226b1423566a06c00
Observed SHA-256: 2ddb1737692e8c45c53e8d57c0ce4cd21c78c5703b830c3226b1423566a06c00
Result: match verified