Add spacy and first model

handler.py

@@ -1,11 +1,11 @@
 from typing import Dict, Any
-from sklearn.model_selection import train_test_split
 
+import spacy
 from sklearn.datasets import make_classification
 from sklearn.linear_model import LogisticRegression
 from sklearn.model_selection import train_test_split
-from sklearn.metrics import classification_report
 
+SPACY_MODEL = spacy.load('en_core_web_trf', disable=['parser'])  # Largest, slowest, most accurate model
 
 
 class EndpointHandler:

import.py

@@ -0,0 +1,25 @@
+from pathlib import Path
+
+from types import FitPredictor
+
+
+def find_repo_root(start_path: Path = Path.cwd()) -> Path:
+    """Finds the root of the repo by locating the nearest pyproject.toml."""
+    current = start_path.resolve()
+    for parent in [current] + list(current.parents):
+        if (parent / "pyproject.toml").is_file():
+            return parent
+    raise FileNotFoundError("No pyproject.toml found in any parent directories.")
+
+
+def get_single_file(path: Path) -> Path:
+    files = [f for f in path.iterdir() if f.is_file()]
+    if len(files) != 1:
+        raise ValueError(f"Expected exactly one file in {path}, found {len(files)}")
+    return files[0]
+
+def load_model() -> FitPredictor:
+    repo_root = find_repo_root()
+    model_path = get_single_file(repo_root / "model")
+    raise NotImplementedError
+

pyproject.toml

@@ -7,4 +7,5 @@ requires-python = ">=3.13"
 dependencies = [
     "huggingface-hub>=0.33.2",
     "scikit-learn>=1.7.0",
+    "spacy>=3.8.7",
 ]

types.py

@@ -0,0 +1,13 @@
+from typing import Protocol, TypeVar
+
+X = TypeVar("X")
+Y = TypeVar("Y")
+
+
+class FitPredictor(Protocol[X, Y]):
+    def fit(self, x: X, y: Y) -> "FitPredictor":
+        ...
+    def predict(self, x: X) -> Y:
+        ...
+    def predict_proba(self, x: X) -> Y:
+        ...

uv.lock

@@ -2,6 +2,44 @@ version = 1
 revision = 2
 requires-python = ">=3.13"
 
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081, upload-time = "2024-05-20T21:33:25.928Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643, upload-time = "2024-05-20T21:33:24.1Z" },
+]
+
+[[package]]
+name = "blis"
+version = "1.3.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "numpy" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/96/f3/7c5a47a0d5ec0362bab29fd4f497b4b1975473bf30b7a02bc9c0b0e84f7a/blis-1.3.0.tar.gz", hash = "sha256:1695a87e3fc4c20d9b9140f5238cac0514c411b750e8cdcec5d8320c71f62e99", size = 2510328, upload-time = "2025-04-03T15:09:47.767Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/91/ec/2b1e366e7b4e3cdb052a4eeba33cc6a3e25fe20566f3062dbe59a8dd7f78/blis-1.3.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:4d6a91c8726d0bc3345a8e0c8b7b8e800bee0b9acc4c2a0dbeb782b8b651f824", size = 6985730, upload-time = "2025-04-03T15:09:29.884Z" },
+    { url = "https://files.pythonhosted.org/packages/f1/8b/a3374a970e1ae6138b2ec6bffeb1018068c5f0dbf2b12dd8ab16a47ae4a0/blis-1.3.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:e3c20bc3d7143383195cc472373fb301d3bafbacd8ab8f3bffc27c68bef45d81", size = 1280751, upload-time = "2025-04-03T15:09:32.007Z" },
+    { url = "https://files.pythonhosted.org/packages/53/97/83cc91c451709c85650714df3464024bf37ef791be1e0fae0d2a0f945da6/blis-1.3.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:778c4b84c6eccab223d8afe20727820f6c7dd7a010c3bfb262104cc83b0a8e4c", size = 3047726, upload-time = "2025-04-03T15:09:33.521Z" },
+    { url = "https://files.pythonhosted.org/packages/ae/21/fbf9b45d6af91c5ce32df4007886c0332b977558cba34b0bc00b98ebc188/blis-1.3.0-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:69584589977366366cd99cc7cb23a76a814df8bcae8b777fde4a94e8684c1fb8", size = 3249935, upload-time = "2025-04-03T15:09:36.264Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/b1/5716b8cd784c0a0d08f9b3773c8eb4c37f5f9ed3a9f6ef961373e123b1cf/blis-1.3.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3b2adc4549e610b59e8db5a57ab7206e4ac1502ac5b261ed0e6de42d3fb311d5", size = 11614296, upload-time = "2025-04-03T15:09:38.342Z" },
+    { url = "https://files.pythonhosted.org/packages/36/0f/e2ed2642cf41dcae3431cfbcd94543646adba46eaa2736ac27647216e4f7/blis-1.3.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:9aaa84df638e0bb7909a35e3c220168df2b90f267967b3004a88f57b49fbe4ec", size = 3063082, upload-time = "2025-04-03T15:09:40.329Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/f0/627a36b99a9cd9af73be7bb451d6884d5b4aece297eb29b9fc13e70c1f2b/blis-1.3.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:0da7b54331bed31aa55839da2d0e5451447e1f5e8a9367cce7ff1fb27498a22a", size = 4290919, upload-time = "2025-04-03T15:09:41.845Z" },
+    { url = "https://files.pythonhosted.org/packages/5b/f9/a415707185a82082b96ab857e5c3b7a59b0ad73ed04ace1cbb64835c3432/blis-1.3.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:682175bf2d047129b3715e3f1305c6b23a45e2ce24c4b1d0fa2eb03eb877edd4", size = 14795975, upload-time = "2025-04-03T15:09:43.611Z" },
+    { url = "https://files.pythonhosted.org/packages/16/f1/8cc8118946dbb9cbd74f406d30d31ee8d2f723f6fb4c8245e2bc67175fd4/blis-1.3.0-cp313-cp313-win_amd64.whl", hash = "sha256:91de2baf03da3a173cf62771f1d6b9236a27a8cbd0e0033be198f06ef6224986", size = 6258624, upload-time = "2025-04-03T15:09:46.056Z" },
+]
+
+[[package]]
+name = "catalogue"
+version = "2.0.10"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/38/b4/244d58127e1cdf04cf2dc7d9566f0d24ef01d5ce21811bab088ecc62b5ea/catalogue-2.0.10.tar.gz", hash = "sha256:4f56daa940913d3f09d589c191c74e5a6d51762b3a9e37dd53b7437afd6cda15", size = 19561, upload-time = "2023-09-25T06:29:24.962Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/9e/96/d32b941a501ab566a16358d68b6eb4e4acc373fab3c3c4d7d9e649f7b4bb/catalogue-2.0.10-py3-none-any.whl", hash = "sha256:58c2de0020aa90f4a2da7dfad161bf7b3b054c86a5f09fcedc0b2b740c109a9f", size = 17325, upload-time = "2023-09-25T06:29:23.337Z" },
+]
+
 [[package]]
 name = "certifi"
 version = "2025.6.15"
@@ -33,6 +71,27 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/20/94/c5790835a017658cbfabd07f3bfb549140c3ac458cfc196323996b10095a/charset_normalizer-3.4.2-py3-none-any.whl", hash = "sha256:7f56930ab0abd1c45cd15be65cc741c28b1c9a34876ce8c17a2fa107810c0af0", size = 52626, upload-time = "2025-05-02T08:34:40.053Z" },
 ]
 
+[[package]]
+name = "click"
+version = "8.2.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "colorama", marker = "sys_platform == 'win32'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/60/6c/8ca2efa64cf75a977a0d7fac081354553ebe483345c734fb6b6515d96bbc/click-8.2.1.tar.gz", hash = "sha256:27c491cc05d968d271d5a1db13e3b5a184636d9d930f148c50b038f0d0646202", size = 286342, upload-time = "2025-05-20T23:19:49.832Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/85/32/10bb5764d90a8eee674e9dc6f4db6a0ab47c8c4d0d83c27f7c39ac415a4d/click-8.2.1-py3-none-any.whl", hash = "sha256:61a3265b914e850b85317d0b3109c7f8cd35a670f963866005d6ef1d5175a12b", size = 102215, upload-time = "2025-05-20T23:19:47.796Z" },
+]
+
+[[package]]
+name = "cloudpathlib"
+version = "0.21.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/a9/15/ae3256348834b92b9594d73eb7230538bae2bf726c2d721b920a668017c5/cloudpathlib-0.21.1.tar.gz", hash = "sha256:f26a855abf34d98f267aafd15efdb2db3c9665913dbabe5fad079df92837a431", size = 45295, upload-time = "2025-05-15T02:32:05.42Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/40/e7/6fea57b887f8e367c1e4a496ba03bfaf57824b766f777723ce1faf28834b/cloudpathlib-0.21.1-py3-none-any.whl", hash = "sha256:bfe580ad72ec030472ec233cd7380701b2d3227da7b2898387bd170aa70c803c", size = 52776, upload-time = "2025-05-15T02:32:03.99Z" },
+]
+
 [[package]]
 name = "colorama"
 version = "0.4.6"
@@ -42,6 +101,34 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335, upload-time = "2022-10-25T02:36:20.889Z" },
 ]
 
+[[package]]
+name = "confection"
+version = "0.1.5"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pydantic" },
+    { name = "srsly" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/51/d3/57c6631159a1b48d273b40865c315cf51f89df7a9d1101094ef12e3a37c2/confection-0.1.5.tar.gz", hash = "sha256:8e72dd3ca6bd4f48913cd220f10b8275978e740411654b6e8ca6d7008c590f0e", size = 38924, upload-time = "2024-05-31T16:17:01.559Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/0c/00/3106b1854b45bd0474ced037dfe6b73b90fe68a68968cef47c23de3d43d2/confection-0.1.5-py3-none-any.whl", hash = "sha256:e29d3c3f8eac06b3f77eb9dfb4bf2fc6bcc9622a98ca00a698e3d019c6430b14", size = 35451, upload-time = "2024-05-31T16:16:59.075Z" },
+]
+
+[[package]]
+name = "cymem"
+version = "2.0.11"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f2/4a/1acd761fb6ac4c560e823ce40536a62f886f2d59b2763b5c3fc7e9d92101/cymem-2.0.11.tar.gz", hash = "sha256:efe49a349d4a518be6b6c6b255d4a80f740a341544bde1a807707c058b88d0bd", size = 10346, upload-time = "2025-01-16T21:50:41.045Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/bd/90/b064e2677e27a35cf3605146abc3285d4f599cc1b6c18fc445ae876dd1e3/cymem-2.0.11-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:f4a311c82f743275c84f708df89ac5bf60ddefe4713d532000c887931e22941f", size = 42389, upload-time = "2025-01-16T21:50:05.925Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/60/7aa0561a6c1f0d42643b02c4fdeb2a16181b0ff4e85d73d2d80c6689e92a/cymem-2.0.11-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:02ed92bead896cca36abad00502b14fa651bdf5d8319461126a2d5ac8c9674c5", size = 41948, upload-time = "2025-01-16T21:50:08.375Z" },
+    { url = "https://files.pythonhosted.org/packages/5f/4e/88a29cc5575374982e527b4ebcab3781bdc826ce693c6418a0f836544246/cymem-2.0.11-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:44ddd3588379f8f376116384af99e3fb5f90091d90f520c341942618bf22f05e", size = 219382, upload-time = "2025-01-16T21:50:13.089Z" },
+    { url = "https://files.pythonhosted.org/packages/9b/3a/8f96e167e93b7f7ec105ed7b25c77bbf215d15bcbf4a24082cdc12234cd6/cymem-2.0.11-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:87ec985623624bbd298762d8163fc194a096cb13282731a017e09ff8a60bb8b1", size = 222974, upload-time = "2025-01-16T21:50:17.969Z" },
+    { url = "https://files.pythonhosted.org/packages/6a/fc/ce016bb0c66a4776345fac7508fddec3b739b9dd4363094ac89cce048832/cymem-2.0.11-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:e3385a47285435848e0ed66cfd29b35f3ed8703218e2b17bd7a0c053822f26bf", size = 213426, upload-time = "2025-01-16T21:50:19.349Z" },
+    { url = "https://files.pythonhosted.org/packages/5c/c8/accf7cc768f751447a5050b14a195af46798bc22767ac25f49b02861b1eb/cymem-2.0.11-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:5461e65340d6572eb64deadce79242a446a1d39cb7bf70fe7b7e007eb0d799b0", size = 219195, upload-time = "2025-01-16T21:50:21.407Z" },
+    { url = "https://files.pythonhosted.org/packages/74/65/c162fbac63e867a055240b6600b92ef96c0eb7a1895312ac53c4be93d056/cymem-2.0.11-cp313-cp313-win_amd64.whl", hash = "sha256:25da111adf425c29af0cfd9fecfec1c71c8d82e2244a85166830a0817a66ada7", size = 39090, upload-time = "2025-01-16T21:50:24.239Z" },
+]
+
 [[package]]
 name = "filelock"
 version = "3.18.0"
@@ -110,12 +197,26 @@ source = { virtual = "." }
 dependencies = [
     { name = "huggingface-hub" },
     { name = "scikit-learn" },
+    { name = "spacy" },
 ]
 
 [package.metadata]
 requires-dist = [
     { name = "huggingface-hub", specifier = ">=0.33.2" },
     { name = "scikit-learn", specifier = ">=1.7.0" },
+    { name = "spacy", specifier = ">=3.8.7" },
+]
+
+[[package]]
+name = "jinja2"
+version = "3.1.6"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "markupsafe" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/df/bf/f7da0350254c0ed7c72f3e33cef02e048281fec7ecec5f032d4aac52226b/jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d", size = 245115, upload-time = "2025-03-05T20:05:02.478Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/62/a1/3d680cbfd5f4b8f15abc1d571870c5fc3e594bb582bc3b64ea099db13e56/jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67", size = 134899, upload-time = "2025-03-05T20:05:00.369Z" },
 ]
 
 [[package]]
@@ -127,6 +228,116 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/7d/4f/1195bbac8e0c2acc5f740661631d8d750dc38d4a32b23ee5df3cde6f4e0d/joblib-1.5.1-py3-none-any.whl", hash = "sha256:4719a31f054c7d766948dcd83e9613686b27114f190f717cec7eaa2084f8a74a", size = 307746, upload-time = "2025-05-23T12:04:35.124Z" },
 ]
 
+[[package]]
+name = "langcodes"
+version = "3.5.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "language-data" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/3a/7a/5a97e327063409a5caa21541e6d08ae4a0f2da328447e9f2c7b39e179226/langcodes-3.5.0.tar.gz", hash = "sha256:1eef8168d07e51e131a2497ffecad4b663f6208e7c3ae3b8dc15c51734a6f801", size = 191030, upload-time = "2024-11-19T10:23:45.546Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c3/6b/068c2ea7a712bf805c62445bd9e9c06d7340358ef2824150eceac027444b/langcodes-3.5.0-py3-none-any.whl", hash = "sha256:853c69d1a35e0e13da2f427bb68fb2fa4a8f4fb899e0c62ad8df8d073dcfed33", size = 182974, upload-time = "2024-11-19T10:23:42.824Z" },
+]
+
+[[package]]
+name = "language-data"
+version = "1.3.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "marisa-trie" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/dd/ce/3f144716a9f2cbf42aa86ebc8b085a184be25c80aa453eea17c294d239c1/language_data-1.3.0.tar.gz", hash = "sha256:7600ef8aa39555145d06c89f0c324bf7dab834ea0b0a439d8243762e3ebad7ec", size = 5129310, upload-time = "2024-11-19T10:21:37.912Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/5d/e9/5a5ffd9b286db82be70d677d0a91e4d58f7912bb8dd026ddeeb4abe70679/language_data-1.3.0-py3-none-any.whl", hash = "sha256:e2ee943551b5ae5f89cd0e801d1fc3835bb0ef5b7e9c3a4e8e17b2b214548fbf", size = 5385760, upload-time = "2024-11-19T10:21:36.005Z" },
+]
+
+[[package]]
+name = "marisa-trie"
+version = "1.2.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "setuptools" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/31/15/9d9743897e4450b2de199ee673b50cb018980c4ced477d41cf91304a85e3/marisa_trie-1.2.1.tar.gz", hash = "sha256:3a27c408e2aefc03e0f1d25b2ff2afb85aac3568f6fa2ae2a53b57a2e87ce29d", size = 416124, upload-time = "2024-10-12T11:30:15.989Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/2a/a4/a110cd9952f0e72da7bafea1f0084b18b9e03952110d9083bfda52279f5c/marisa_trie-1.2.1-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:b5ea16e69bfda0ac028c921b58de1a4aaf83d43934892977368579cd3c0a2554", size = 354439, upload-time = "2024-10-12T11:29:16.831Z" },
+    { url = "https://files.pythonhosted.org/packages/3c/a5/a6099eb1c3fd8d7e93408c45501e1d08536ac57dfef02ec331f78e1ace18/marisa_trie-1.2.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:9f627f4e41be710b6cb6ed54b0128b229ac9d50e2054d9cde3af0fef277c23cf", size = 188187, upload-time = "2024-10-12T11:29:18.558Z" },
+    { url = "https://files.pythonhosted.org/packages/7c/cc/f637127e2beffa920d21f7fc45b4029575bcd1b28a90c0d90cb2b08c2205/marisa_trie-1.2.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:5e649f3dc8ab5476732094f2828cc90cac3be7c79bc0c8318b6fda0c1d248db4", size = 171484, upload-time = "2024-10-12T11:29:19.596Z" },
+    { url = "https://files.pythonhosted.org/packages/6d/0f/29f2ad7260b956570f69f25a542efa51ba76eb76ecd53c63ee9d21987c3d/marisa_trie-1.2.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:46e528ee71808c961baf8c3ce1c46a8337ec7a96cc55389d11baafe5b632f8e9", size = 1319770, upload-time = "2024-10-12T11:29:20.661Z" },
+    { url = "https://files.pythonhosted.org/packages/f2/12/0b69ed61fba59551a5f3d569af367afae614db7214ce1da12946ba9a433a/marisa_trie-1.2.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:36aa4401a1180615f74d575571a6550081d84fc6461e9aefc0bb7b2427af098e", size = 1356488, upload-time = "2024-10-12T11:29:21.95Z" },
+    { url = "https://files.pythonhosted.org/packages/33/23/483b110db7ffe8729d6ebea2bf74258aef51f10fef5775f99e4bac7aef69/marisa_trie-1.2.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ce59bcd2cda9bb52b0e90cc7f36413cd86c3d0ce7224143447424aafb9f4aa48", size = 1302334, upload-time = "2024-10-12T11:29:24.217Z" },
+    { url = "https://files.pythonhosted.org/packages/1c/6f/46c2be99ce925985127fdf78900f1673bce8cb72debfebee6dccd11032c6/marisa_trie-1.2.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:f4cd800704a5fc57e53c39c3a6b0c9b1519ebdbcb644ede3ee67a06eb542697d", size = 2202624, upload-time = "2024-10-12T11:29:25.499Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/b6/ef642327dbd4ec35be55d5682520b8f70fca98a54024f441ef2732f6b305/marisa_trie-1.2.1-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:2428b495003c189695fb91ceeb499f9fcced3a2dce853e17fa475519433c67ff", size = 2364206, upload-time = "2024-10-12T11:29:26.771Z" },
+    { url = "https://files.pythonhosted.org/packages/69/04/ef8197a79d0ab5043b781cc9b457bd11b81d4204fe78adf7625a67f48c21/marisa_trie-1.2.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:735c363d9aaac82eaf516a28f7c6b95084c2e176d8231c87328dc80e112a9afa", size = 2304801, upload-time = "2024-10-12T11:29:28.095Z" },
+    { url = "https://files.pythonhosted.org/packages/03/72/f87564d653daf31d8f33d9bf0121e99ccc21f18f5c485fb404ba06abc10e/marisa_trie-1.2.1-cp313-cp313-win32.whl", hash = "sha256:eba6ca45500ca1a042466a0684aacc9838e7f20fe2605521ee19f2853062798f", size = 128799, upload-time = "2024-10-12T11:29:30.28Z" },
+    { url = "https://files.pythonhosted.org/packages/27/40/5f9eb8b73030cc4b0d6817176e66079a62a2ddd9d5530da54f8011473428/marisa_trie-1.2.1-cp313-cp313-win_amd64.whl", hash = "sha256:aa7cd17e1c690ce96c538b2f4aae003d9a498e65067dd433c52dd069009951d4", size = 149035, upload-time = "2024-10-12T11:29:31.332Z" },
+]
+
+[[package]]
+name = "markdown-it-py"
+version = "3.0.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "mdurl" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/38/71/3b932df36c1a044d397a1f92d1cf91ee0a503d91e470cbd670aa66b07ed0/markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb", size = 74596, upload-time = "2023-06-03T06:41:14.443Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/42/d7/1ec15b46af6af88f19b8e5ffea08fa375d433c998b8a7639e76935c14f1f/markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1", size = 87528, upload-time = "2023-06-03T06:41:11.019Z" },
+]
+
+[[package]]
+name = "markupsafe"
+version = "3.0.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/b2/97/5d42485e71dfc078108a86d6de8fa46db44a1a9295e89c5d6d4a06e23a62/markupsafe-3.0.2.tar.gz", hash = "sha256:ee55d3edf80167e48ea11a923c7386f4669df67d7994554387f84e7d8b0a2bf0", size = 20537, upload-time = "2024-10-18T15:21:54.129Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/83/0e/67eb10a7ecc77a0c2bbe2b0235765b98d164d81600746914bebada795e97/MarkupSafe-3.0.2-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:ba9527cdd4c926ed0760bc301f6728ef34d841f405abf9d4f959c478421e4efd", size = 14274, upload-time = "2024-10-18T15:21:24.577Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/6d/9409f3684d3335375d04e5f05744dfe7e9f120062c9857df4ab490a1031a/MarkupSafe-3.0.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:f8b3d067f2e40fe93e1ccdd6b2e1d16c43140e76f02fb1319a05cf2b79d99430", size = 12352, upload-time = "2024-10-18T15:21:25.382Z" },
+    { url = "https://files.pythonhosted.org/packages/d2/f5/6eadfcd3885ea85fe2a7c128315cc1bb7241e1987443d78c8fe712d03091/MarkupSafe-3.0.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:569511d3b58c8791ab4c2e1285575265991e6d8f8700c7be0e88f86cb0672094", size = 24122, upload-time = "2024-10-18T15:21:26.199Z" },
+    { url = "https://files.pythonhosted.org/packages/0c/91/96cf928db8236f1bfab6ce15ad070dfdd02ed88261c2afafd4b43575e9e9/MarkupSafe-3.0.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:15ab75ef81add55874e7ab7055e9c397312385bd9ced94920f2802310c930396", size = 23085, upload-time = "2024-10-18T15:21:27.029Z" },
+    { url = "https://files.pythonhosted.org/packages/c2/cf/c9d56af24d56ea04daae7ac0940232d31d5a8354f2b457c6d856b2057d69/MarkupSafe-3.0.2-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f3818cb119498c0678015754eba762e0d61e5b52d34c8b13d770f0719f7b1d79", size = 22978, upload-time = "2024-10-18T15:21:27.846Z" },
+    { url = "https://files.pythonhosted.org/packages/2a/9f/8619835cd6a711d6272d62abb78c033bda638fdc54c4e7f4272cf1c0962b/MarkupSafe-3.0.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:cdb82a876c47801bb54a690c5ae105a46b392ac6099881cdfb9f6e95e4014c6a", size = 24208, upload-time = "2024-10-18T15:21:28.744Z" },
+    { url = "https://files.pythonhosted.org/packages/f9/bf/176950a1792b2cd2102b8ffeb5133e1ed984547b75db47c25a67d3359f77/MarkupSafe-3.0.2-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:cabc348d87e913db6ab4aa100f01b08f481097838bdddf7c7a84b7575b7309ca", size = 23357, upload-time = "2024-10-18T15:21:29.545Z" },
+    { url = "https://files.pythonhosted.org/packages/ce/4f/9a02c1d335caabe5c4efb90e1b6e8ee944aa245c1aaaab8e8a618987d816/MarkupSafe-3.0.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:444dcda765c8a838eaae23112db52f1efaf750daddb2d9ca300bcae1039adc5c", size = 23344, upload-time = "2024-10-18T15:21:30.366Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/55/c271b57db36f748f0e04a759ace9f8f759ccf22b4960c270c78a394f58be/MarkupSafe-3.0.2-cp313-cp313-win32.whl", hash = "sha256:bcf3e58998965654fdaff38e58584d8937aa3096ab5354d493c77d1fdd66d7a1", size = 15101, upload-time = "2024-10-18T15:21:31.207Z" },
+    { url = "https://files.pythonhosted.org/packages/29/88/07df22d2dd4df40aba9f3e402e6dc1b8ee86297dddbad4872bd5e7b0094f/MarkupSafe-3.0.2-cp313-cp313-win_amd64.whl", hash = "sha256:e6a2a455bd412959b57a172ce6328d2dd1f01cb2135efda2e4576e8a23fa3b0f", size = 15603, upload-time = "2024-10-18T15:21:32.032Z" },
+    { url = "https://files.pythonhosted.org/packages/62/6a/8b89d24db2d32d433dffcd6a8779159da109842434f1dd2f6e71f32f738c/MarkupSafe-3.0.2-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:b5a6b3ada725cea8a5e634536b1b01c30bcdcd7f9c6fff4151548d5bf6b3a36c", size = 14510, upload-time = "2024-10-18T15:21:33.625Z" },
+    { url = "https://files.pythonhosted.org/packages/7a/06/a10f955f70a2e5a9bf78d11a161029d278eeacbd35ef806c3fd17b13060d/MarkupSafe-3.0.2-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:a904af0a6162c73e3edcb969eeeb53a63ceeb5d8cf642fade7d39e7963a22ddb", size = 12486, upload-time = "2024-10-18T15:21:34.611Z" },
+    { url = "https://files.pythonhosted.org/packages/34/cf/65d4a571869a1a9078198ca28f39fba5fbb910f952f9dbc5220afff9f5e6/MarkupSafe-3.0.2-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4aa4e5faecf353ed117801a068ebab7b7e09ffb6e1d5e412dc852e0da018126c", size = 25480, upload-time = "2024-10-18T15:21:35.398Z" },
+    { url = "https://files.pythonhosted.org/packages/0c/e3/90e9651924c430b885468b56b3d597cabf6d72be4b24a0acd1fa0e12af67/MarkupSafe-3.0.2-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c0ef13eaeee5b615fb07c9a7dadb38eac06a0608b41570d8ade51c56539e509d", size = 23914, upload-time = "2024-10-18T15:21:36.231Z" },
+    { url = "https://files.pythonhosted.org/packages/66/8c/6c7cf61f95d63bb866db39085150df1f2a5bd3335298f14a66b48e92659c/MarkupSafe-3.0.2-cp313-cp313t-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d16a81a06776313e817c951135cf7340a3e91e8c1ff2fac444cfd75fffa04afe", size = 23796, upload-time = "2024-10-18T15:21:37.073Z" },
+    { url = "https://files.pythonhosted.org/packages/bb/35/cbe9238ec3f47ac9a7c8b3df7a808e7cb50fe149dc7039f5f454b3fba218/MarkupSafe-3.0.2-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:6381026f158fdb7c72a168278597a5e3a5222e83ea18f543112b2662a9b699c5", size = 25473, upload-time = "2024-10-18T15:21:37.932Z" },
+    { url = "https://files.pythonhosted.org/packages/e6/32/7621a4382488aa283cc05e8984a9c219abad3bca087be9ec77e89939ded9/MarkupSafe-3.0.2-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:3d79d162e7be8f996986c064d1c7c817f6df3a77fe3d6859f6f9e7be4b8c213a", size = 24114, upload-time = "2024-10-18T15:21:39.799Z" },
+    { url = "https://files.pythonhosted.org/packages/0d/80/0985960e4b89922cb5a0bac0ed39c5b96cbc1a536a99f30e8c220a996ed9/MarkupSafe-3.0.2-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:131a3c7689c85f5ad20f9f6fb1b866f402c445b220c19fe4308c0b147ccd2ad9", size = 24098, upload-time = "2024-10-18T15:21:40.813Z" },
+    { url = "https://files.pythonhosted.org/packages/82/78/fedb03c7d5380df2427038ec8d973587e90561b2d90cd472ce9254cf348b/MarkupSafe-3.0.2-cp313-cp313t-win32.whl", hash = "sha256:ba8062ed2cf21c07a9e295d5b8a2a5ce678b913b45fdf68c32d95d6c1291e0b6", size = 15208, upload-time = "2024-10-18T15:21:41.814Z" },
+    { url = "https://files.pythonhosted.org/packages/4f/65/6079a46068dfceaeabb5dcad6d674f5f5c61a6fa5673746f42a9f4c233b3/MarkupSafe-3.0.2-cp313-cp313t-win_amd64.whl", hash = "sha256:e444a31f8db13eb18ada366ab3cf45fd4b31e4db1236a4448f68778c1d1a5a2f", size = 15739, upload-time = "2024-10-18T15:21:42.784Z" },
+]
+
+[[package]]
+name = "mdurl"
+version = "0.1.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/d6/54/cfe61301667036ec958cb99bd3efefba235e65cdeb9c84d24a8293ba1d90/mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba", size = 8729, upload-time = "2022-08-14T12:40:10.846Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b3/38/89ba8ad64ae25be8de66a6d463314cf1eb366222074cfda9ee839c56a4b4/mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8", size = 9979, upload-time = "2022-08-14T12:40:09.779Z" },
+]
+
+[[package]]
+name = "murmurhash"
+version = "1.0.13"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/54/e9/02efbc6dfc2dd2085da3daacf9a8c17e8356019eceaedbfa21555e32d2af/murmurhash-1.0.13.tar.gz", hash = "sha256:737246d41ee00ff74b07b0bd1f0888be304d203ce668e642c86aa64ede30f8b7", size = 13258, upload-time = "2025-05-22T12:35:57.019Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/00/b4/8919dfdc4a131ad38a57b2c5de69f4bd74538bf546637ee59ebaebe6e5a4/murmurhash-1.0.13-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:b8a7f8befd901379b6dc57a9e49c5188454113747ad6aa8cdd951a6048e10790", size = 26852, upload-time = "2025-05-22T12:35:41.061Z" },
+    { url = "https://files.pythonhosted.org/packages/b4/32/ce78bef5d6101568bcb12f5bb5103fabcbe23723ec52e76ff66132d5dbb7/murmurhash-1.0.13-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:f741aab86007510199193eee4f87c5ece92bc5a6ca7d0fe0d27335c1203dface", size = 26900, upload-time = "2025-05-22T12:35:42.097Z" },
+    { url = "https://files.pythonhosted.org/packages/0c/4c/0f47c0b4f6b31a1de84d65f9573832c78cd47b4b8ce25ab5596a8238d150/murmurhash-1.0.13-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:82614f18fa6d9d83da6bb0918f3789a3e1555d0ce12c2548153e97f79b29cfc9", size = 130033, upload-time = "2025-05-22T12:35:43.113Z" },
+    { url = "https://files.pythonhosted.org/packages/e0/cb/e47233e32fb792dcc9fb18a2cf65f795d47179b29c2b4a2034689f14c707/murmurhash-1.0.13-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:91f22a48b9454712e0690aa0b76cf0156a5d5a083d23ec7e209cfaeef28f56ff", size = 130619, upload-time = "2025-05-22T12:35:44.229Z" },
+    { url = "https://files.pythonhosted.org/packages/8f/f1/f89911bf304ba5d385ccd346cc7fbb1c1450a24f093b592c3bfe87768467/murmurhash-1.0.13-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:c4bc7938627b8fcb3d598fe6657cc96d1e31f4eba6a871b523c1512ab6dacb3e", size = 127643, upload-time = "2025-05-22T12:35:45.369Z" },
+    { url = "https://files.pythonhosted.org/packages/a4/24/262229221f6840c1a04a46051075e99675e591571abcca6b9a8b6aa1602b/murmurhash-1.0.13-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:58a61f1fc840f9ef704e638c39b8517bab1d21f1a9dbb6ba3ec53e41360e44ec", size = 127981, upload-time = "2025-05-22T12:35:46.503Z" },
+    { url = "https://files.pythonhosted.org/packages/18/25/addbc1d28f83252732ac3e57334d42f093890b4c2cce483ba01a42bc607c/murmurhash-1.0.13-cp313-cp313-win_amd64.whl", hash = "sha256:c451a22f14c2f40e7abaea521ee24fa0e46fbec480c4304c25c946cdb6e81883", size = 24880, upload-time = "2025-05-22T12:35:47.625Z" },
+]
+
 [[package]]
 name = "numpy"
 version = "2.3.1"
@@ -166,6 +377,77 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/20/12/38679034af332785aac8774540895e234f4d07f7545804097de4b666afd8/packaging-25.0-py3-none-any.whl", hash = "sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484", size = 66469, upload-time = "2025-04-19T11:48:57.875Z" },
 ]
 
+[[package]]
+name = "preshed"
+version = "3.0.10"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "cymem" },
+    { name = "murmurhash" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/4d/3a/db814f67a05b6d7f9c15d38edef5ec9b21415710705b393883de92aee5ef/preshed-3.0.10.tar.gz", hash = "sha256:5a5c8e685e941f4ffec97f1fbf32694b8107858891a4bc34107fac981d8296ff", size = 15039, upload-time = "2025-05-26T15:18:33.612Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/bf/5e/87671bc58c4f6c8cf0a5601ccd74b8bb50281ff28aa4ab3e3cad5cd9d06a/preshed-3.0.10-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:23e6e0581a517597f3f76bc24a4cdb0ba5509933d4f61c34fca49649dd71edf9", size = 129184, upload-time = "2025-05-26T15:18:13.331Z" },
+    { url = "https://files.pythonhosted.org/packages/92/69/b3969a3c95778def5bf5126484a1f7d2ad324d1040077f55f56e027d8ea4/preshed-3.0.10-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:574e6d6056981540310ff181b47a2912f4bddc91bcace3c7a9c6726eafda24ca", size = 124258, upload-time = "2025-05-26T15:18:14.497Z" },
+    { url = "https://files.pythonhosted.org/packages/32/df/6e828ec4565bf33bd4803a3eb3b1102830b739143e5d6c132bf7181a58ec/preshed-3.0.10-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2bd658dd73e853d1bb5597976a407feafa681b9d6155bc9bc7b4c2acc2a6ee96", size = 825445, upload-time = "2025-05-26T15:18:15.71Z" },
+    { url = "https://files.pythonhosted.org/packages/05/3d/478b585f304920e51f328c9231e22f30dc64baa68e079e08a46ab72be738/preshed-3.0.10-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5b95396046328ffb461a68859ce2141aca4815b8624167832d28ced70d541626", size = 831690, upload-time = "2025-05-26T15:18:17.08Z" },
+    { url = "https://files.pythonhosted.org/packages/c3/65/938f21f77227e8d398d46fb10b9d1b3467be859468ce8db138fc3d50589c/preshed-3.0.10-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:3e6728b2028bbe79565eb6cf676b5bae5ce1f9cc56e4bf99bb28ce576f88054d", size = 808593, upload-time = "2025-05-26T15:18:18.535Z" },
+    { url = "https://files.pythonhosted.org/packages/6c/1c/2a3961fc88bc72300ff7e4ca54689bda90d2d77cc994167cc09a310480b6/preshed-3.0.10-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:c4ef96cb28bf5f08de9c070143113e168efccbb68fd4961e7d445f734c051a97", size = 837333, upload-time = "2025-05-26T15:18:19.937Z" },
+    { url = "https://files.pythonhosted.org/packages/fa/8c/d3e30f80b2ef21f267f09f0b7d18995adccc928ede5b73ea3fe54e1303f4/preshed-3.0.10-cp313-cp313-win_amd64.whl", hash = "sha256:97e0e2edfd25a7dfba799b49b3c5cc248ad0318a76edd9d5fd2c82aa3d5c64ed", size = 115769, upload-time = "2025-05-26T15:18:21.842Z" },
+]
+
+[[package]]
+name = "pydantic"
+version = "2.11.7"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "annotated-types" },
+    { name = "pydantic-core" },
+    { name = "typing-extensions" },
+    { name = "typing-inspection" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/00/dd/4325abf92c39ba8623b5af936ddb36ffcfe0beae70405d456ab1fb2f5b8c/pydantic-2.11.7.tar.gz", hash = "sha256:d989c3c6cb79469287b1569f7447a17848c998458d49ebe294e975b9baf0f0db", size = 788350, upload-time = "2025-06-14T08:33:17.137Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/6a/c0/ec2b1c8712ca690e5d61979dee872603e92b8a32f94cc1b72d53beab008a/pydantic-2.11.7-py3-none-any.whl", hash = "sha256:dde5df002701f6de26248661f6835bbe296a47bf73990135c7d07ce741b9623b", size = 444782, upload-time = "2025-06-14T08:33:14.905Z" },
+]
+
+[[package]]
+name = "pydantic-core"
+version = "2.33.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/ad/88/5f2260bdfae97aabf98f1778d43f69574390ad787afb646292a638c923d4/pydantic_core-2.33.2.tar.gz", hash = "sha256:7cb8bc3605c29176e1b105350d2e6474142d7c1bd1d9327c4a9bdb46bf827acc", size = 435195, upload-time = "2025-04-23T18:33:52.104Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/46/8c/99040727b41f56616573a28771b1bfa08a3d3fe74d3d513f01251f79f172/pydantic_core-2.33.2-cp313-cp313-macosx_10_12_x86_64.whl", hash = "sha256:1082dd3e2d7109ad8b7da48e1d4710c8d06c253cbc4a27c1cff4fbcaa97a9e3f", size = 2015688, upload-time = "2025-04-23T18:31:53.175Z" },
+    { url = "https://files.pythonhosted.org/packages/3a/cc/5999d1eb705a6cefc31f0b4a90e9f7fc400539b1a1030529700cc1b51838/pydantic_core-2.33.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:f517ca031dfc037a9c07e748cefd8d96235088b83b4f4ba8939105d20fa1dcd6", size = 1844808, upload-time = "2025-04-23T18:31:54.79Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/5e/a0a7b8885c98889a18b6e376f344da1ef323d270b44edf8174d6bce4d622/pydantic_core-2.33.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0a9f2c9dd19656823cb8250b0724ee9c60a82f3cdf68a080979d13092a3b0fef", size = 1885580, upload-time = "2025-04-23T18:31:57.393Z" },
+    { url = "https://files.pythonhosted.org/packages/3b/2a/953581f343c7d11a304581156618c3f592435523dd9d79865903272c256a/pydantic_core-2.33.2-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:2b0a451c263b01acebe51895bfb0e1cc842a5c666efe06cdf13846c7418caa9a", size = 1973859, upload-time = "2025-04-23T18:31:59.065Z" },
+    { url = "https://files.pythonhosted.org/packages/e6/55/f1a813904771c03a3f97f676c62cca0c0a4138654107c1b61f19c644868b/pydantic_core-2.33.2-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1ea40a64d23faa25e62a70ad163571c0b342b8bf66d5fa612ac0dec4f069d916", size = 2120810, upload-time = "2025-04-23T18:32:00.78Z" },
+    { url = "https://files.pythonhosted.org/packages/aa/c3/053389835a996e18853ba107a63caae0b9deb4a276c6b472931ea9ae6e48/pydantic_core-2.33.2-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:0fb2d542b4d66f9470e8065c5469ec676978d625a8b7a363f07d9a501a9cb36a", size = 2676498, upload-time = "2025-04-23T18:32:02.418Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/3c/f4abd740877a35abade05e437245b192f9d0ffb48bbbbd708df33d3cda37/pydantic_core-2.33.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9fdac5d6ffa1b5a83bca06ffe7583f5576555e6c8b3a91fbd25ea7780f825f7d", size = 2000611, upload-time = "2025-04-23T18:32:04.152Z" },
+    { url = "https://files.pythonhosted.org/packages/59/a7/63ef2fed1837d1121a894d0ce88439fe3e3b3e48c7543b2a4479eb99c2bd/pydantic_core-2.33.2-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:04a1a413977ab517154eebb2d326da71638271477d6ad87a769102f7c2488c56", size = 2107924, upload-time = "2025-04-23T18:32:06.129Z" },
+    { url = "https://files.pythonhosted.org/packages/04/8f/2551964ef045669801675f1cfc3b0d74147f4901c3ffa42be2ddb1f0efc4/pydantic_core-2.33.2-cp313-cp313-musllinux_1_1_aarch64.whl", hash = "sha256:c8e7af2f4e0194c22b5b37205bfb293d166a7344a5b0d0eaccebc376546d77d5", size = 2063196, upload-time = "2025-04-23T18:32:08.178Z" },
+    { url = "https://files.pythonhosted.org/packages/26/bd/d9602777e77fc6dbb0c7db9ad356e9a985825547dce5ad1d30ee04903918/pydantic_core-2.33.2-cp313-cp313-musllinux_1_1_armv7l.whl", hash = "sha256:5c92edd15cd58b3c2d34873597a1e20f13094f59cf88068adb18947df5455b4e", size = 2236389, upload-time = "2025-04-23T18:32:10.242Z" },
+    { url = "https://files.pythonhosted.org/packages/42/db/0e950daa7e2230423ab342ae918a794964b053bec24ba8af013fc7c94846/pydantic_core-2.33.2-cp313-cp313-musllinux_1_1_x86_64.whl", hash = "sha256:65132b7b4a1c0beded5e057324b7e16e10910c106d43675d9bd87d4f38dde162", size = 2239223, upload-time = "2025-04-23T18:32:12.382Z" },
+    { url = "https://files.pythonhosted.org/packages/58/4d/4f937099c545a8a17eb52cb67fe0447fd9a373b348ccfa9a87f141eeb00f/pydantic_core-2.33.2-cp313-cp313-win32.whl", hash = "sha256:52fb90784e0a242bb96ec53f42196a17278855b0f31ac7c3cc6f5c1ec4811849", size = 1900473, upload-time = "2025-04-23T18:32:14.034Z" },
+    { url = "https://files.pythonhosted.org/packages/a0/75/4a0a9bac998d78d889def5e4ef2b065acba8cae8c93696906c3a91f310ca/pydantic_core-2.33.2-cp313-cp313-win_amd64.whl", hash = "sha256:c083a3bdd5a93dfe480f1125926afcdbf2917ae714bdb80b36d34318b2bec5d9", size = 1955269, upload-time = "2025-04-23T18:32:15.783Z" },
+    { url = "https://files.pythonhosted.org/packages/f9/86/1beda0576969592f1497b4ce8e7bc8cbdf614c352426271b1b10d5f0aa64/pydantic_core-2.33.2-cp313-cp313-win_arm64.whl", hash = "sha256:e80b087132752f6b3d714f041ccf74403799d3b23a72722ea2e6ba2e892555b9", size = 1893921, upload-time = "2025-04-23T18:32:18.473Z" },
+    { url = "https://files.pythonhosted.org/packages/a4/7d/e09391c2eebeab681df2b74bfe6c43422fffede8dc74187b2b0bf6fd7571/pydantic_core-2.33.2-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:61c18fba8e5e9db3ab908620af374db0ac1baa69f0f32df4f61ae23f15e586ac", size = 1806162, upload-time = "2025-04-23T18:32:20.188Z" },
+    { url = "https://files.pythonhosted.org/packages/f1/3d/847b6b1fed9f8ed3bb95a9ad04fbd0b212e832d4f0f50ff4d9ee5a9f15cf/pydantic_core-2.33.2-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:95237e53bb015f67b63c91af7518a62a8660376a6a0db19b89acc77a4d6199f5", size = 1981560, upload-time = "2025-04-23T18:32:22.354Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/9a/e73262f6c6656262b5fdd723ad90f518f579b7bc8622e43a942eec53c938/pydantic_core-2.33.2-cp313-cp313t-win_amd64.whl", hash = "sha256:c2fc0a768ef76c15ab9238afa6da7f69895bb5d1ee83aeea2e3509af4472d0b9", size = 1935777, upload-time = "2025-04-23T18:32:25.088Z" },
+]
+
+[[package]]
+name = "pygments"
+version = "2.19.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/b0/77/a5b8c569bf593b0140bde72ea885a803b82086995367bf2037de0159d924/pygments-2.19.2.tar.gz", hash = "sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887", size = 4968631, upload-time = "2025-06-21T13:39:12.283Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c7/21/705964c7812476f378728bdf590ca4b771ec72385c533964653c68e86bdc/pygments-2.19.2-py3-none-any.whl", hash = "sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b", size = 1225217, upload-time = "2025-06-21T13:39:07.939Z" },
+]
+
 [[package]]
 name = "pyyaml"
 version = "6.0.2"
@@ -198,6 +480,19 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/7c/e4/56027c4a6b4ae70ca9de302488c5ca95ad4a39e190093d6c1a8ace08341b/requests-2.32.4-py3-none-any.whl", hash = "sha256:27babd3cda2a6d50b30443204ee89830707d396671944c998b5975b031ac2b2c", size = 64847, upload-time = "2025-06-09T16:43:05.728Z" },
 ]
 
+[[package]]
+name = "rich"
+version = "14.0.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "markdown-it-py" },
+    { name = "pygments" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/a1/53/830aa4c3066a8ab0ae9a9955976fb770fe9c6102117c8ec4ab3ea62d89e8/rich-14.0.0.tar.gz", hash = "sha256:82f1bc23a6a21ebca4ae0c45af9bdbc492ed20231dcb63f297d6d1021a9d5725", size = 224078, upload-time = "2025-03-30T14:15:14.23Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/0d/9b/63f4c7ebc259242c89b3acafdb37b41d1185c07ff0011164674e9076b491/rich-14.0.0-py3-none-any.whl", hash = "sha256:1c9491e1951aac09caffd42f448ee3d04e58923ffe14993f6e83068dc395d7e0", size = 243229, upload-time = "2025-03-30T14:15:12.283Z" },
+]
+
 [[package]]
 name = "scikit-learn"
 version = "1.7.0"
@@ -250,6 +545,137 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/eb/c4/231cac7a8385394ebbbb4f1ca662203e9d8c332825ab4f36ffc3ead09a42/scipy-1.16.0-cp313-cp313t-win_amd64.whl", hash = "sha256:f56296fefca67ba605fd74d12f7bd23636267731a72cb3947963e76b8c0a25db", size = 38515076, upload-time = "2025-06-22T16:21:45.694Z" },
 ]
 
+[[package]]
+name = "setuptools"
+version = "80.9.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/18/5d/3bf57dcd21979b887f014ea83c24ae194cfcd12b9e0fda66b957c69d1fca/setuptools-80.9.0.tar.gz", hash = "sha256:f36b47402ecde768dbfafc46e8e4207b4360c654f1f3bb84475f0a28628fb19c", size = 1319958, upload-time = "2025-05-27T00:56:51.443Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a3/dc/17031897dae0efacfea57dfd3a82fdd2a2aeb58e0ff71b77b87e44edc772/setuptools-80.9.0-py3-none-any.whl", hash = "sha256:062d34222ad13e0cc312a4c02d73f059e86a4acbfbdea8f8f76b28c99f306922", size = 1201486, upload-time = "2025-05-27T00:56:49.664Z" },
+]
+
+[[package]]
+name = "shellingham"
+version = "1.5.4"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/58/15/8b3609fd3830ef7b27b655beb4b4e9c62313a4e8da8c676e142cc210d58e/shellingham-1.5.4.tar.gz", hash = "sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de", size = 10310, upload-time = "2023-10-24T04:13:40.426Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e0/f9/0595336914c5619e5f28a1fb793285925a8cd4b432c9da0a987836c7f822/shellingham-1.5.4-py2.py3-none-any.whl", hash = "sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686", size = 9755, upload-time = "2023-10-24T04:13:38.866Z" },
+]
+
+[[package]]
+name = "smart-open"
+version = "7.3.0.post1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "wrapt" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/18/2b/5e7234c68ed5bc872ad6ae77b8a421c2ed70dcb1190b44dc1abdeed5e347/smart_open-7.3.0.post1.tar.gz", hash = "sha256:ce6a3d9bc1afbf6234ad13c010b77f8cd36d24636811e3c52c3b5160f5214d1e", size = 51557, upload-time = "2025-07-03T10:06:31.271Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/08/5b/a2a3d4514c64818925f4e886d39981f1926eeb5288a4549c6b3c17ed66bb/smart_open-7.3.0.post1-py3-none-any.whl", hash = "sha256:c73661a2c24bf045c1e04e08fffc585b59af023fe783d57896f590489db66fb4", size = 61946, upload-time = "2025-07-03T10:06:29.599Z" },
+]
+
+[[package]]
+name = "spacy"
+version = "3.8.7"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "catalogue" },
+    { name = "cymem" },
+    { name = "jinja2" },
+    { name = "langcodes" },
+    { name = "murmurhash" },
+    { name = "numpy" },
+    { name = "packaging" },
+    { name = "preshed" },
+    { name = "pydantic" },
+    { name = "requests" },
+    { name = "setuptools" },
+    { name = "spacy-legacy" },
+    { name = "spacy-loggers" },
+    { name = "srsly" },
+    { name = "thinc" },
+    { name = "tqdm" },
+    { name = "typer" },
+    { name = "wasabi" },
+    { name = "weasel" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/1e/9e/fb4e1cefe3fbd51ea6a243e5a3d2bc629baa9a28930bf4be6fe5672fa1ca/spacy-3.8.7.tar.gz", hash = "sha256:700fd174c6c552276be142c48e70bb53cae24c4dd86003c4432af9cb93e4c908", size = 1316143, upload-time = "2025-05-23T08:55:39.538Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/2a/95/7125bea6d432c601478bf922f7a568762c8be425bbde5b66698260ab0358/spacy-3.8.7-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:dda7d57f42ec57c19fbef348095a9c82504e4777bca7b8db4b0d8318ba280fc7", size = 6235950, upload-time = "2025-05-23T08:55:02.92Z" },
+    { url = "https://files.pythonhosted.org/packages/96/c3/d2362846154d4d341136774831605df02d61f49ac637524a15f4f2794874/spacy-3.8.7-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:de0e0bddb810ed05bce44bcb91460eabe52bc56323da398d2ca74288a906da35", size = 5878106, upload-time = "2025-05-23T08:55:04.496Z" },
+    { url = "https://files.pythonhosted.org/packages/50/b6/b2943acfbfc4fc12642dac9feb571e712dd1569ab481db8f3daedee045fe/spacy-3.8.7-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5a2e58f92b684465777a7c1a65d5578b1dc36fe55c48d9964fb6d46cc9449768", size = 33085866, upload-time = "2025-05-23T08:55:06.65Z" },
+    { url = "https://files.pythonhosted.org/packages/65/98/c4415cbb217ac0b502dbb3372136015c699dd16a0c47cd6d338cd15f4bed/spacy-3.8.7-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:46330da2eb357d6979f40ea8fc16ee5776ee75cd0c70aac2a4ea10c80364b8f3", size = 33398424, upload-time = "2025-05-23T08:55:10.477Z" },
+    { url = "https://files.pythonhosted.org/packages/12/45/12a198858f1f11c21844876e039ba90df59d550527c72996d418c1faf78d/spacy-3.8.7-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:86b6a6ad23ca5440ef9d29c2b1e3125e28722c927db612ae99e564d49202861c", size = 31530066, upload-time = "2025-05-23T08:55:13.329Z" },
+    { url = "https://files.pythonhosted.org/packages/9c/df/80524f99822eb96c9649200042ec5912357eec100cf0cd678a2e9ef0ecb3/spacy-3.8.7-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:ccfe468cbb370888153df145ce3693af8e54dae551940df49057258081b2112f", size = 32613343, upload-time = "2025-05-23T08:55:16.711Z" },
+    { url = "https://files.pythonhosted.org/packages/02/99/881f6f24c279a5a70b8d69aaf8266fd411a0a58fd1c8848112aaa348f6f6/spacy-3.8.7-cp313-cp313-win_amd64.whl", hash = "sha256:ca81e416ff35209769e8b5dd5d13acc52e4f57dd9d028364bccbbe157c2ae86b", size = 13911250, upload-time = "2025-05-23T08:55:19.606Z" },
+]
+
+[[package]]
+name = "spacy-legacy"
+version = "3.0.12"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/d9/79/91f9d7cc8db5642acad830dcc4b49ba65a7790152832c4eceb305e46d681/spacy-legacy-3.0.12.tar.gz", hash = "sha256:b37d6e0c9b6e1d7ca1cf5bc7152ab64a4c4671f59c85adaf7a3fcb870357a774", size = 23806, upload-time = "2023-01-23T09:04:15.104Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c3/55/12e842c70ff8828e34e543a2c7176dac4da006ca6901c9e8b43efab8bc6b/spacy_legacy-3.0.12-py2.py3-none-any.whl", hash = "sha256:476e3bd0d05f8c339ed60f40986c07387c0a71479245d6d0f4298dbd52cda55f", size = 29971, upload-time = "2023-01-23T09:04:13.45Z" },
+]
+
+[[package]]
+name = "spacy-loggers"
+version = "1.0.5"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/67/3d/926db774c9c98acf66cb4ed7faf6c377746f3e00b84b700d0868b95d0712/spacy-loggers-1.0.5.tar.gz", hash = "sha256:d60b0bdbf915a60e516cc2e653baeff946f0cfc461b452d11a4d5458c6fe5f24", size = 20811, upload-time = "2023-09-11T12:26:52.323Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/33/78/d1a1a026ef3af911159398c939b1509d5c36fe524c7b644f34a5146c4e16/spacy_loggers-1.0.5-py3-none-any.whl", hash = "sha256:196284c9c446cc0cdb944005384270d775fdeaf4f494d8e269466cfa497ef645", size = 22343, upload-time = "2023-09-11T12:26:50.586Z" },
+]
+
+[[package]]
+name = "srsly"
+version = "2.5.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "catalogue" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/b7/e8/eb51b1349f50bac0222398af0942613fdc9d1453ae67cbe4bf9936a1a54b/srsly-2.5.1.tar.gz", hash = "sha256:ab1b4bf6cf3e29da23dae0493dd1517fb787075206512351421b89b4fc27c77e", size = 466464, upload-time = "2025-01-17T09:26:26.919Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/42/94/cab36845aad6e2c22ecee1178accaa365657296ff87305b805648fd41118/srsly-2.5.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:84b372f7ef1604b4a5b3cee1571993931f845a5b58652ac01bcb32c52586d2a8", size = 634883, upload-time = "2025-01-17T09:25:58.363Z" },
+    { url = "https://files.pythonhosted.org/packages/67/8b/501f51f4eaee7e1fd7327764799cb0a42f5d0de042a97916d30dbff770fc/srsly-2.5.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:6ac3944c112acb3347a39bfdc2ebfc9e2d4bace20fe1c0b764374ac5b83519f2", size = 632842, upload-time = "2025-01-17T09:25:59.777Z" },
+    { url = "https://files.pythonhosted.org/packages/07/be/5b8fce4829661e070a7d3e262d2e533f0e297b11b8993d57240da67d7330/srsly-2.5.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6118f9c4b221cde0a990d06a42c8a4845218d55b425d8550746fe790acf267e9", size = 1118516, upload-time = "2025-01-17T09:26:01.234Z" },
+    { url = "https://files.pythonhosted.org/packages/91/60/a34e97564eac352c0e916c98f44b6f566b7eb6a9fb60bcd60ffa98530762/srsly-2.5.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7481460110d9986781d9e4ac0f5f991f1d6839284a80ad268625f9a23f686950", size = 1127974, upload-time = "2025-01-17T09:26:04.007Z" },
+    { url = "https://files.pythonhosted.org/packages/70/a2/f642334db0cabd187fa86b8773257ee6993c6009338a6831d4804e2c5b3c/srsly-2.5.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:6e57b8138082f09e35db60f99757e16652489e9e3692471d8e0c39aa95180688", size = 1086098, upload-time = "2025-01-17T09:26:05.612Z" },
+    { url = "https://files.pythonhosted.org/packages/0d/9b/be48e185c5a010e71b5135e4cdf317ff56b8ac4bc08f394bbf882ac13b05/srsly-2.5.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:bab90b85a63a1fe0bbc74d373c8bb9bb0499ddfa89075e0ebe8d670f12d04691", size = 1100354, upload-time = "2025-01-17T09:26:07.215Z" },
+    { url = "https://files.pythonhosted.org/packages/3a/e2/745aeba88a8513017fbac2fd2f9f07b8a36065e51695f818541eb795ec0c/srsly-2.5.1-cp313-cp313-win_amd64.whl", hash = "sha256:e73712be1634b5e1de6f81c273a7d47fe091ad3c79dc779c03d3416a5c117cee", size = 630634, upload-time = "2025-01-17T09:26:10.018Z" },
+]
+
+[[package]]
+name = "thinc"
+version = "8.3.6"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "blis" },
+    { name = "catalogue" },
+    { name = "confection" },
+    { name = "cymem" },
+    { name = "murmurhash" },
+    { name = "numpy" },
+    { name = "packaging" },
+    { name = "preshed" },
+    { name = "pydantic" },
+    { name = "setuptools" },
+    { name = "srsly" },
+    { name = "wasabi" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/01/f4/7607f76c2e156a34b1961a941eb8407b84da4f515cc0903b44d44edf4f45/thinc-8.3.6.tar.gz", hash = "sha256:49983f9b7ddc4343a9532694a9118dd216d7a600520a21849a43b6c268ec6cad", size = 194218, upload-time = "2025-04-04T11:50:45.751Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a6/03/0ba9bec3057f4a9c0b7ba53839aebcbbbc28de3b91330cb8de74a885b8f6/thinc-8.3.6-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:d8743ee8ad2d59fda018b57e5da102d6098bbeb0f70476f3fd8ceb9d215d88b9", size = 883375, upload-time = "2025-04-04T11:50:23.273Z" },
+    { url = "https://files.pythonhosted.org/packages/ae/79/ac31cd25d1d973b824de10ebbc56788688aecdd8f56800daf8edfff45097/thinc-8.3.6-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:89dbeb2ca94f1033e90999a70e2bc9dd5390d5341dc1a3a4b8793d03855265c3", size = 832654, upload-time = "2025-04-04T11:50:24.871Z" },
+    { url = "https://files.pythonhosted.org/packages/f8/0d/fb5e8e49dfb53cc02ce907f81002031c6f4fe7e7aa44b1004ea695630017/thinc-8.3.6-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:89a5460695067aa6e4182515cfd2018263db77cc17b7031d50ed696e990797a8", size = 4158592, upload-time = "2025-04-04T11:50:26.403Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/42/c87990ca214b9910f33b110d3b1ac213407388d35376bc955ad45e5de764/thinc-8.3.6-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0aa8e32f49234569fd10c35b562ee2f9c0d51225365a6e604a5a67396a49f2c1", size = 4236211, upload-time = "2025-04-04T11:50:27.943Z" },
+    { url = "https://files.pythonhosted.org/packages/fa/10/9975bcee4dd4634bfb87df0447d7fa86d6c9b2d9228e56d4adb98cc19cbc/thinc-8.3.6-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:f432158b80cf75a096980470b790b51d81daf9c2822598adebfc3cb58588fd6c", size = 5049197, upload-time = "2025-04-04T11:50:29.583Z" },
+    { url = "https://files.pythonhosted.org/packages/9b/34/e1b384009eb8ad2192770157961cd0c2e2712fedf49e1dfd902e3d9b9973/thinc-8.3.6-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:61fb33a22aba40366fa9018ab34580f74fc40be821ab8af77ac1fdbeac17243b", size = 5278543, upload-time = "2025-04-04T11:50:31.524Z" },
+    { url = "https://files.pythonhosted.org/packages/f0/26/f77ef4bd174bfeac491237a4ca3f74ba2ee2f672004f76cff90f8407a489/thinc-8.3.6-cp313-cp313-win_amd64.whl", hash = "sha256:ddd7041946a427f6a9b0b49419353d02ad7eb43fe16724bfcc3bdeb9562040b1", size = 1746883, upload-time = "2025-04-04T11:50:33.038Z" },
+]
+
 [[package]]
 name = "threadpoolctl"
 version = "3.6.0"
@@ -271,6 +697,21 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d0/30/dc54f88dd4a2b5dc8a0279bdd7270e735851848b762aeb1c1184ed1f6b14/tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2", size = 78540, upload-time = "2024-11-24T20:12:19.698Z" },
 ]
 
+[[package]]
+name = "typer"
+version = "0.16.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "click" },
+    { name = "rich" },
+    { name = "shellingham" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/c5/8c/7d682431efca5fd290017663ea4588bf6f2c6aad085c7f108c5dbc316e70/typer-0.16.0.tar.gz", hash = "sha256:af377ffaee1dbe37ae9440cb4e8f11686ea5ce4e9bae01b84ae7c63b87f1dd3b", size = 102625, upload-time = "2025-05-26T14:30:31.824Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/76/42/3efaf858001d2c2913de7f354563e3a3a2f0decae3efe98427125a8f441e/typer-0.16.0-py3-none-any.whl", hash = "sha256:1f79bed11d4d02d4310e3c1b7ba594183bcedb0ac73b27a9e5f28f6fb5b98855", size = 46317, upload-time = "2025-05-26T14:30:30.523Z" },
+]
+
 [[package]]
 name = "typing-extensions"
 version = "4.14.1"
@@ -280,6 +721,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/b5/00/d631e67a838026495268c2f6884f3711a15a9a2a96cd244fdaea53b823fb/typing_extensions-4.14.1-py3-none-any.whl", hash = "sha256:d1e1e3b58374dc93031d6eda2420a48ea44a36c2b4766a4fdeb3710755731d76", size = 43906, upload-time = "2025-07-04T13:28:32.743Z" },
 ]
 
+[[package]]
+name = "typing-inspection"
+version = "0.4.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/f8/b1/0c11f5058406b3af7609f121aaa6b609744687f1d158b3c3a5bf4cc94238/typing_inspection-0.4.1.tar.gz", hash = "sha256:6ae134cc0203c33377d43188d4064e9b357dba58cff3185f22924610e70a9d28", size = 75726, upload-time = "2025-05-21T18:55:23.885Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/17/69/cd203477f944c353c31bade965f880aa1061fd6bf05ded0726ca845b6ff7/typing_inspection-0.4.1-py3-none-any.whl", hash = "sha256:389055682238f53b04f7badcb49b989835495a96700ced5dab2d8feae4b26f51", size = 14552, upload-time = "2025-05-21T18:55:22.152Z" },
+]
+
 [[package]]
 name = "urllib3"
 version = "2.5.0"
@@ -288,3 +741,66 @@ sdist = { url = "https://files.pythonhosted.org/packages/15/22/9ee70a2574a4f4599
 wheels = [
     { url = "https://files.pythonhosted.org/packages/a7/c2/fe1e52489ae3122415c51f387e221dd0773709bad6c6cdaa599e8a2c5185/urllib3-2.5.0-py3-none-any.whl", hash = "sha256:e6b01673c0fa6a13e374b50871808eb3bf7046c4b125b216f6bf1cc604cff0dc", size = 129795, upload-time = "2025-06-18T14:07:40.39Z" },
 ]
+
+[[package]]
+name = "wasabi"
+version = "1.1.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "colorama", marker = "sys_platform == 'win32'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/ac/f9/054e6e2f1071e963b5e746b48d1e3727470b2a490834d18ad92364929db3/wasabi-1.1.3.tar.gz", hash = "sha256:4bb3008f003809db0c3e28b4daf20906ea871a2bb43f9914197d540f4f2e0878", size = 30391, upload-time = "2024-05-31T16:56:18.99Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/06/7c/34330a89da55610daa5f245ddce5aab81244321101614751e7537f125133/wasabi-1.1.3-py3-none-any.whl", hash = "sha256:f76e16e8f7e79f8c4c8be49b4024ac725713ab10cd7f19350ad18a8e3f71728c", size = 27880, upload-time = "2024-05-31T16:56:16.699Z" },
+]
+
+[[package]]
+name = "weasel"
+version = "0.4.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "cloudpathlib" },
+    { name = "confection" },
+    { name = "packaging" },
+    { name = "pydantic" },
+    { name = "requests" },
+    { name = "smart-open" },
+    { name = "srsly" },
+    { name = "typer" },
+    { name = "wasabi" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/a7/1a/9c522dd61b52939c217925d3e55c95f9348b73a66a956f52608e1e59a2c0/weasel-0.4.1.tar.gz", hash = "sha256:aabc210f072e13f6744e5c3a28037f93702433405cd35673f7c6279147085aa9", size = 38417, upload-time = "2024-05-15T08:52:54.765Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/2a/87/abd57374044e1f627f0a905ac33c1a7daab35a3a815abfea4e1bafd3fdb1/weasel-0.4.1-py3-none-any.whl", hash = "sha256:24140a090ea1ac512a2b2f479cc64192fd1d527a7f3627671268d08ed5ac418c", size = 50270, upload-time = "2024-05-15T08:52:52.977Z" },
+]
+
+[[package]]
+name = "wrapt"
+version = "1.17.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/c3/fc/e91cc220803d7bc4db93fb02facd8461c37364151b8494762cc88b0fbcef/wrapt-1.17.2.tar.gz", hash = "sha256:41388e9d4d1522446fe79d3213196bd9e3b301a336965b9e27ca2788ebd122f3", size = 55531, upload-time = "2025-01-14T10:35:45.465Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/ce/b9/0ffd557a92f3b11d4c5d5e0c5e4ad057bd9eb8586615cdaf901409920b14/wrapt-1.17.2-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:6ed6ffac43aecfe6d86ec5b74b06a5be33d5bb9243d055141e8cabb12aa08125", size = 53800, upload-time = "2025-01-14T10:34:21.571Z" },
+    { url = "https://files.pythonhosted.org/packages/c0/ef/8be90a0b7e73c32e550c73cfb2fa09db62234227ece47b0e80a05073b375/wrapt-1.17.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:35621ae4c00e056adb0009f8e86e28eb4a41a4bfa8f9bfa9fca7d343fe94f998", size = 38824, upload-time = "2025-01-14T10:34:22.999Z" },
+    { url = "https://files.pythonhosted.org/packages/36/89/0aae34c10fe524cce30fe5fc433210376bce94cf74d05b0d68344c8ba46e/wrapt-1.17.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:a604bf7a053f8362d27eb9fefd2097f82600b856d5abe996d623babd067b1ab5", size = 38920, upload-time = "2025-01-14T10:34:25.386Z" },
+    { url = "https://files.pythonhosted.org/packages/3b/24/11c4510de906d77e0cfb5197f1b1445d4fec42c9a39ea853d482698ac681/wrapt-1.17.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5cbabee4f083b6b4cd282f5b817a867cf0b1028c54d445b7ec7cfe6505057cf8", size = 88690, upload-time = "2025-01-14T10:34:28.058Z" },
+    { url = "https://files.pythonhosted.org/packages/71/d7/cfcf842291267bf455b3e266c0c29dcb675b5540ee8b50ba1699abf3af45/wrapt-1.17.2-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:49703ce2ddc220df165bd2962f8e03b84c89fee2d65e1c24a7defff6f988f4d6", size = 80861, upload-time = "2025-01-14T10:34:29.167Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/66/5d973e9f3e7370fd686fb47a9af3319418ed925c27d72ce16b791231576d/wrapt-1.17.2-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8112e52c5822fc4253f3901b676c55ddf288614dc7011634e2719718eaa187dc", size = 89174, upload-time = "2025-01-14T10:34:31.702Z" },
+    { url = "https://files.pythonhosted.org/packages/a7/d3/8e17bb70f6ae25dabc1aaf990f86824e4fd98ee9cadf197054e068500d27/wrapt-1.17.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:9fee687dce376205d9a494e9c121e27183b2a3df18037f89d69bd7b35bcf59e2", size = 86721, upload-time = "2025-01-14T10:34:32.91Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/54/f170dfb278fe1c30d0ff864513cff526d624ab8de3254b20abb9cffedc24/wrapt-1.17.2-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:18983c537e04d11cf027fbb60a1e8dfd5190e2b60cc27bc0808e653e7b218d1b", size = 79763, upload-time = "2025-01-14T10:34:34.903Z" },
+    { url = "https://files.pythonhosted.org/packages/4a/98/de07243751f1c4a9b15c76019250210dd3486ce098c3d80d5f729cba029c/wrapt-1.17.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:703919b1633412ab54bcf920ab388735832fdcb9f9a00ae49387f0fe67dad504", size = 87585, upload-time = "2025-01-14T10:34:36.13Z" },
+    { url = "https://files.pythonhosted.org/packages/f9/f0/13925f4bd6548013038cdeb11ee2cbd4e37c30f8bfd5db9e5a2a370d6e20/wrapt-1.17.2-cp313-cp313-win32.whl", hash = "sha256:abbb9e76177c35d4e8568e58650aa6926040d6a9f6f03435b7a522bf1c487f9a", size = 36676, upload-time = "2025-01-14T10:34:37.962Z" },
+    { url = "https://files.pythonhosted.org/packages/bf/ae/743f16ef8c2e3628df3ddfd652b7d4c555d12c84b53f3d8218498f4ade9b/wrapt-1.17.2-cp313-cp313-win_amd64.whl", hash = "sha256:69606d7bb691b50a4240ce6b22ebb319c1cfb164e5f6569835058196e0f3a845", size = 38871, upload-time = "2025-01-14T10:34:39.13Z" },
+    { url = "https://files.pythonhosted.org/packages/3d/bc/30f903f891a82d402ffb5fda27ec1d621cc97cb74c16fea0b6141f1d4e87/wrapt-1.17.2-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:4a721d3c943dae44f8e243b380cb645a709ba5bd35d3ad27bc2ed947e9c68192", size = 56312, upload-time = "2025-01-14T10:34:40.604Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/04/c97273eb491b5f1c918857cd26f314b74fc9b29224521f5b83f872253725/wrapt-1.17.2-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:766d8bbefcb9e00c3ac3b000d9acc51f1b399513f44d77dfe0eb026ad7c9a19b", size = 40062, upload-time = "2025-01-14T10:34:45.011Z" },
+    { url = "https://files.pythonhosted.org/packages/4e/ca/3b7afa1eae3a9e7fefe499db9b96813f41828b9fdb016ee836c4c379dadb/wrapt-1.17.2-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:e496a8ce2c256da1eb98bd15803a79bee00fc351f5dfb9ea82594a3f058309e0", size = 40155, upload-time = "2025-01-14T10:34:47.25Z" },
+    { url = "https://files.pythonhosted.org/packages/89/be/7c1baed43290775cb9030c774bc53c860db140397047cc49aedaf0a15477/wrapt-1.17.2-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:40d615e4fe22f4ad3528448c193b218e077656ca9ccb22ce2cb20db730f8d306", size = 113471, upload-time = "2025-01-14T10:34:50.934Z" },
+    { url = "https://files.pythonhosted.org/packages/32/98/4ed894cf012b6d6aae5f5cc974006bdeb92f0241775addad3f8cd6ab71c8/wrapt-1.17.2-cp313-cp313t-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a5aaeff38654462bc4b09023918b7f21790efb807f54c000a39d41d69cf552cb", size = 101208, upload-time = "2025-01-14T10:34:52.297Z" },
+    { url = "https://files.pythonhosted.org/packages/ea/fd/0c30f2301ca94e655e5e057012e83284ce8c545df7661a78d8bfca2fac7a/wrapt-1.17.2-cp313-cp313t-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9a7d15bbd2bc99e92e39f49a04653062ee6085c0e18b3b7512a4f2fe91f2d681", size = 109339, upload-time = "2025-01-14T10:34:53.489Z" },
+    { url = "https://files.pythonhosted.org/packages/75/56/05d000de894c4cfcb84bcd6b1df6214297b8089a7bd324c21a4765e49b14/wrapt-1.17.2-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:e3890b508a23299083e065f435a492b5435eba6e304a7114d2f919d400888cc6", size = 110232, upload-time = "2025-01-14T10:34:55.327Z" },
+    { url = "https://files.pythonhosted.org/packages/53/f8/c3f6b2cf9b9277fb0813418e1503e68414cd036b3b099c823379c9575e6d/wrapt-1.17.2-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:8c8b293cd65ad716d13d8dd3624e42e5a19cc2a2f1acc74b30c2c13f15cb61a6", size = 100476, upload-time = "2025-01-14T10:34:58.055Z" },
+    { url = "https://files.pythonhosted.org/packages/a7/b1/0bb11e29aa5139d90b770ebbfa167267b1fc548d2302c30c8f7572851738/wrapt-1.17.2-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:4c82b8785d98cdd9fed4cac84d765d234ed3251bd6afe34cb7ac523cb93e8b4f", size = 106377, upload-time = "2025-01-14T10:34:59.3Z" },
+    { url = "https://files.pythonhosted.org/packages/6a/e1/0122853035b40b3f333bbb25f1939fc1045e21dd518f7f0922b60c156f7c/wrapt-1.17.2-cp313-cp313t-win32.whl", hash = "sha256:13e6afb7fe71fe7485a4550a8844cc9ffbe263c0f1a1eea569bc7091d4898555", size = 37986, upload-time = "2025-01-14T10:35:00.498Z" },
+    { url = "https://files.pythonhosted.org/packages/09/5e/1655cf481e079c1f22d0cabdd4e51733679932718dc23bf2db175f329b76/wrapt-1.17.2-cp313-cp313t-win_amd64.whl", hash = "sha256:eaf675418ed6b3b31c7a989fd007fa7c3be66ce14e5c3b27336383604c9da85c", size = 40750, upload-time = "2025-01-14T10:35:03.378Z" },
+    { url = "https://files.pythonhosted.org/packages/2d/82/f56956041adef78f849db6b289b282e72b55ab8045a75abad81898c28d19/wrapt-1.17.2-py3-none-any.whl", hash = "sha256:b18f2d1533a71f069c7f82d524a52599053d4c7166e9dd374ae2136b7f40f7c8", size = 23594, upload-time = "2025-01-14T10:35:44.018Z" },
+]