diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 94bb0dd..d9f03fa 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -24,6 +24,6 @@ repos:
         types: ["python"]
       - id: pip-audit
         name: pip-audit
-        entry: uv run pip-audit --ignore-vuln GHSA-4xh5-x5gv-qwph
+        entry: uv run pip-audit
         language: system
         pass_filenames: false
\ No newline at end of file
diff --git a/Makefile b/Makefile
index 8c11fc0..b999f0a 100644
--- a/Makefile
+++ b/Makefile
@@ -57,7 +57,7 @@ ruff: # Run 'ruff' linter and print a preview of errors
 	uv run ruff check .
 
 safety: # Check for security vulnerabilities
-	uv run pip-audit --ignore-vuln GHSA-4xh5-x5gv-qwph
+	uv run pip-audit
 
 lint-apply: black-apply ruff-apply # Apply changes with 'black' and resolve 'fixable errors' with 'ruff'
 
diff --git a/embeddings/cli.py b/embeddings/cli.py
index 11f203b..e761686 100644
--- a/embeddings/cli.py
+++ b/embeddings/cli.py
@@ -210,6 +210,7 @@ def create_embeddings(
 ) -> None:
     """Create embeddings for TIMDEX records."""
     model: BaseEmbeddingModel = ctx.obj["model"]
+    model.load()
 
     # init TIMDEXDataset
     timdex_dataset = TIMDEXDataset(dataset_location)
@@ -229,10 +230,10 @@ def create_embeddings(
     )
 
     # create an iterator of EmbeddingInputs applying all requested strategies
-    input_records = create_embedding_inputs(timdex_records, list(strategy))
+    embedding_inputs = create_embedding_inputs(timdex_records, list(strategy))
 
     # create embeddings via the embedding model
-    embeddings = model.create_embeddings(input_records)
+    embeddings = model.create_embeddings(embedding_inputs)
 
     # if requested, write embeddings to a local JSONLines file
     if output_jsonl:
diff --git a/embeddings/embedding.py b/embeddings/embedding.py
index d0c8187..302c895 100644
--- a/embeddings/embedding.py
+++ b/embeddings/embedding.py
@@ -23,6 +23,12 @@ class EmbeddingInput:
     embedding_strategy: str
     text: str
 
+    def __repr__(self) -> str:  # noqa: D105
+        return (
+            f"<EmbeddingInput - record:'{self.timdex_record_id}', "
+            f"strategy:'{self.embedding_strategy}', text length:{len(self.text)}>"
+        )
+
 
 @dataclass
 class Embedding:
@@ -49,6 +55,12 @@ class Embedding:
         default_factory=lambda: datetime.datetime.now(datetime.UTC)
     )
 
+    def __repr__(self) -> str:  # noqa: D105
+        return (
+            f"<Embedding - record:'{self.timdex_record_id}', "
+            f"strategy:'{self.embedding_strategy}'>"
+        )
+
     def to_dict(self) -> dict:
         """Marshal to dictionary."""
         return asdict(self)
diff --git a/embeddings/models/base.py b/embeddings/models/base.py
index 79ae683..dc824ee 100644
--- a/embeddings/models/base.py
+++ b/embeddings/models/base.py
@@ -51,20 +51,20 @@ def load(self) -> None:
         """Load model from self.model_path."""
 
     @abstractmethod
-    def create_embedding(self, input_record: EmbeddingInput) -> Embedding:
+    def create_embedding(self, embedding_input: EmbeddingInput) -> Embedding:
         """Create an Embedding for an EmbeddingInput.
 
         Args:
-            input_record: EmbeddingInput instance
+            embedding_input: EmbeddingInput instance
         """
 
     def create_embeddings(
-        self, input_records: Iterator[EmbeddingInput]
+        self, embedding_inputs: Iterator[EmbeddingInput]
     ) -> Iterator[Embedding]:
-        """Yield Embeddings for an iterator of InputRecords.
+        """Yield Embeddings for a batch of EmbeddingInputs.
 
         Args:
-            input_records: iterator of InputRecords
+            embedding_inputs: iterator of EmbeddingInputs
         """
-        for input_text in input_records:
-            yield self.create_embedding(input_text)
+        for embedding_input in embedding_inputs:
+            yield self.create_embedding(embedding_input)
diff --git a/embeddings/models/os_neural_sparse_doc_v3_gte.py b/embeddings/models/os_neural_sparse_doc_v3_gte.py
index 8b7eee0..d1249c6 100644
--- a/embeddings/models/os_neural_sparse_doc_v3_gte.py
+++ b/embeddings/models/os_neural_sparse_doc_v3_gte.py
@@ -8,6 +8,7 @@
 from pathlib import Path
 from typing import TYPE_CHECKING
 
+import torch
 from huggingface_hub import snapshot_download
 from transformers import AutoModelForMaskedLM, AutoTokenizer
 
@@ -26,6 +27,9 @@
 class OSNeuralSparseDocV3GTE(BaseEmbeddingModel):
     """OpenSearch Neural Sparse Encoding Doc v3 GTE model.
 
+    This model generates sparse embeddings for documents by using a masked language
+    model's logits to identify the most relevant tokens.
+
     HuggingFace URI: opensearch-project/opensearch-neural-sparse-encoding-doc-v3-gte
     """
 
@@ -40,8 +44,8 @@ def __init__(self, model_path: str | Path) -> None:
         super().__init__(model_path)
         self._model: PreTrainedModel | None = None
         self._tokenizer: DistilBertTokenizerFast | None = None
-        self._special_token_ids: list | None = None
-        self._id_to_token: list | None = None
+        self._special_token_ids: list[int] | None = None
+        self._device: torch.device = torch.device("cpu")
 
     def download(self) -> Path:
         """Download and prepare model, saving to self.model_path.
@@ -139,29 +143,205 @@ def load(self) -> None:
         if not self.model_path.exists():
             raise FileNotFoundError(f"Model not found at path: {self.model_path}")
 
-        # load local model and tokenizer
-        self._model = AutoModelForMaskedLM.from_pretrained(
+        # setup device (use CUDA if available, otherwise CPU)
+        self._device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
+
+        # load tokenizer
+        self._tokenizer = AutoTokenizer.from_pretrained(  # type: ignore[no-untyped-call]
             self.model_path,
-            trust_remote_code=True,
             local_files_only=True,
         )
-        self._tokenizer = AutoTokenizer.from_pretrained(  # type: ignore[no-untyped-call]
+
+        # load model as AutoModelForMaskedLM (required for sparse embeddings)
+        self._model = AutoModelForMaskedLM.from_pretrained(
             self.model_path,
+            trust_remote_code=True,
             local_files_only=True,
         )
+        self._model.to(self._device)  # type: ignore[arg-type]
+        self._model.eval()
 
-        # setup special tokens
+        # set special token IDs (following model card pattern)
+        # these will be zeroed out in the sparse vectors
         self._special_token_ids = [
-            self._tokenizer.vocab[str(token)]
+            self._tokenizer.vocab[token]  # type: ignore[index]
             for token in self._tokenizer.special_tokens_map.values()
         ]
 
-        # setup id_to_token mapping
-        self._id_to_token = ["" for _ in range(self._tokenizer.vocab_size)]
-        for token, token_id in self._tokenizer.vocab.items():
-            self._id_to_token[token_id] = token
+        logger.info(
+            f"Model loaded successfully on {self._device}, "
+            f"{time.perf_counter() - start_time:.2f}s"
+        )
+
+    def create_embedding(self, embedding_input: EmbeddingInput) -> Embedding:
+        """Create sparse vector and decoded token weight embeddings for an input text.
+
+        Args:
+            embedding_input: EmbeddingInput object with a .text attribute
+        """
+        # generate the sparse embeddings
+        sparse_vector, decoded_tokens = self._encode_documents([embedding_input.text])[0]
+
+        # coerce sparse vector tensor into list[float]
+        sparse_vector_list = sparse_vector.cpu().numpy().tolist()
+
+        return Embedding(
+            timdex_record_id=embedding_input.timdex_record_id,
+            run_id=embedding_input.run_id,
+            run_record_offset=embedding_input.run_record_offset,
+            model_uri=self.model_uri,
+            embedding_strategy=embedding_input.embedding_strategy,
+            embedding_vector=sparse_vector_list,
+            embedding_token_weights=decoded_tokens,
+        )
+
+    def _encode_documents(
+        self,
+        texts: list[str],
+    ) -> list[tuple[torch.Tensor, dict[str, float]]]:
+        """Encode documents into sparse vectors and decoded token weights.
+
+        This follows the pattern outlined on the HuggingFace model card for document
+        encoding.
+
+        This method will accommodate MULTIPLE text inputs, and return a list of
+        embeddings, but the calling context of create_embedding() is a SINGULAR input +
+        output.  This method keeps the ability to handle multiple inputs + outputs, in the
+        event we want something like a create_multiple_embeddings() method in the future,
+        but only returns a single result.
+
+        At a very high level, the following is performed:
+
+        1. We tokenize the input text into "features" using the model's tokenizer.
+
+        2. The features are fed to the model returning model output logits. These logits
+        are "dense" in the sense there are few zeros, but they are not "dense vectors"
+        (embeddings) in the sense that they meaningfully represent the input document in
+        geometric space; two logit tensors cannot be compared with something like cosine
+        similarity.
+
+        3. The logits are then converted into a sparse vector, which is a numeric
+        array of floats with the same number of values as the model's vocabulary. Each
+        value's position in the sparse array corresponds to the token id in the
+        vocabulary, and the value itself is the "weight" of this token in the input text.
+
+        4. Lastly, we convert this sparse vector into a {token:weight} dictionary of the
+        actual token strings and their numerical weight. This dictionary may contain
+        tokens not present in the original text, but will be considerably shorter than
+        the model vocabulary length given all zero and low scoring tokens are dropped.
+        This is the final form that we will ultimately index into OpenSearch.
+
+        Args:
+            texts: list of strings to create embeddings for
+        """
+        if self._model is None or self._tokenizer is None:
+            raise RuntimeError("Model not loaded. Call load() before create_embedding.")
+
+        # tokenize the input texts
+        features = self._tokenizer(
+            texts,
+            padding=True,
+            truncation=True,
+            return_tensors="pt",  # returns PyTorch tensors instead of Python lists
+            return_token_type_ids=False,
+        )
+
+        # move to CPU or GPU device, depending on what's available
+        features = {k: v.to(self._device) for k, v in features.items()}
+
+        # pass features to the model and receive model output logits as a tensor
+        with torch.no_grad():
+            output = self._model(**features)[0]
+
+        # generate sparse vectors from model logits tensor
+        sparse_vectors = self._get_sparse_vectors(features, output)
+
+        # decode sparse vectors to token-weight dictionaries
+        decoded = self._decode_sparse_vectors(sparse_vectors)
+
+        # return list of tuple(vector, decoded token weights) embedding results
+        return [(sparse_vectors[i], decoded[i]) for i in range(len(texts))]
+
+    def _get_sparse_vectors(
+        self, features: dict[str, torch.Tensor], output: torch.Tensor
+    ) -> torch.Tensor:
+        """Convert model logits output to sparse vectors.
+
+        This follows the HuggingFace model card exactly: https://huggingface.co/
+        opensearch-project/opensearch-neural-sparse-encoding-doc-v3-gte#usage-huggingface
+
+        This implements the get_sparse_vector function from the model card:
+            1. Max pooling with attention mask
+            2. log(1 + log(1 + relu())) transformation
+            3. Zero out special tokens
+
+        The end result is a sparse vector with a length of the model vocabulary, with each
+        position representing a token in the model vocabulary and each value representing
+        that token's weight relative to the input text.
+
+        Args:
+            features: Tokenizer output with attention_mask
+            output: Model logits of shape (batch_size, seq_len, vocab_size)
+
+        Returns:
+            Sparse vectors of shape (batch_size, vocab_size)
+        """
+        # collapse sequence positions: take max logit for each vocab token across all
+        # positions (also masks out padding tokens)
+        values, _ = torch.max(output * features["attention_mask"].unsqueeze(-1), dim=1)
+
+        # compress values to create sparsity: ReLU removes negatives,
+        # double-log shrinks large values
+        values = torch.log(1 + torch.log(1 + torch.relu(values)))
+
+        # remove special tokens like [CLS], [SEP], [PAD]
+        values[:, self._special_token_ids] = 0
+
+        return values
+
+    def _decode_sparse_vectors(
+        self, sparse_vectors: torch.Tensor
+    ) -> list[dict[str, float]]:
+        """Convert sparse vectors to token-weight dictionaries.
+
+        Handles both single vectors and batches, returning a list of dictionaries mapping
+        token strings to their weights.
+
+        Args:
+            sparse_vectors: Tensor of shape (batch_size, vocab_size) or (vocab_size,)
+
+        Returns:
+            List of dictionaries with token-weight pairs
+        """
+        if sparse_vectors.dim() == 1:
+            sparse_vectors = sparse_vectors.unsqueeze(0)
+
+        # move to CPU for processing
+        sparse_vectors_cpu = sparse_vectors.cpu()
+
+        results: list[dict] = []
+        for vector in sparse_vectors_cpu:
+
+            # find non-zero indices and values
+            nonzero_indices = torch.nonzero(vector, as_tuple=False).squeeze(-1)
+
+            if nonzero_indices.numel() == 0:
+                results.append({})
+                continue
+
+            # get weights
+            weights = vector[nonzero_indices].tolist()
+
+            # convert indices to token strings
+            token_ids = nonzero_indices.tolist()
+            tokens = self._tokenizer.convert_ids_to_tokens(token_ids)  # type: ignore[union-attr]
 
-        logger.info(f"Model loaded successfully, {time.perf_counter()-start_time}s")
+            # create token:weight dictionary
+            token_dict = {
+                token: weight
+                for token, weight in zip(tokens, weights, strict=True)
+                if token is not None
+            }
+            results.append(token_dict)
 
-    def create_embedding(self, input_record: EmbeddingInput) -> Embedding:
-        raise NotImplementedError
+        return results
diff --git a/pyproject.toml b/pyproject.toml
index cec37ea..c311b0d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -70,6 +70,7 @@ ignore = [
     "D102",
     "D103",
     "D104",
+    "EM101",
     "EM102",
     "G004",
     "PLR0912",
diff --git a/tests/conftest.py b/tests/conftest.py
index 6f0d7df..fd449b4 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -45,12 +45,12 @@ def download(self) -> Path:
     def load(self) -> None:
         logger.info("Model loaded successfully, 1.5s")
 
-    def create_embedding(self, input_record: EmbeddingInput) -> Embedding:
+    def create_embedding(self, embedding_input: EmbeddingInput) -> Embedding:
         return Embedding(
-            timdex_record_id=input_record.timdex_record_id,
-            run_id=input_record.run_id,
-            run_record_offset=input_record.run_record_offset,
-            embedding_strategy=input_record.embedding_strategy,
+            timdex_record_id=embedding_input.timdex_record_id,
+            run_id=embedding_input.run_id,
+            run_record_offset=embedding_input.run_record_offset,
+            embedding_strategy=embedding_input.embedding_strategy,
             model_uri=self.model_uri,
             embedding_vector=[0.1, 0.2, 0.3],
             embedding_token_weights={"coffee": 0.9, "seattle": 0.5},
@@ -71,35 +71,7 @@ def register_mock_model(monkeypatch):
 
 
 @pytest.fixture
-def neural_sparse_doc_v3_gte_fake_model_directory(tmp_path):
-    """Create a fake downloaded model directory with required files."""
-    model_dir = tmp_path / "fake_model"
-    model_dir.mkdir()
-
-    # create config.json
-    config_json = {
-        "model_type": "distilbert",
-        "vocab_size": 30000,
-        "auto_map": {
-            "AutoConfig": "Alibaba-NLP/new-impl--configuration.NewConfig",
-            "AutoModel": "Alibaba-NLP/new-impl--modeling.NewModel",
-        },
-    }
-    (model_dir / "config.json").write_text(json.dumps(config_json))
-
-    # create modeling.py and configuration.py
-    (model_dir / "modeling.py").write_text("# mock modeling code")
-    (model_dir / "configuration.py").write_text("# mock configuration code")
-
-    # create tokenizer files
-    (model_dir / "tokenizer.json").write_text('{"version": "1.0"}')
-    (model_dir / "vocab.txt").write_text("word1\nword2\n")
-
-    return model_dir
-
-
-@pytest.fixture
-def neural_sparse_doc_v3_gte_mock_huggingface_snapshot(monkeypatch, tmp_path):
+def mock_snapshot_download(monkeypatch, tmp_path):
     """Mock snapshot_download to create fake model files locally."""
 
     def mock_snapshot(repo_id, local_dir, **kwargs):
@@ -132,53 +104,3 @@ def mock_snapshot(repo_id, local_dir, **kwargs):
         "embeddings.models.os_neural_sparse_doc_v3_gte.snapshot_download", mock_snapshot
     )
     return mock_snapshot
-
-
-@pytest.fixture
-def neural_sparse_doc_v3_gte_mock_transformers_models(monkeypatch):
-    """Mock AutoModelForMaskedLM and AutoTokenizer."""
-
-    class MockTokenizer:
-        """Mock tokenizer with necessary attributes."""
-
-        def __init__(self, *args, **kwargs):  # noqa: ARG002
-            self.vocab = {
-                "[CLS]": 0,
-                "[SEP]": 1,
-                "[PAD]": 2,
-                "word1": 3,
-                "word2": 4,
-            }
-            self.vocab_size = len(self.vocab)
-            self.special_tokens_map = {
-                "cls_token": "[CLS]",
-                "sep_token": "[SEP]",
-                "pad_token": "[PAD]",
-            }
-
-    class MockModel:
-        """Mock model with necessary attributes."""
-
-        def __init__(self, *args, **kwargs):  # noqa: ARG002
-            self.config = {"vocab_size": 30000}
-
-    class MockAutoTokenizer:
-        @staticmethod
-        def from_pretrained(*args, **kwargs):  # noqa: ARG004
-            return MockTokenizer()
-
-    class MockAutoModelForMaskedLM:
-        @staticmethod
-        def from_pretrained(*args, **kwargs):  # noqa: ARG004
-            return MockModel()
-
-    monkeypatch.setattr(
-        "embeddings.models.os_neural_sparse_doc_v3_gte.AutoTokenizer",
-        MockAutoTokenizer,
-    )
-    monkeypatch.setattr(
-        "embeddings.models.os_neural_sparse_doc_v3_gte.AutoModelForMaskedLM",
-        MockAutoModelForMaskedLM,
-    )
-
-    return {"tokenizer": MockTokenizer, "model": MockModel}
diff --git a/tests/test_models.py b/tests/test_models.py
index d8f1734..217f67c 100644
--- a/tests/test_models.py
+++ b/tests/test_models.py
@@ -35,14 +35,14 @@ def test_mock_model_load(caplog, mock_model):
 
 
 def test_mock_model_create_embedding(mock_model):
-    input_record = EmbeddingInput(
+    embedding_input = EmbeddingInput(
         timdex_record_id="test-id",
         run_id="test-run",
         run_record_offset=42,
         embedding_strategy="full_record",
         text="test text",
     )
-    embedding = mock_model.create_embedding(input_record)
+    embedding = mock_model.create_embedding(embedding_input)
 
     assert embedding.timdex_record_id == "test-id"
     assert embedding.run_id == "test-run"
@@ -87,7 +87,7 @@ class InvalidModel(BaseEmbeddingModel):
 
 
 def test_base_model_create_embeddings_calls_create_embedding(mock_model):
-    input_records = [
+    embedding_inputs = [
         EmbeddingInput(
             timdex_record_id="id-1",
             run_id="run-1",
@@ -105,7 +105,7 @@ def test_base_model_create_embeddings_calls_create_embedding(mock_model):
     ]
 
     # create_embeddings should iterate and call create_embedding
-    embeddings = list(mock_model.create_embeddings(iter(input_records)))
+    embeddings = list(mock_model.create_embeddings(iter(embedding_inputs)))
 
     assert len(embeddings) == 2  # two input records
     assert embeddings[0].timdex_record_id == "id-1"
diff --git a/tests/test_os_neural_sparse_doc_v3_gte.py b/tests/test_os_neural_sparse_doc_v3_gte.py
index 462ae85..0e39bd5 100644
--- a/tests/test_os_neural_sparse_doc_v3_gte.py
+++ b/tests/test_os_neural_sparse_doc_v3_gte.py
@@ -6,17 +6,118 @@
 from pathlib import Path
 
 import pytest
+import torch
 
+from embeddings.embedding import EmbeddingInput
 from embeddings.models.os_neural_sparse_doc_v3_gte import OSNeuralSparseDocV3GTE
 
 
+@pytest.fixture
+def os_neural_sparse_model_path(tmp_path):
+    """Create a fake model directory for OSNeuralSparseDocV3GTE."""
+    model_dir = tmp_path / "fake_model"
+    model_dir.mkdir()
+
+    # create config.json
+    config_json = {
+        "model_type": "distilbert",
+        "vocab_size": 30000,
+        "auto_map": {
+            "AutoConfig": "Alibaba-NLP/new-impl--configuration.NewConfig",
+            "AutoModel": "Alibaba-NLP/new-impl--modeling.NewModel",
+        },
+    }
+    (model_dir / "config.json").write_text(json.dumps(config_json))
+
+    # create modeling.py and configuration.py
+    (model_dir / "modeling.py").write_text("# mock modeling code")
+    (model_dir / "configuration.py").write_text("# mock configuration code")
+
+    # create tokenizer files
+    (model_dir / "tokenizer.json").write_text('{"version": "1.0"}')
+    (model_dir / "vocab.txt").write_text("word1\nword2\n")
+
+    return model_dir
+
+
+@pytest.fixture
+def mock_os_neural_sparse_transformers(monkeypatch):
+    """Mock AutoTokenizer and AutoModelForMaskedLM for OSNeuralSparseDocV3GTE."""
+
+    class MockTokenizer:
+        """Mock tokenizer with necessary attributes."""
+
+        def __init__(self, *args, **kwargs):  # noqa: ARG002
+            self.vocab = {
+                "[CLS]": 0,
+                "[SEP]": 1,
+                "[PAD]": 2,
+                "coffee": 3,
+                "mountain": 4,
+                "seattle": 5,
+            }
+            self.vocab_size = len(self.vocab)
+            self.special_tokens_map = {
+                "cls_token": "[CLS]",
+                "sep_token": "[SEP]",
+                "pad_token": "[PAD]",
+            }
+            self.id_to_token = {v: k for k, v in self.vocab.items()}
+
+        def convert_ids_to_tokens(self, token_ids):
+            """Convert token IDs to token strings."""
+            if isinstance(token_ids, int):
+                return self.id_to_token.get(token_ids)
+            return [self.id_to_token.get(tid) for tid in token_ids]
+
+    class MockModel:
+        """Mock model with necessary attributes."""
+
+        def __init__(self, *args, **kwargs):  # noqa: ARG002
+            self.config = {"vocab_size": 30000}
+
+        def to(self, device):  # noqa: ARG002
+            """Mock device placement."""
+            return self
+
+        def eval(self):
+            """Mock evaluation mode."""
+            return self
+
+    class MockAutoTokenizer:
+        @staticmethod
+        def from_pretrained(*args, **kwargs):  # noqa: ARG004
+            return MockTokenizer()
+
+    class MockAutoModelForMaskedLM:
+        @staticmethod
+        def from_pretrained(*args, **kwargs):  # noqa: ARG004
+            return MockModel()
+
+    monkeypatch.setattr(
+        "embeddings.models.os_neural_sparse_doc_v3_gte.AutoTokenizer",
+        MockAutoTokenizer,
+    )
+    monkeypatch.setattr(
+        "embeddings.models.os_neural_sparse_doc_v3_gte.AutoModelForMaskedLM",
+        MockAutoModelForMaskedLM,
+    )
+
+
+@pytest.fixture
+def loaded_model(os_neural_sparse_model_path, mock_os_neural_sparse_transformers):
+    """Fixture providing a loaded OSNeuralSparseDocV3GTE instance."""
+    model = OSNeuralSparseDocV3GTE(os_neural_sparse_model_path)
+    model.load()
+    return model
+
+
 def test_init(tmp_path):
     """Test model initialization."""
     model = OSNeuralSparseDocV3GTE(tmp_path / "model")
     assert model._model is None
     assert model._tokenizer is None
     assert model._special_token_ids is None
-    assert model._id_to_token is None
 
 
 def test_model_uri(tmp_path):
@@ -32,9 +133,7 @@ def test_model_uri(tmp_path):
     )
 
 
-def test_download_to_directory(
-    neural_sparse_doc_v3_gte_mock_huggingface_snapshot, tmp_path
-):
+def test_download_to_directory(mock_snapshot_download, tmp_path):
     """Test download to directory (not zip)."""
     output_path = tmp_path / "model_output"
     model = OSNeuralSparseDocV3GTE(output_path)
@@ -48,9 +147,7 @@ def test_download_to_directory(
     assert (output_path / "tokenizer.json").exists()
 
 
-def test_download_to_zip_file(
-    neural_sparse_doc_v3_gte_mock_huggingface_snapshot, tmp_path
-):
+def test_download_to_zip_file(mock_snapshot_download, tmp_path):
     """Test download creates zip when path ends in .zip."""
     output_path = tmp_path / "model.zip"
     model = OSNeuralSparseDocV3GTE(output_path)
@@ -62,9 +159,7 @@ def test_download_to_zip_file(
     assert output_path.suffix == ".zip"
 
 
-def test_download_calls_patch_method(
-    neural_sparse_doc_v3_gte_mock_huggingface_snapshot, tmp_path, monkeypatch
-):
+def test_download_calls_patch_method(mock_snapshot_download, tmp_path, monkeypatch):
     """Test that download calls the Alibaba patching method."""
     output_path = tmp_path / "model_output"
     model = OSNeuralSparseDocV3GTE(output_path)
@@ -82,9 +177,7 @@ def mock_patch(temp_path):
     assert patch_called
 
 
-def test_download_returns_path(
-    neural_sparse_doc_v3_gte_mock_huggingface_snapshot, tmp_path
-):
+def test_download_returns_path(mock_snapshot_download, tmp_path):
     """Test download returns the output path."""
     output_path = tmp_path / "model_output"
     model = OSNeuralSparseDocV3GTE(output_path)
@@ -95,9 +188,7 @@ def test_download_returns_path(
     assert isinstance(result, Path)
 
 
-def test_patch_downloads_alibaba_model(
-    neural_sparse_doc_v3_gte_mock_huggingface_snapshot, tmp_path
-):
+def test_patch_downloads_alibaba_model(mock_snapshot_download, tmp_path):
     """Test patch method downloads Alibaba-NLP/new-impl."""
     model = OSNeuralSparseDocV3GTE(tmp_path / "model")
     model_temp_path = tmp_path / "temp_model"
@@ -110,7 +201,7 @@ def test_patch_downloads_alibaba_model(
     assert (model_temp_path / "configuration.py").exists()
 
 
-def test_patch_copies_files(neural_sparse_doc_v3_gte_mock_huggingface_snapshot, tmp_path):
+def test_patch_copies_files(mock_snapshot_download, tmp_path):
     """Test patch copies modeling.py and configuration.py."""
     model = OSNeuralSparseDocV3GTE(tmp_path / "model")
     model_temp_path = tmp_path / "temp_model"
@@ -126,9 +217,7 @@ def test_patch_copies_files(neural_sparse_doc_v3_gte_mock_huggingface_snapshot,
     assert "Alibaba configuration code" in config_content
 
 
-def test_patch_updates_config_json(
-    neural_sparse_doc_v3_gte_mock_huggingface_snapshot, tmp_path
-):
+def test_patch_updates_config_json(mock_snapshot_download, tmp_path):
     """Test patch updates auto_map in config.json."""
     model = OSNeuralSparseDocV3GTE(tmp_path / "model")
     model_temp_path = tmp_path / "temp_model"
@@ -147,11 +236,11 @@ def test_patch_updates_config_json(
 
 
 def test_load_success(
-    neural_sparse_doc_v3_gte_fake_model_directory,
-    neural_sparse_doc_v3_gte_mock_transformers_models,
+    os_neural_sparse_model_path,
+    mock_os_neural_sparse_transformers,
 ):
     """Test successful load from local path."""
-    model = OSNeuralSparseDocV3GTE(neural_sparse_doc_v3_gte_fake_model_directory)
+    model = OSNeuralSparseDocV3GTE(os_neural_sparse_model_path)
 
     model.load()
 
@@ -169,11 +258,11 @@ def test_load_file_not_found():
 
 
 def test_load_initializes_model_and_tokenizer(
-    neural_sparse_doc_v3_gte_fake_model_directory,
-    neural_sparse_doc_v3_gte_mock_transformers_models,
+    os_neural_sparse_model_path,
+    mock_os_neural_sparse_transformers,
 ):
     """Test load initializes _model and _tokenizer attributes."""
-    model = OSNeuralSparseDocV3GTE(neural_sparse_doc_v3_gte_fake_model_directory)
+    model = OSNeuralSparseDocV3GTE(os_neural_sparse_model_path)
 
     assert model._model is None
     assert model._tokenizer is None
@@ -185,11 +274,11 @@ def test_load_initializes_model_and_tokenizer(
 
 
 def test_load_sets_up_special_token_ids(
-    neural_sparse_doc_v3_gte_fake_model_directory,
-    neural_sparse_doc_v3_gte_mock_transformers_models,
+    os_neural_sparse_model_path,
+    mock_os_neural_sparse_transformers,
 ):
     """Test load sets up _special_token_ids list."""
-    model = OSNeuralSparseDocV3GTE(neural_sparse_doc_v3_gte_fake_model_directory)
+    model = OSNeuralSparseDocV3GTE(os_neural_sparse_model_path)
 
     model.load()
 
@@ -201,20 +290,69 @@ def test_load_sets_up_special_token_ids(
     assert 2 in model._special_token_ids  # [PAD] token id
 
 
-def test_load_sets_up_id_to_token_mapping(
-    neural_sparse_doc_v3_gte_fake_model_directory,
-    neural_sparse_doc_v3_gte_mock_transformers_models,
-):
-    """Test load creates _id_to_token mapping correctly."""
-    model = OSNeuralSparseDocV3GTE(neural_sparse_doc_v3_gte_fake_model_directory)
+def test_create_embedding_raises_error_if_model_not_loaded(tmp_path):
+    """Test create_embedding raises RuntimeError if model not loaded."""
+    model = OSNeuralSparseDocV3GTE(tmp_path / "model")
+    embedding_input = EmbeddingInput(
+        timdex_record_id="test:123",
+        run_id="run-456",
+        run_record_offset=0,
+        embedding_strategy="title_only",
+        text="test document",
+    )
 
-    model.load()
+    with pytest.raises(RuntimeError, match="Model not loaded"):
+        model.create_embedding(embedding_input)
+
+
+def test_create_embedding_returns_embedding_object(tmp_path, monkeypatch):
+    """Test create_embedding returns an Embedding object with correct attributes."""
+    model = OSNeuralSparseDocV3GTE(tmp_path / "model")
+
+    # mock _encode_documents
+    def mock_encode_documents(texts):
+        sparse_vector = torch.tensor([0.0, 0.0, 0.0, 0.91, 0.73])
+        decoded_tokens = {"coffee": 0.91, "mountain": 0.73}
+        return [(sparse_vector, decoded_tokens)]
+
+    monkeypatch.setattr(model, "_encode_documents", mock_encode_documents)
+
+    embedding_input = EmbeddingInput(
+        timdex_record_id="test:123",
+        run_id="run-456",
+        run_record_offset=42,
+        embedding_strategy="title_only",
+        text="test document",
+    )
+
+    embedding = model.create_embedding(embedding_input)
+
+    assert embedding.timdex_record_id == "test:123"
+    assert embedding.run_id == "run-456"
+    assert embedding.run_record_offset == 42
+    assert embedding.model_uri == model.model_uri
+    assert embedding.embedding_strategy == "title_only"
+    assert isinstance(embedding.embedding_vector, list)
+    assert embedding.embedding_vector == pytest.approx([0.0, 0.0, 0.0, 0.91, 0.73])
+    assert embedding.embedding_token_weights == {"coffee": 0.91, "mountain": 0.73}
+
+
+def test_decode_sparse_vectors_converts_to_token_weights(loaded_model):
+    """Test _decode_sparse_vectors converts sparse vector to token-weight dict."""
+    # sparse vector with weights for "coffee" (index 3) and "mountain" (index 4)
+    sparse_vector = torch.tensor([0.0, 0.0, 0.0, 0.85, 0.62, 0.0])
+
+    result = loaded_model._decode_sparse_vectors(sparse_vector)
+
+    assert len(result) == 1
+    assert result[0] == {"coffee": pytest.approx(0.85), "mountain": pytest.approx(0.62)}
+
+
+def test_decode_sparse_vectors_with_empty_vector(loaded_model):
+    """Test _decode_sparse_vectors returns empty dict for all-zero vector."""
+    sparse_vector = torch.tensor([0.0, 0.0, 0.0, 0.0, 0.0, 0.0])
+
+    result = loaded_model._decode_sparse_vectors(sparse_vector)
 
-    assert model._id_to_token is not None
-    assert isinstance(model._id_to_token, list)
-    assert len(model._id_to_token) == 5  # vocab_size from mock
-    assert model._id_to_token[0] == "[CLS]"
-    assert model._id_to_token[1] == "[SEP]"
-    assert model._id_to_token[2] == "[PAD]"
-    assert model._id_to_token[3] == "word1"
-    assert model._id_to_token[4] == "word2"
+    assert len(result) == 1
+    assert result[0] == {}
diff --git a/uv.lock b/uv.lock
index 1dfd0db..23f47f5 100644
--- a/uv.lock
+++ b/uv.lock
@@ -56,30 +56,30 @@ wheels = [
 
 [[package]]
 name = "boto3"
-version = "1.40.56"
+version = "1.40.65"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "botocore" },
     { name = "jmespath" },
     { name = "s3transfer" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/9c/8d/70929dde76e24f252d6cf1fb3224ff5694ca96451d9e7023a43555fab760/boto3-1.40.56.tar.gz", hash = "sha256:c1afdb04dd27418fc58400434ab8e05998bb452b69c428168d9ada344fe6b93e", size = 111489, upload-time = "2025-10-21T20:31:01.013Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/b1/04/619bf4f1191021aa54514a3da4fbe91f7a04bf827fad0c1d562f8b3db474/boto3-1.40.65.tar.gz", hash = "sha256:52e2715838d65e6b000e0077a942ce2d3e1a38f9764414ad01a602912eccf924", size = 111507, upload-time = "2025-11-03T21:56:57.12Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/86/b0/0ce2afc7ed21ea815208a03af193c891d3971b96bc7ba93dd8569597951c/boto3-1.40.56-py3-none-any.whl", hash = "sha256:8985a840d57671aa3c6124b0c178e79be97e3447de4b5819156071793f82ee5c", size = 139322, upload-time = "2025-10-21T20:30:59.436Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/a2/973a1346bb8d23ddda241342e126a26407e08648a556fb5022e0db457860/boto3-1.40.65-py3-none-any.whl", hash = "sha256:ab91d8d8ef0477997d35abebf67829e52e50bf807b02333affa384c70b33c86b", size = 139323, upload-time = "2025-11-03T21:56:55.125Z" },
 ]
 
 [[package]]
 name = "botocore"
-version = "1.40.56"
+version = "1.40.65"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "jmespath" },
     { name = "python-dateutil" },
     { name = "urllib3" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/f7/03/e48e32cd73a7f82bae267320f435526bb6c7ec8d3d72d69febd4ec5b8ee9/botocore-1.40.56.tar.gz", hash = "sha256:b29df3418a299609632cab240ee79275463b176ebeb3adc841ba367a3fa0c4db", size = 14448556, upload-time = "2025-10-21T20:30:50.104Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/cf/a6/8e3209425650c96916b31324594db3ea9ec2eecc2b0acf6bbda0d2a6b1b2/botocore-1.40.65.tar.gz", hash = "sha256:cdbbf9d90a9e9c4a6000055013d98b92efc4ceb1bce0d9bcd70e14461dc22ab3", size = 14411821, upload-time = "2025-11-03T21:56:45.391Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/c2/1d/b9e8f8fa7dae2e2d51c0c23bd5bcbd94c930241de7a6fa215ffac0dfaf16/botocore-1.40.56-py3-none-any.whl", hash = "sha256:0962dfc9bfb0afa1855042a88a72cc722cc7f9c08f51d2c5c88181d525a59a27", size = 14120124, upload-time = "2025-10-21T20:30:46.978Z" },
+    { url = "https://files.pythonhosted.org/packages/a6/00/ccd1612ee99865435ad04ef477168af9d3a8d2ec6a7a694a37af47143543/botocore-1.40.65-py3-none-any.whl", hash = "sha256:152f595321f5a2b712601286650e912c2e5ca3b109892ab4c0175ac58d8de10d", size = 14075618, upload-time = "2025-11-03T21:56:42.011Z" },
 ]
 
 [[package]]
@@ -392,11 +392,11 @@ wheels = [
 
 [[package]]
 name = "fsspec"
-version = "2025.9.0"
+version = "2025.10.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/de/e0/bab50af11c2d75c9c4a2a26a5254573c0bd97cea152254401510950486fa/fsspec-2025.9.0.tar.gz", hash = "sha256:19fd429483d25d28b65ec68f9f4adc16c17ea2c7c7bf54ec61360d478fb19c19", size = 304847, upload-time = "2025-09-02T19:10:49.215Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/24/7f/2747c0d332b9acfa75dc84447a066fdf812b5a6b8d30472b74d309bfe8cb/fsspec-2025.10.0.tar.gz", hash = "sha256:b6789427626f068f9a83ca4e8a3cc050850b6c0f71f99ddb4f542b8266a26a59", size = 309285, upload-time = "2025-10-30T14:58:44.036Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/47/71/70db47e4f6ce3e5c37a607355f80da8860a33226be640226ac52cb05ef2e/fsspec-2025.9.0-py3-none-any.whl", hash = "sha256:530dc2a2af60a414a832059574df4a6e10cce927f6f4a78209390fe38955cfb7", size = 199289, upload-time = "2025-09-02T19:10:47.708Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/02/a6b21098b1d5d6249b7c5ab69dde30108a71e4e819d4a9778f1de1d5b70d/fsspec-2025.10.0-py3-none-any.whl", hash = "sha256:7c7712353ae7d875407f97715f0e1ffcc21e33d5b24556cb1e090ae9409ec61d", size = 200966, upload-time = "2025-10-30T14:58:42.53Z" },
 ]
 
 [[package]]
@@ -413,6 +413,8 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/19/0d/6660d55f7373b2ff8152401a83e02084956da23ae58cddbfb0b330978fe9/greenlet-3.2.4-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:3b3812d8d0c9579967815af437d96623f45c0f2ae5f04e366de62a12d83a8fb0", size = 607586, upload-time = "2025-08-07T13:18:28.544Z" },
     { url = "https://files.pythonhosted.org/packages/8e/1a/c953fdedd22d81ee4629afbb38d2f9d71e37d23caace44775a3a969147d4/greenlet-3.2.4-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:abbf57b5a870d30c4675928c37278493044d7c14378350b3aa5d484fa65575f0", size = 1123281, upload-time = "2025-08-07T13:42:39.858Z" },
     { url = "https://files.pythonhosted.org/packages/3f/c7/12381b18e21aef2c6bd3a636da1088b888b97b7a0362fac2e4de92405f97/greenlet-3.2.4-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:20fb936b4652b6e307b8f347665e2c615540d4b42b3b4c8a321d8286da7e520f", size = 1151142, upload-time = "2025-08-07T13:18:22.981Z" },
+    { url = "https://files.pythonhosted.org/packages/27/45/80935968b53cfd3f33cf99ea5f08227f2646e044568c9b1555b58ffd61c2/greenlet-3.2.4-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:ee7a6ec486883397d70eec05059353b8e83eca9168b9f3f9a361971e77e0bcd0", size = 1564846, upload-time = "2025-11-04T12:42:15.191Z" },
+    { url = "https://files.pythonhosted.org/packages/69/02/b7c30e5e04752cb4db6202a3858b149c0710e5453b71a3b2aec5d78a1aab/greenlet-3.2.4-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:326d234cbf337c9c3def0676412eb7040a35a768efc92504b947b3e9cfc7543d", size = 1633814, upload-time = "2025-11-04T12:42:17.175Z" },
     { url = "https://files.pythonhosted.org/packages/e9/08/b0814846b79399e585f974bbeebf5580fbe59e258ea7be64d9dfb253c84f/greenlet-3.2.4-cp312-cp312-win_amd64.whl", hash = "sha256:a7d4e128405eea3814a12cc2605e0e6aedb4035bf32697f72deca74de4105e02", size = 299899, upload-time = "2025-08-07T13:38:53.448Z" },
     { url = "https://files.pythonhosted.org/packages/49/e8/58c7f85958bda41dafea50497cbd59738c5c43dbbea5ee83d651234398f4/greenlet-3.2.4-cp313-cp313-macosx_11_0_universal2.whl", hash = "sha256:1a921e542453fe531144e91e1feedf12e07351b1cf6c9e8a3325ea600a715a31", size = 272814, upload-time = "2025-08-07T13:15:50.011Z" },
     { url = "https://files.pythonhosted.org/packages/62/dd/b9f59862e9e257a16e4e610480cfffd29e3fae018a68c2332090b53aac3d/greenlet-3.2.4-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:cd3c8e693bff0fff6ba55f140bf390fa92c994083f838fece0f63be121334945", size = 641073, upload-time = "2025-08-07T13:42:57.23Z" },
@@ -422,6 +424,8 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/ee/43/3cecdc0349359e1a527cbf2e3e28e5f8f06d3343aaf82ca13437a9aa290f/greenlet-3.2.4-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:23768528f2911bcd7e475210822ffb5254ed10d71f4028387e5a99b4c6699671", size = 610497, upload-time = "2025-08-07T13:18:31.636Z" },
     { url = "https://files.pythonhosted.org/packages/b8/19/06b6cf5d604e2c382a6f31cafafd6f33d5dea706f4db7bdab184bad2b21d/greenlet-3.2.4-cp313-cp313-musllinux_1_1_aarch64.whl", hash = "sha256:00fadb3fedccc447f517ee0d3fd8fe49eae949e1cd0f6a611818f4f6fb7dc83b", size = 1121662, upload-time = "2025-08-07T13:42:41.117Z" },
     { url = "https://files.pythonhosted.org/packages/a2/15/0d5e4e1a66fab130d98168fe984c509249c833c1a3c16806b90f253ce7b9/greenlet-3.2.4-cp313-cp313-musllinux_1_1_x86_64.whl", hash = "sha256:d25c5091190f2dc0eaa3f950252122edbbadbb682aa7b1ef2f8af0f8c0afefae", size = 1149210, upload-time = "2025-08-07T13:18:24.072Z" },
+    { url = "https://files.pythonhosted.org/packages/1c/53/f9c440463b3057485b8594d7a638bed53ba531165ef0ca0e6c364b5cc807/greenlet-3.2.4-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:6e343822feb58ac4d0a1211bd9399de2b3a04963ddeec21530fc426cc121f19b", size = 1564759, upload-time = "2025-11-04T12:42:19.395Z" },
+    { url = "https://files.pythonhosted.org/packages/47/e4/3bb4240abdd0a8d23f4f88adec746a3099f0d86bfedb623f063b2e3b4df0/greenlet-3.2.4-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:ca7f6f1f2649b89ce02f6f229d7c19f680a6238af656f61e0115b24857917929", size = 1634288, upload-time = "2025-11-04T12:42:21.174Z" },
     { url = "https://files.pythonhosted.org/packages/0b/55/2321e43595e6801e105fcfdee02b34c0f996eb71e6ddffca6b10b7e1d771/greenlet-3.2.4-cp313-cp313-win_amd64.whl", hash = "sha256:554b03b6e73aaabec3745364d6239e9e012d64c68ccd0b8430c64ccc14939a8b", size = 299685, upload-time = "2025-08-07T13:24:38.824Z" },
     { url = "https://files.pythonhosted.org/packages/22/5c/85273fd7cc388285632b0498dbbab97596e04b154933dfe0f3e68156c68c/greenlet-3.2.4-cp314-cp314-macosx_11_0_universal2.whl", hash = "sha256:49a30d5fda2507ae77be16479bdb62a660fa51b1eb4928b524975b3bde77b3c0", size = 273586, upload-time = "2025-08-07T13:16:08.004Z" },
     { url = "https://files.pythonhosted.org/packages/d1/75/10aeeaa3da9332c2e761e4c50d4c3556c21113ee3f0afa2cf5769946f7a3/greenlet-3.2.4-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:299fd615cd8fc86267b47597123e3f43ad79c9d8a22bebdce535e53550763e2f", size = 686346, upload-time = "2025-08-07T13:42:59.944Z" },
@@ -429,27 +433,43 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/dc/8b/29aae55436521f1d6f8ff4e12fb676f3400de7fcf27fccd1d4d17fd8fecd/greenlet-3.2.4-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:b4a1870c51720687af7fa3e7cda6d08d801dae660f75a76f3845b642b4da6ee1", size = 694659, upload-time = "2025-08-07T13:53:17.759Z" },
     { url = "https://files.pythonhosted.org/packages/92/2e/ea25914b1ebfde93b6fc4ff46d6864564fba59024e928bdc7de475affc25/greenlet-3.2.4-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:061dc4cf2c34852b052a8620d40f36324554bc192be474b9e9770e8c042fd735", size = 695355, upload-time = "2025-08-07T13:18:34.517Z" },
     { url = "https://files.pythonhosted.org/packages/72/60/fc56c62046ec17f6b0d3060564562c64c862948c9d4bc8aa807cf5bd74f4/greenlet-3.2.4-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:44358b9bf66c8576a9f57a590d5f5d6e72fa4228b763d0e43fee6d3b06d3a337", size = 657512, upload-time = "2025-08-07T13:18:33.969Z" },
+    { url = "https://files.pythonhosted.org/packages/23/6e/74407aed965a4ab6ddd93a7ded3180b730d281c77b765788419484cdfeef/greenlet-3.2.4-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:2917bdf657f5859fbf3386b12d68ede4cf1f04c90c3a6bc1f013dd68a22e2269", size = 1612508, upload-time = "2025-11-04T12:42:23.427Z" },
+    { url = "https://files.pythonhosted.org/packages/0d/da/343cd760ab2f92bac1845ca07ee3faea9fe52bee65f7bcb19f16ad7de08b/greenlet-3.2.4-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:015d48959d4add5d6c9f6c5210ee3803a830dce46356e3bc326d6776bde54681", size = 1680760, upload-time = "2025-11-04T12:42:25.341Z" },
     { url = "https://files.pythonhosted.org/packages/e3/a5/6ddab2b4c112be95601c13428db1d8b6608a8b6039816f2ba09c346c08fc/greenlet-3.2.4-cp314-cp314-win_amd64.whl", hash = "sha256:e37ab26028f12dbb0ff65f29a8d3d44a765c61e729647bf2ddfbbed621726f01", size = 303425, upload-time = "2025-08-07T13:32:27.59Z" },
 ]
 
 [[package]]
 name = "hf-xet"
-version = "1.1.10"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/74/31/feeddfce1748c4a233ec1aa5b7396161c07ae1aa9b7bdbc9a72c3c7dd768/hf_xet-1.1.10.tar.gz", hash = "sha256:408aef343800a2102374a883f283ff29068055c111f003ff840733d3b715bb97", size = 487910, upload-time = "2025-09-12T20:10:27.12Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/f7/a2/343e6d05de96908366bdc0081f2d8607d61200be2ac802769c4284cc65bd/hf_xet-1.1.10-cp37-abi3-macosx_10_12_x86_64.whl", hash = "sha256:686083aca1a6669bc85c21c0563551cbcdaa5cf7876a91f3d074a030b577231d", size = 2761466, upload-time = "2025-09-12T20:10:22.836Z" },
-    { url = "https://files.pythonhosted.org/packages/31/f9/6215f948ac8f17566ee27af6430ea72045e0418ce757260248b483f4183b/hf_xet-1.1.10-cp37-abi3-macosx_11_0_arm64.whl", hash = "sha256:71081925383b66b24eedff3013f8e6bbd41215c3338be4b94ba75fd75b21513b", size = 2623807, upload-time = "2025-09-12T20:10:21.118Z" },
-    { url = "https://files.pythonhosted.org/packages/15/07/86397573efefff941e100367bbda0b21496ffcdb34db7ab51912994c32a2/hf_xet-1.1.10-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6b6bceb6361c80c1cc42b5a7b4e3efd90e64630bcf11224dcac50ef30a47e435", size = 3186960, upload-time = "2025-09-12T20:10:19.336Z" },
-    { url = "https://files.pythonhosted.org/packages/01/a7/0b2e242b918cc30e1f91980f3c4b026ff2eedaf1e2ad96933bca164b2869/hf_xet-1.1.10-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:eae7c1fc8a664e54753ffc235e11427ca61f4b0477d757cc4eb9ae374b69f09c", size = 3087167, upload-time = "2025-09-12T20:10:17.255Z" },
-    { url = "https://files.pythonhosted.org/packages/4a/25/3e32ab61cc7145b11eee9d745988e2f0f4fafda81b25980eebf97d8cff15/hf_xet-1.1.10-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:0a0005fd08f002180f7a12d4e13b22be277725bc23ed0529f8add5c7a6309c06", size = 3248612, upload-time = "2025-09-12T20:10:24.093Z" },
-    { url = "https://files.pythonhosted.org/packages/2c/3d/ab7109e607ed321afaa690f557a9ada6d6d164ec852fd6bf9979665dc3d6/hf_xet-1.1.10-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:f900481cf6e362a6c549c61ff77468bd59d6dd082f3170a36acfef2eb6a6793f", size = 3353360, upload-time = "2025-09-12T20:10:25.563Z" },
-    { url = "https://files.pythonhosted.org/packages/ee/0e/471f0a21db36e71a2f1752767ad77e92d8cde24e974e03d662931b1305ec/hf_xet-1.1.10-cp37-abi3-win_amd64.whl", hash = "sha256:5f54b19cc347c13235ae7ee98b330c26dd65ef1df47e5316ffb1e87713ca7045", size = 2804691, upload-time = "2025-09-12T20:10:28.433Z" },
+version = "1.2.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/5e/6e/0f11bacf08a67f7fb5ee09740f2ca54163863b07b70d579356e9222ce5d8/hf_xet-1.2.0.tar.gz", hash = "sha256:a8c27070ca547293b6890c4bf389f713f80e8c478631432962bb7f4bc0bd7d7f", size = 506020, upload-time = "2025-10-24T19:04:32.129Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/9e/a5/85ef910a0aa034a2abcfadc360ab5ac6f6bc4e9112349bd40ca97551cff0/hf_xet-1.2.0-cp313-cp313t-macosx_10_12_x86_64.whl", hash = "sha256:ceeefcd1b7aed4956ae8499e2199607765fbd1c60510752003b6cc0b8413b649", size = 2861870, upload-time = "2025-10-24T19:04:11.422Z" },
+    { url = "https://files.pythonhosted.org/packages/ea/40/e2e0a7eb9a51fe8828ba2d47fe22a7e74914ea8a0db68a18c3aa7449c767/hf_xet-1.2.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:b70218dd548e9840224df5638fdc94bd033552963cfa97f9170829381179c813", size = 2717584, upload-time = "2025-10-24T19:04:09.586Z" },
+    { url = "https://files.pythonhosted.org/packages/a5/7d/daf7f8bc4594fdd59a8a596f9e3886133fdc68e675292218a5e4c1b7e834/hf_xet-1.2.0-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7d40b18769bb9a8bc82a9ede575ce1a44c75eb80e7375a01d76259089529b5dc", size = 3315004, upload-time = "2025-10-24T19:04:00.314Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/ba/45ea2f605fbf6d81c8b21e4d970b168b18a53515923010c312c06cd83164/hf_xet-1.2.0-cp313-cp313t-manylinux_2_28_aarch64.whl", hash = "sha256:cd3a6027d59cfb60177c12d6424e31f4b5ff13d8e3a1247b3a584bf8977e6df5", size = 3222636, upload-time = "2025-10-24T19:03:58.111Z" },
+    { url = "https://files.pythonhosted.org/packages/4a/1d/04513e3cab8f29ab8c109d309ddd21a2705afab9d52f2ba1151e0c14f086/hf_xet-1.2.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:6de1fc44f58f6dd937956c8d304d8c2dea264c80680bcfa61ca4a15e7b76780f", size = 3408448, upload-time = "2025-10-24T19:04:20.951Z" },
+    { url = "https://files.pythonhosted.org/packages/f0/7c/60a2756d7feec7387db3a1176c632357632fbe7849fce576c5559d4520c7/hf_xet-1.2.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:f182f264ed2acd566c514e45da9f2119110e48a87a327ca271027904c70c5832", size = 3503401, upload-time = "2025-10-24T19:04:22.549Z" },
+    { url = "https://files.pythonhosted.org/packages/4e/64/48fffbd67fb418ab07451e4ce641a70de1c40c10a13e25325e24858ebe5a/hf_xet-1.2.0-cp313-cp313t-win_amd64.whl", hash = "sha256:293a7a3787e5c95d7be1857358a9130694a9c6021de3f27fa233f37267174382", size = 2900866, upload-time = "2025-10-24T19:04:33.461Z" },
+    { url = "https://files.pythonhosted.org/packages/e2/51/f7e2caae42f80af886db414d4e9885fac959330509089f97cccb339c6b87/hf_xet-1.2.0-cp314-cp314t-macosx_10_12_x86_64.whl", hash = "sha256:10bfab528b968c70e062607f663e21e34e2bba349e8038db546646875495179e", size = 2861861, upload-time = "2025-10-24T19:04:19.01Z" },
+    { url = "https://files.pythonhosted.org/packages/6e/1d/a641a88b69994f9371bd347f1dd35e5d1e2e2460a2e350c8d5165fc62005/hf_xet-1.2.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:2a212e842647b02eb6a911187dc878e79c4aa0aa397e88dd3b26761676e8c1f8", size = 2717699, upload-time = "2025-10-24T19:04:17.306Z" },
+    { url = "https://files.pythonhosted.org/packages/df/e0/e5e9bba7d15f0318955f7ec3f4af13f92e773fbb368c0b8008a5acbcb12f/hf_xet-1.2.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:30e06daccb3a7d4c065f34fc26c14c74f4653069bb2b194e7f18f17cbe9939c0", size = 3314885, upload-time = "2025-10-24T19:04:07.642Z" },
+    { url = "https://files.pythonhosted.org/packages/21/90/b7fe5ff6f2b7b8cbdf1bd56145f863c90a5807d9758a549bf3d916aa4dec/hf_xet-1.2.0-cp314-cp314t-manylinux_2_28_aarch64.whl", hash = "sha256:29c8fc913a529ec0a91867ce3d119ac1aac966e098cf49501800c870328cc090", size = 3221550, upload-time = "2025-10-24T19:04:05.55Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/cb/73f276f0a7ce46cc6a6ec7d6c7d61cbfe5f2e107123d9bbd0193c355f106/hf_xet-1.2.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:66e159cbfcfbb29f920db2c09ed8b660eb894640d284f102ada929b6e3dc410a", size = 3408010, upload-time = "2025-10-24T19:04:28.598Z" },
+    { url = "https://files.pythonhosted.org/packages/b8/1e/d642a12caa78171f4be64f7cd9c40e3ca5279d055d0873188a58c0f5fbb9/hf_xet-1.2.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:9c91d5ae931510107f148874e9e2de8a16052b6f1b3ca3c1b12f15ccb491390f", size = 3503264, upload-time = "2025-10-24T19:04:30.397Z" },
+    { url = "https://files.pythonhosted.org/packages/17/b5/33764714923fa1ff922770f7ed18c2daae034d21ae6e10dbf4347c854154/hf_xet-1.2.0-cp314-cp314t-win_amd64.whl", hash = "sha256:210d577732b519ac6ede149d2f2f34049d44e8622bf14eb3d63bbcd2d4b332dc", size = 2901071, upload-time = "2025-10-24T19:04:37.463Z" },
+    { url = "https://files.pythonhosted.org/packages/96/2d/22338486473df5923a9ab7107d375dbef9173c338ebef5098ef593d2b560/hf_xet-1.2.0-cp37-abi3-macosx_10_12_x86_64.whl", hash = "sha256:46740d4ac024a7ca9b22bebf77460ff43332868b661186a8e46c227fdae01848", size = 2866099, upload-time = "2025-10-24T19:04:15.366Z" },
+    { url = "https://files.pythonhosted.org/packages/7f/8c/c5becfa53234299bc2210ba314eaaae36c2875e0045809b82e40a9544f0c/hf_xet-1.2.0-cp37-abi3-macosx_11_0_arm64.whl", hash = "sha256:27df617a076420d8845bea087f59303da8be17ed7ec0cd7ee3b9b9f579dff0e4", size = 2722178, upload-time = "2025-10-24T19:04:13.695Z" },
+    { url = "https://files.pythonhosted.org/packages/9a/92/cf3ab0b652b082e66876d08da57fcc6fa2f0e6c70dfbbafbd470bb73eb47/hf_xet-1.2.0-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3651fd5bfe0281951b988c0facbe726aa5e347b103a675f49a3fa8144c7968fd", size = 3320214, upload-time = "2025-10-24T19:04:03.596Z" },
+    { url = "https://files.pythonhosted.org/packages/46/92/3f7ec4a1b6a65bf45b059b6d4a5d38988f63e193056de2f420137e3c3244/hf_xet-1.2.0-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:d06fa97c8562fb3ee7a378dd9b51e343bc5bc8190254202c9771029152f5e08c", size = 3229054, upload-time = "2025-10-24T19:04:01.949Z" },
+    { url = "https://files.pythonhosted.org/packages/0b/dd/7ac658d54b9fb7999a0ccb07ad863b413cbaf5cf172f48ebcd9497ec7263/hf_xet-1.2.0-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:4c1428c9ae73ec0939410ec73023c4f842927f39db09b063b9482dac5a3bb737", size = 3413812, upload-time = "2025-10-24T19:04:24.585Z" },
+    { url = "https://files.pythonhosted.org/packages/92/68/89ac4e5b12a9ff6286a12174c8538a5930e2ed662091dd2572bbe0a18c8a/hf_xet-1.2.0-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:a55558084c16b09b5ed32ab9ed38421e2d87cf3f1f89815764d1177081b99865", size = 3508920, upload-time = "2025-10-24T19:04:26.927Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/44/870d44b30e1dcfb6a65932e3e1506c103a8a5aea9103c337e7a53180322c/hf_xet-1.2.0-cp37-abi3-win_amd64.whl", hash = "sha256:e6584a52253f72c9f52f9e549d5895ca7a471608495c4ecaa6cc73dba2b24d69", size = 2905735, upload-time = "2025-10-24T19:04:35.928Z" },
 ]
 
 [[package]]
 name = "huggingface-hub"
-version = "0.35.3"
+version = "0.36.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "filelock" },
@@ -461,9 +481,9 @@ dependencies = [
     { name = "tqdm" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/10/7e/a0a97de7c73671863ca6b3f61fa12518caf35db37825e43d63a70956738c/huggingface_hub-0.35.3.tar.gz", hash = "sha256:350932eaa5cc6a4747efae85126ee220e4ef1b54e29d31c3b45c5612ddf0b32a", size = 461798, upload-time = "2025-09-29T14:29:58.625Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/98/63/4910c5fa9128fdadf6a9c5ac138e8b1b6cee4ca44bf7915bbfbce4e355ee/huggingface_hub-0.36.0.tar.gz", hash = "sha256:47b3f0e2539c39bf5cde015d63b72ec49baff67b6931c3d97f3f84532e2b8d25", size = 463358, upload-time = "2025-10-23T12:12:01.413Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/31/a0/651f93d154cb72323358bf2bbae3e642bdb5d2f1bfc874d096f7cb159fa0/huggingface_hub-0.35.3-py3-none-any.whl", hash = "sha256:0e3a01829c19d86d03793e4577816fe3bdfc1602ac62c7fb220d593d351224ba", size = 564262, upload-time = "2025-09-29T14:29:55.813Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/bd/1a875e0d592d447cbc02805fd3fe0f497714d6a2583f59d14fa9ebad96eb/huggingface_hub-0.36.0-py3-none-any.whl", hash = "sha256:7bcc9ad17d5b3f07b57c78e79d527102d08313caa278a641993acddcb894548d", size = 566094, upload-time = "2025-10-23T12:11:59.557Z" },
 ]
 
 [[package]]
@@ -1085,11 +1105,11 @@ wheels = [
 
 [[package]]
 name = "pip"
-version = "25.2"
+version = "25.3"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/20/16/650289cd3f43d5a2fadfd98c68bd1e1e7f2550a1a5326768cddfbcedb2c5/pip-25.2.tar.gz", hash = "sha256:578283f006390f85bb6282dffb876454593d637f5d1be494b5202ce4877e71f2", size = 1840021, upload-time = "2025-07-30T21:50:15.401Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/fe/6e/74a3f0179a4a73a53d66ce57fdb4de0080a8baa1de0063de206d6167acc2/pip-25.3.tar.gz", hash = "sha256:8d0538dbbd7babbd207f261ed969c65de439f6bc9e5dbd3b3b9a77f25d95f343", size = 1803014, upload-time = "2025-10-25T00:55:41.394Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/b7/3f/945ef7ab14dc4f9d7f40288d2df998d1837ee0888ec3659c813487572faa/pip-25.2-py3-none-any.whl", hash = "sha256:6d67a2b4e7f14d8b31b8b52648866fa717f45a1eb70e83002f4331d07e953717", size = 1752557, upload-time = "2025-07-30T21:50:13.323Z" },
+    { url = "https://files.pythonhosted.org/packages/44/3c/d717024885424591d5376220b5e836c2d5293ce2011523c9de23ff7bf068/pip-25.3-py3-none-any.whl", hash = "sha256:9655943313a94722b7774661c21049070f6bbb0a1516bf02f7c8d5d9201514cd", size = 1778622, upload-time = "2025-10-25T00:55:39.247Z" },
 ]
 
 [[package]]
@@ -1215,31 +1235,45 @@ wheels = [
 
 [[package]]
 name = "pyarrow"
-version = "21.0.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/ef/c2/ea068b8f00905c06329a3dfcd40d0fcc2b7d0f2e355bdb25b65e0a0e4cd4/pyarrow-21.0.0.tar.gz", hash = "sha256:5051f2dccf0e283ff56335760cbc8622cf52264d67e359d5569541ac11b6d5bc", size = 1133487, upload-time = "2025-07-18T00:57:31.761Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/ca/d4/d4f817b21aacc30195cf6a46ba041dd1be827efa4a623cc8bf39a1c2a0c0/pyarrow-21.0.0-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:3a302f0e0963db37e0a24a70c56cf91a4faa0bca51c23812279ca2e23481fccd", size = 31160305, upload-time = "2025-07-18T00:55:35.373Z" },
-    { url = "https://files.pythonhosted.org/packages/a2/9c/dcd38ce6e4b4d9a19e1d36914cb8e2b1da4e6003dd075474c4cfcdfe0601/pyarrow-21.0.0-cp312-cp312-macosx_12_0_x86_64.whl", hash = "sha256:b6b27cf01e243871390474a211a7922bfbe3bda21e39bc9160daf0da3fe48876", size = 32684264, upload-time = "2025-07-18T00:55:39.303Z" },
-    { url = "https://files.pythonhosted.org/packages/4f/74/2a2d9f8d7a59b639523454bec12dba35ae3d0a07d8ab529dc0809f74b23c/pyarrow-21.0.0-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:e72a8ec6b868e258a2cd2672d91f2860ad532d590ce94cdf7d5e7ec674ccf03d", size = 41108099, upload-time = "2025-07-18T00:55:42.889Z" },
-    { url = "https://files.pythonhosted.org/packages/ad/90/2660332eeb31303c13b653ea566a9918484b6e4d6b9d2d46879a33ab0622/pyarrow-21.0.0-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:b7ae0bbdc8c6674259b25bef5d2a1d6af5d39d7200c819cf99e07f7dfef1c51e", size = 42829529, upload-time = "2025-07-18T00:55:47.069Z" },
-    { url = "https://files.pythonhosted.org/packages/33/27/1a93a25c92717f6aa0fca06eb4700860577d016cd3ae51aad0e0488ac899/pyarrow-21.0.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:58c30a1729f82d201627c173d91bd431db88ea74dcaa3885855bc6203e433b82", size = 43367883, upload-time = "2025-07-18T00:55:53.069Z" },
-    { url = "https://files.pythonhosted.org/packages/05/d9/4d09d919f35d599bc05c6950095e358c3e15148ead26292dfca1fb659b0c/pyarrow-21.0.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:072116f65604b822a7f22945a7a6e581cfa28e3454fdcc6939d4ff6090126623", size = 45133802, upload-time = "2025-07-18T00:55:57.714Z" },
-    { url = "https://files.pythonhosted.org/packages/71/30/f3795b6e192c3ab881325ffe172e526499eb3780e306a15103a2764916a2/pyarrow-21.0.0-cp312-cp312-win_amd64.whl", hash = "sha256:cf56ec8b0a5c8c9d7021d6fd754e688104f9ebebf1bf4449613c9531f5346a18", size = 26203175, upload-time = "2025-07-18T00:56:01.364Z" },
-    { url = "https://files.pythonhosted.org/packages/16/ca/c7eaa8e62db8fb37ce942b1ea0c6d7abfe3786ca193957afa25e71b81b66/pyarrow-21.0.0-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:e99310a4ebd4479bcd1964dff9e14af33746300cb014aa4a3781738ac63baf4a", size = 31154306, upload-time = "2025-07-18T00:56:04.42Z" },
-    { url = "https://files.pythonhosted.org/packages/ce/e8/e87d9e3b2489302b3a1aea709aaca4b781c5252fcb812a17ab6275a9a484/pyarrow-21.0.0-cp313-cp313-macosx_12_0_x86_64.whl", hash = "sha256:d2fe8e7f3ce329a71b7ddd7498b3cfac0eeb200c2789bd840234f0dc271a8efe", size = 32680622, upload-time = "2025-07-18T00:56:07.505Z" },
-    { url = "https://files.pythonhosted.org/packages/84/52/79095d73a742aa0aba370c7942b1b655f598069489ab387fe47261a849e1/pyarrow-21.0.0-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:f522e5709379d72fb3da7785aa489ff0bb87448a9dc5a75f45763a795a089ebd", size = 41104094, upload-time = "2025-07-18T00:56:10.994Z" },
-    { url = "https://files.pythonhosted.org/packages/89/4b/7782438b551dbb0468892a276b8c789b8bbdb25ea5c5eb27faadd753e037/pyarrow-21.0.0-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:69cbbdf0631396e9925e048cfa5bce4e8c3d3b41562bbd70c685a8eb53a91e61", size = 42825576, upload-time = "2025-07-18T00:56:15.569Z" },
-    { url = "https://files.pythonhosted.org/packages/b3/62/0f29de6e0a1e33518dec92c65be0351d32d7ca351e51ec5f4f837a9aab91/pyarrow-21.0.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:731c7022587006b755d0bdb27626a1a3bb004bb56b11fb30d98b6c1b4718579d", size = 43368342, upload-time = "2025-07-18T00:56:19.531Z" },
-    { url = "https://files.pythonhosted.org/packages/90/c7/0fa1f3f29cf75f339768cc698c8ad4ddd2481c1742e9741459911c9ac477/pyarrow-21.0.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:dc56bc708f2d8ac71bd1dcb927e458c93cec10b98eb4120206a4091db7b67b99", size = 45131218, upload-time = "2025-07-18T00:56:23.347Z" },
-    { url = "https://files.pythonhosted.org/packages/01/63/581f2076465e67b23bc5a37d4a2abff8362d389d29d8105832e82c9c811c/pyarrow-21.0.0-cp313-cp313-win_amd64.whl", hash = "sha256:186aa00bca62139f75b7de8420f745f2af12941595bbbfa7ed3870ff63e25636", size = 26087551, upload-time = "2025-07-18T00:56:26.758Z" },
-    { url = "https://files.pythonhosted.org/packages/c9/ab/357d0d9648bb8241ee7348e564f2479d206ebe6e1c47ac5027c2e31ecd39/pyarrow-21.0.0-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:a7a102574faa3f421141a64c10216e078df467ab9576684d5cd696952546e2da", size = 31290064, upload-time = "2025-07-18T00:56:30.214Z" },
-    { url = "https://files.pythonhosted.org/packages/3f/8a/5685d62a990e4cac2043fc76b4661bf38d06efed55cf45a334b455bd2759/pyarrow-21.0.0-cp313-cp313t-macosx_12_0_x86_64.whl", hash = "sha256:1e005378c4a2c6db3ada3ad4c217b381f6c886f0a80d6a316fe586b90f77efd7", size = 32727837, upload-time = "2025-07-18T00:56:33.935Z" },
-    { url = "https://files.pythonhosted.org/packages/fc/de/c0828ee09525c2bafefd3e736a248ebe764d07d0fd762d4f0929dbc516c9/pyarrow-21.0.0-cp313-cp313t-manylinux_2_28_aarch64.whl", hash = "sha256:65f8e85f79031449ec8706b74504a316805217b35b6099155dd7e227eef0d4b6", size = 41014158, upload-time = "2025-07-18T00:56:37.528Z" },
-    { url = "https://files.pythonhosted.org/packages/6e/26/a2865c420c50b7a3748320b614f3484bfcde8347b2639b2b903b21ce6a72/pyarrow-21.0.0-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:3a81486adc665c7eb1a2bde0224cfca6ceaba344a82a971ef059678417880eb8", size = 42667885, upload-time = "2025-07-18T00:56:41.483Z" },
-    { url = "https://files.pythonhosted.org/packages/0a/f9/4ee798dc902533159250fb4321267730bc0a107d8c6889e07c3add4fe3a5/pyarrow-21.0.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:fc0d2f88b81dcf3ccf9a6ae17f89183762c8a94a5bdcfa09e05cfe413acf0503", size = 43276625, upload-time = "2025-07-18T00:56:48.002Z" },
-    { url = "https://files.pythonhosted.org/packages/5a/da/e02544d6997037a4b0d22d8e5f66bc9315c3671371a8b18c79ade1cefe14/pyarrow-21.0.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:6299449adf89df38537837487a4f8d3bd91ec94354fdd2a7d30bc11c48ef6e79", size = 44951890, upload-time = "2025-07-18T00:56:52.568Z" },
-    { url = "https://files.pythonhosted.org/packages/e5/4e/519c1bc1876625fe6b71e9a28287c43ec2f20f73c658b9ae1d485c0c206e/pyarrow-21.0.0-cp313-cp313t-win_amd64.whl", hash = "sha256:222c39e2c70113543982c6b34f3077962b44fca38c0bd9e68bb6781534425c10", size = 26371006, upload-time = "2025-07-18T00:56:56.379Z" },
+version = "22.0.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/30/53/04a7fdc63e6056116c9ddc8b43bc28c12cdd181b85cbeadb79278475f3ae/pyarrow-22.0.0.tar.gz", hash = "sha256:3d600dc583260d845c7d8a6db540339dd883081925da2bd1c5cb808f720b3cd9", size = 1151151, upload-time = "2025-10-24T12:30:00.762Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/af/63/ba23862d69652f85b615ca14ad14f3bcfc5bf1b99ef3f0cd04ff93fdad5a/pyarrow-22.0.0-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:bea79263d55c24a32b0d79c00a1c58bb2ee5f0757ed95656b01c0fb310c5af3d", size = 34211578, upload-time = "2025-10-24T10:05:21.583Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/d0/f9ad86fe809efd2bcc8be32032fa72e8b0d112b01ae56a053006376c5930/pyarrow-22.0.0-cp312-cp312-macosx_12_0_x86_64.whl", hash = "sha256:12fe549c9b10ac98c91cf791d2945e878875d95508e1a5d14091a7aaa66d9cf8", size = 35989906, upload-time = "2025-10-24T10:05:29.485Z" },
+    { url = "https://files.pythonhosted.org/packages/b4/a8/f910afcb14630e64d673f15904ec27dd31f1e009b77033c365c84e8c1e1d/pyarrow-22.0.0-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:334f900ff08ce0423407af97e6c26ad5d4e3b0763645559ece6fbf3747d6a8f5", size = 45021677, upload-time = "2025-10-24T10:05:38.274Z" },
+    { url = "https://files.pythonhosted.org/packages/13/95/aec81f781c75cd10554dc17a25849c720d54feafb6f7847690478dcf5ef8/pyarrow-22.0.0-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:c6c791b09c57ed76a18b03f2631753a4960eefbbca80f846da8baefc6491fcfe", size = 47726315, upload-time = "2025-10-24T10:05:47.314Z" },
+    { url = "https://files.pythonhosted.org/packages/bb/d4/74ac9f7a54cfde12ee42734ea25d5a3c9a45db78f9def949307a92720d37/pyarrow-22.0.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:c3200cb41cdbc65156e5f8c908d739b0dfed57e890329413da2748d1a2cd1a4e", size = 47990906, upload-time = "2025-10-24T10:05:58.254Z" },
+    { url = "https://files.pythonhosted.org/packages/2e/71/fedf2499bf7a95062eafc989ace56572f3343432570e1c54e6599d5b88da/pyarrow-22.0.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:ac93252226cf288753d8b46280f4edf3433bf9508b6977f8dd8526b521a1bbb9", size = 50306783, upload-time = "2025-10-24T10:06:08.08Z" },
+    { url = "https://files.pythonhosted.org/packages/68/ed/b202abd5a5b78f519722f3d29063dda03c114711093c1995a33b8e2e0f4b/pyarrow-22.0.0-cp312-cp312-win_amd64.whl", hash = "sha256:44729980b6c50a5f2bfcc2668d36c569ce17f8b17bccaf470c4313dcbbf13c9d", size = 27972883, upload-time = "2025-10-24T10:06:14.204Z" },
+    { url = "https://files.pythonhosted.org/packages/a6/d6/d0fac16a2963002fc22c8fa75180a838737203d558f0ed3b564c4a54eef5/pyarrow-22.0.0-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:e6e95176209257803a8b3d0394f21604e796dadb643d2f7ca21b66c9c0b30c9a", size = 34204629, upload-time = "2025-10-24T10:06:20.274Z" },
+    { url = "https://files.pythonhosted.org/packages/c6/9c/1d6357347fbae062ad3f17082f9ebc29cc733321e892c0d2085f42a2212b/pyarrow-22.0.0-cp313-cp313-macosx_12_0_x86_64.whl", hash = "sha256:001ea83a58024818826a9e3f89bf9310a114f7e26dfe404a4c32686f97bd7901", size = 35985783, upload-time = "2025-10-24T10:06:27.301Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/c0/782344c2ce58afbea010150df07e3a2f5fdad299cd631697ae7bd3bac6e3/pyarrow-22.0.0-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:ce20fe000754f477c8a9125543f1936ea5b8867c5406757c224d745ed033e691", size = 45020999, upload-time = "2025-10-24T10:06:35.387Z" },
+    { url = "https://files.pythonhosted.org/packages/1b/8b/5362443737a5307a7b67c1017c42cd104213189b4970bf607e05faf9c525/pyarrow-22.0.0-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:e0a15757fccb38c410947df156f9749ae4a3c89b2393741a50521f39a8cf202a", size = 47724601, upload-time = "2025-10-24T10:06:43.551Z" },
+    { url = "https://files.pythonhosted.org/packages/69/4d/76e567a4fc2e190ee6072967cb4672b7d9249ac59ae65af2d7e3047afa3b/pyarrow-22.0.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:cedb9dd9358e4ea1d9bce3665ce0797f6adf97ff142c8e25b46ba9cdd508e9b6", size = 48001050, upload-time = "2025-10-24T10:06:52.284Z" },
+    { url = "https://files.pythonhosted.org/packages/01/5e/5653f0535d2a1aef8223cee9d92944cb6bccfee5cf1cd3f462d7cb022790/pyarrow-22.0.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:252be4a05f9d9185bb8c18e83764ebcfea7185076c07a7a662253af3a8c07941", size = 50307877, upload-time = "2025-10-24T10:07:02.405Z" },
+    { url = "https://files.pythonhosted.org/packages/2d/f8/1d0bd75bf9328a3b826e24a16e5517cd7f9fbf8d34a3184a4566ef5a7f29/pyarrow-22.0.0-cp313-cp313-win_amd64.whl", hash = "sha256:a4893d31e5ef780b6edcaf63122df0f8d321088bb0dee4c8c06eccb1ca28d145", size = 27977099, upload-time = "2025-10-24T10:08:07.259Z" },
+    { url = "https://files.pythonhosted.org/packages/90/81/db56870c997805bf2b0f6eeeb2d68458bf4654652dccdcf1bf7a42d80903/pyarrow-22.0.0-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:f7fe3dbe871294ba70d789be16b6e7e52b418311e166e0e3cba9522f0f437fb1", size = 34336685, upload-time = "2025-10-24T10:07:11.47Z" },
+    { url = "https://files.pythonhosted.org/packages/1c/98/0727947f199aba8a120f47dfc229eeb05df15bcd7a6f1b669e9f882afc58/pyarrow-22.0.0-cp313-cp313t-macosx_12_0_x86_64.whl", hash = "sha256:ba95112d15fd4f1105fb2402c4eab9068f0554435e9b7085924bcfaac2cc306f", size = 36032158, upload-time = "2025-10-24T10:07:18.626Z" },
+    { url = "https://files.pythonhosted.org/packages/96/b4/9babdef9c01720a0785945c7cf550e4acd0ebcd7bdd2e6f0aa7981fa85e2/pyarrow-22.0.0-cp313-cp313t-manylinux_2_28_aarch64.whl", hash = "sha256:c064e28361c05d72eed8e744c9605cbd6d2bb7481a511c74071fd9b24bc65d7d", size = 44892060, upload-time = "2025-10-24T10:07:26.002Z" },
+    { url = "https://files.pythonhosted.org/packages/f8/ca/2f8804edd6279f78a37062d813de3f16f29183874447ef6d1aadbb4efa0f/pyarrow-22.0.0-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:6f9762274496c244d951c819348afbcf212714902742225f649cf02823a6a10f", size = 47504395, upload-time = "2025-10-24T10:07:34.09Z" },
+    { url = "https://files.pythonhosted.org/packages/b9/f0/77aa5198fd3943682b2e4faaf179a674f0edea0d55d326d83cb2277d9363/pyarrow-22.0.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:a9d9ffdc2ab696f6b15b4d1f7cec6658e1d788124418cb30030afbae31c64746", size = 48066216, upload-time = "2025-10-24T10:07:43.528Z" },
+    { url = "https://files.pythonhosted.org/packages/79/87/a1937b6e78b2aff18b706d738c9e46ade5bfcf11b294e39c87706a0089ac/pyarrow-22.0.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:ec1a15968a9d80da01e1d30349b2b0d7cc91e96588ee324ce1b5228175043e95", size = 50288552, upload-time = "2025-10-24T10:07:53.519Z" },
+    { url = "https://files.pythonhosted.org/packages/60/ae/b5a5811e11f25788ccfdaa8f26b6791c9807119dffcf80514505527c384c/pyarrow-22.0.0-cp313-cp313t-win_amd64.whl", hash = "sha256:bba208d9c7decf9961998edf5c65e3ea4355d5818dd6cd0f6809bec1afb951cc", size = 28262504, upload-time = "2025-10-24T10:08:00.932Z" },
+    { url = "https://files.pythonhosted.org/packages/bd/b0/0fa4d28a8edb42b0a7144edd20befd04173ac79819547216f8a9f36f9e50/pyarrow-22.0.0-cp314-cp314-macosx_12_0_arm64.whl", hash = "sha256:9bddc2cade6561f6820d4cd73f99a0243532ad506bc510a75a5a65a522b2d74d", size = 34224062, upload-time = "2025-10-24T10:08:14.101Z" },
+    { url = "https://files.pythonhosted.org/packages/0f/a8/7a719076b3c1be0acef56a07220c586f25cd24de0e3f3102b438d18ae5df/pyarrow-22.0.0-cp314-cp314-macosx_12_0_x86_64.whl", hash = "sha256:e70ff90c64419709d38c8932ea9fe1cc98415c4f87ea8da81719e43f02534bc9", size = 35990057, upload-time = "2025-10-24T10:08:21.842Z" },
+    { url = "https://files.pythonhosted.org/packages/89/3c/359ed54c93b47fb6fe30ed16cdf50e3f0e8b9ccfb11b86218c3619ae50a8/pyarrow-22.0.0-cp314-cp314-manylinux_2_28_aarch64.whl", hash = "sha256:92843c305330aa94a36e706c16209cd4df274693e777ca47112617db7d0ef3d7", size = 45068002, upload-time = "2025-10-24T10:08:29.034Z" },
+    { url = "https://files.pythonhosted.org/packages/55/fc/4945896cc8638536ee787a3bd6ce7cec8ec9acf452d78ec39ab328efa0a1/pyarrow-22.0.0-cp314-cp314-manylinux_2_28_x86_64.whl", hash = "sha256:6dda1ddac033d27421c20d7a7943eec60be44e0db4e079f33cc5af3b8280ccde", size = 47737765, upload-time = "2025-10-24T10:08:38.559Z" },
+    { url = "https://files.pythonhosted.org/packages/cd/5e/7cb7edeb2abfaa1f79b5d5eb89432356155c8426f75d3753cbcb9592c0fd/pyarrow-22.0.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:84378110dd9a6c06323b41b56e129c504d157d1a983ce8f5443761eb5256bafc", size = 48048139, upload-time = "2025-10-24T10:08:46.784Z" },
+    { url = "https://files.pythonhosted.org/packages/88/c6/546baa7c48185f5e9d6e59277c4b19f30f48c94d9dd938c2a80d4d6b067c/pyarrow-22.0.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:854794239111d2b88b40b6ef92aa478024d1e5074f364033e73e21e3f76b25e0", size = 50314244, upload-time = "2025-10-24T10:08:55.771Z" },
+    { url = "https://files.pythonhosted.org/packages/3c/79/755ff2d145aafec8d347bf18f95e4e81c00127f06d080135dfc86aea417c/pyarrow-22.0.0-cp314-cp314-win_amd64.whl", hash = "sha256:b883fe6fd85adad7932b3271c38ac289c65b7337c2c132e9569f9d3940620730", size = 28757501, upload-time = "2025-10-24T10:09:59.891Z" },
+    { url = "https://files.pythonhosted.org/packages/0e/d2/237d75ac28ced3147912954e3c1a174df43a95f4f88e467809118a8165e0/pyarrow-22.0.0-cp314-cp314t-macosx_12_0_arm64.whl", hash = "sha256:7a820d8ae11facf32585507c11f04e3f38343c1e784c9b5a8b1da5c930547fe2", size = 34355506, upload-time = "2025-10-24T10:09:02.953Z" },
+    { url = "https://files.pythonhosted.org/packages/1e/2c/733dfffe6d3069740f98e57ff81007809067d68626c5faef293434d11bd6/pyarrow-22.0.0-cp314-cp314t-macosx_12_0_x86_64.whl", hash = "sha256:c6ec3675d98915bf1ec8b3c7986422682f7232ea76cad276f4c8abd5b7319b70", size = 36047312, upload-time = "2025-10-24T10:09:10.334Z" },
+    { url = "https://files.pythonhosted.org/packages/7c/2b/29d6e3782dc1f299727462c1543af357a0f2c1d3c160ce199950d9ca51eb/pyarrow-22.0.0-cp314-cp314t-manylinux_2_28_aarch64.whl", hash = "sha256:3e739edd001b04f654b166204fc7a9de896cf6007eaff33409ee9e50ceaff754", size = 45081609, upload-time = "2025-10-24T10:09:18.61Z" },
+    { url = "https://files.pythonhosted.org/packages/8d/42/aa9355ecc05997915af1b7b947a7f66c02dcaa927f3203b87871c114ba10/pyarrow-22.0.0-cp314-cp314t-manylinux_2_28_x86_64.whl", hash = "sha256:7388ac685cab5b279a41dfe0a6ccd99e4dbf322edfb63e02fc0443bf24134e91", size = 47703663, upload-time = "2025-10-24T10:09:27.369Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/62/45abedde480168e83a1de005b7b7043fd553321c1e8c5a9a114425f64842/pyarrow-22.0.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:f633074f36dbc33d5c05b5dc75371e5660f1dbf9c8b1d95669def05e5425989c", size = 48066543, upload-time = "2025-10-24T10:09:34.908Z" },
+    { url = "https://files.pythonhosted.org/packages/84/e9/7878940a5b072e4f3bf998770acafeae13b267f9893af5f6d4ab3904b67e/pyarrow-22.0.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:4c19236ae2402a8663a2c8f21f1870a03cc57f0bef7e4b6eb3238cc82944de80", size = 50288838, upload-time = "2025-10-24T10:09:44.394Z" },
+    { url = "https://files.pythonhosted.org/packages/7b/03/f335d6c52b4a4761bcc83499789a1e2e16d9d201a58c327a9b5cc9a41bd9/pyarrow-22.0.0-cp314-cp314t-win_amd64.whl", hash = "sha256:0c34fe18094686194f204a3b1787a27456897d8a2d62caf84b61e8dfbc0252ae", size = 29185594, upload-time = "2025-10-24T10:09:53.111Z" },
 ]
 
 [[package]]
@@ -1354,80 +1388,80 @@ wheels = [
 
 [[package]]
 name = "regex"
-version = "2025.10.23"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/f8/c8/1d2160d36b11fbe0a61acb7c3c81ab032d9ec8ad888ac9e0a61b85ab99dd/regex-2025.10.23.tar.gz", hash = "sha256:8cbaf8ceb88f96ae2356d01b9adf5e6306fa42fa6f7eab6b97794e37c959ac26", size = 401266, upload-time = "2025-10-21T15:58:20.23Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/f6/57/eeb274d83ab189d02d778851b1ac478477522a92b52edfa6e2ae9ff84679/regex-2025.10.23-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:7a44d9c00f7a0a02d3b777429281376370f3d13d2c75ae74eb94e11ebcf4a7fc", size = 489187, upload-time = "2025-10-21T15:55:18.322Z" },
-    { url = "https://files.pythonhosted.org/packages/55/5c/7dad43a9b6ea88bf77e0b8b7729a4c36978e1043165034212fd2702880c6/regex-2025.10.23-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:b83601f84fde939ae3478bb32a3aef36f61b58c3208d825c7e8ce1a735f143f2", size = 291122, upload-time = "2025-10-21T15:55:20.2Z" },
-    { url = "https://files.pythonhosted.org/packages/66/21/38b71e6f2818f0f4b281c8fba8d9d57cfca7b032a648fa59696e0a54376a/regex-2025.10.23-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ec13647907bb9d15fd192bbfe89ff06612e098a5709e7d6ecabbdd8f7908fc45", size = 288797, upload-time = "2025-10-21T15:55:21.932Z" },
-    { url = "https://files.pythonhosted.org/packages/be/95/888f069c89e7729732a6d7cca37f76b44bfb53a1e35dda8a2c7b65c1b992/regex-2025.10.23-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:78d76dd2957d62501084e7012ddafc5fcd406dd982b7a9ca1ea76e8eaaf73e7e", size = 798442, upload-time = "2025-10-21T15:55:23.747Z" },
-    { url = "https://files.pythonhosted.org/packages/76/70/4f903c608faf786627a8ee17c06e0067b5acade473678b69c8094b248705/regex-2025.10.23-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:8668e5f067e31a47699ebb354f43aeb9c0ef136f915bd864243098524482ac43", size = 864039, upload-time = "2025-10-21T15:55:25.656Z" },
-    { url = "https://files.pythonhosted.org/packages/62/19/2df67b526bf25756c7f447dde554fc10a220fd839cc642f50857d01e4a7b/regex-2025.10.23-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:a32433fe3deb4b2d8eda88790d2808fed0dc097e84f5e683b4cd4f42edef6cca", size = 912057, upload-time = "2025-10-21T15:55:27.309Z" },
-    { url = "https://files.pythonhosted.org/packages/99/14/9a39b7c9e007968411bc3c843cc14cf15437510c0a9991f080cab654fd16/regex-2025.10.23-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d97d73818c642c938db14c0668167f8d39520ca9d983604575ade3fda193afcc", size = 803374, upload-time = "2025-10-21T15:55:28.9Z" },
-    { url = "https://files.pythonhosted.org/packages/d4/f7/3495151dd3ca79949599b6d069b72a61a2c5e24fc441dccc79dcaf708fe6/regex-2025.10.23-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:bca7feecc72ee33579e9f6ddf8babbe473045717a0e7dbc347099530f96e8b9a", size = 787714, upload-time = "2025-10-21T15:55:30.628Z" },
-    { url = "https://files.pythonhosted.org/packages/28/65/ee882455e051131869957ee8597faea45188c9a98c0dad724cfb302d4580/regex-2025.10.23-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:7e24af51e907d7457cc4a72691ec458320b9ae67dc492f63209f01eecb09de32", size = 858392, upload-time = "2025-10-21T15:55:32.322Z" },
-    { url = "https://files.pythonhosted.org/packages/53/25/9287fef5be97529ebd3ac79d256159cb709a07eb58d4be780d1ca3885da8/regex-2025.10.23-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:d10bcde58bbdf18146f3a69ec46dd03233b94a4a5632af97aa5378da3a47d288", size = 850484, upload-time = "2025-10-21T15:55:34.037Z" },
-    { url = "https://files.pythonhosted.org/packages/f3/b4/b49b88b4fea2f14dc73e5b5842755e782fc2e52f74423d6f4adc130d5880/regex-2025.10.23-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:44383bc0c933388516c2692c9a7503e1f4a67e982f20b9a29d2fb70c6494f147", size = 789634, upload-time = "2025-10-21T15:55:35.958Z" },
-    { url = "https://files.pythonhosted.org/packages/b6/3c/2f8d199d0e84e78bcd6bdc2be9b62410624f6b796e2893d1837ae738b160/regex-2025.10.23-cp312-cp312-win32.whl", hash = "sha256:6040a86f95438a0114bba16e51dfe27f1bc004fd29fe725f54a586f6d522b079", size = 266060, upload-time = "2025-10-21T15:55:37.902Z" },
-    { url = "https://files.pythonhosted.org/packages/d7/67/c35e80969f6ded306ad70b0698863310bdf36aca57ad792f45ddc0e2271f/regex-2025.10.23-cp312-cp312-win_amd64.whl", hash = "sha256:436b4c4352fe0762e3bfa34a5567079baa2ef22aa9c37cf4d128979ccfcad842", size = 276931, upload-time = "2025-10-21T15:55:39.502Z" },
-    { url = "https://files.pythonhosted.org/packages/f5/a1/4ed147de7d2b60174f758412c87fa51ada15cd3296a0ff047f4280aaa7ca/regex-2025.10.23-cp312-cp312-win_arm64.whl", hash = "sha256:f4b1b1991617055b46aff6f6db24888c1f05f4db9801349d23f09ed0714a9335", size = 270103, upload-time = "2025-10-21T15:55:41.24Z" },
-    { url = "https://files.pythonhosted.org/packages/28/c6/195a6217a43719d5a6a12cc192a22d12c40290cecfa577f00f4fb822f07d/regex-2025.10.23-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:b7690f95404a1293923a296981fd943cca12c31a41af9c21ba3edd06398fc193", size = 488956, upload-time = "2025-10-21T15:55:42.887Z" },
-    { url = "https://files.pythonhosted.org/packages/4c/93/181070cd1aa2fa541ff2d3afcf763ceecd4937b34c615fa92765020a6c90/regex-2025.10.23-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:1a32d77aeaea58a13230100dd8797ac1a84c457f3af2fdf0d81ea689d5a9105b", size = 290997, upload-time = "2025-10-21T15:55:44.53Z" },
-    { url = "https://files.pythonhosted.org/packages/b6/c5/9d37fbe3a40ed8dda78c23e1263002497540c0d1522ed75482ef6c2000f0/regex-2025.10.23-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:b24b29402f264f70a3c81f45974323b41764ff7159655360543b7cabb73e7d2f", size = 288686, upload-time = "2025-10-21T15:55:46.186Z" },
-    { url = "https://files.pythonhosted.org/packages/5f/e7/db610ff9f10c2921f9b6ac0c8d8be4681b28ddd40fc0549429366967e61f/regex-2025.10.23-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:563824a08c7c03d96856d84b46fdb3bbb7cfbdf79da7ef68725cda2ce169c72a", size = 798466, upload-time = "2025-10-21T15:55:48.24Z" },
-    { url = "https://files.pythonhosted.org/packages/90/10/aab883e1fa7fe2feb15ac663026e70ca0ae1411efa0c7a4a0342d9545015/regex-2025.10.23-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:a0ec8bdd88d2e2659c3518087ee34b37e20bd169419ffead4240a7004e8ed03b", size = 863996, upload-time = "2025-10-21T15:55:50.478Z" },
-    { url = "https://files.pythonhosted.org/packages/a2/b0/8f686dd97a51f3b37d0238cd00a6d0f9ccabe701f05b56de1918571d0d61/regex-2025.10.23-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:b577601bfe1d33913fcd9276d7607bbac827c4798d9e14d04bf37d417a6c41cb", size = 912145, upload-time = "2025-10-21T15:55:52.215Z" },
-    { url = "https://files.pythonhosted.org/packages/a3/ca/639f8cd5b08797bca38fc5e7e07f76641a428cf8c7fca05894caf045aa32/regex-2025.10.23-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7c9f2c68ac6cb3de94eea08a437a75eaa2bd33f9e97c84836ca0b610a5804368", size = 803370, upload-time = "2025-10-21T15:55:53.944Z" },
-    { url = "https://files.pythonhosted.org/packages/0d/1e/a40725bb76959eddf8abc42a967bed6f4851b39f5ac4f20e9794d7832aa5/regex-2025.10.23-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:89f8b9ea3830c79468e26b0e21c3585f69f105157c2154a36f6b7839f8afb351", size = 787767, upload-time = "2025-10-21T15:55:56.004Z" },
-    { url = "https://files.pythonhosted.org/packages/3d/d8/8ee9858062936b0f99656dce390aa667c6e7fb0c357b1b9bf76fb5e2e708/regex-2025.10.23-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:98fd84c4e4ea185b3bb5bf065261ab45867d8875032f358a435647285c722673", size = 858335, upload-time = "2025-10-21T15:55:58.185Z" },
-    { url = "https://files.pythonhosted.org/packages/d8/0a/ed5faaa63fa8e3064ab670e08061fbf09e3a10235b19630cf0cbb9e48c0a/regex-2025.10.23-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:1e11d3e5887b8b096f96b4154dfb902f29c723a9556639586cd140e77e28b313", size = 850402, upload-time = "2025-10-21T15:56:00.023Z" },
-    { url = "https://files.pythonhosted.org/packages/79/14/d05f617342f4b2b4a23561da500ca2beab062bfcc408d60680e77ecaf04d/regex-2025.10.23-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:4f13450328a6634348d47a88367e06b64c9d84980ef6a748f717b13f8ce64e87", size = 789739, upload-time = "2025-10-21T15:56:01.967Z" },
-    { url = "https://files.pythonhosted.org/packages/f9/7b/e8ce8eef42a15f2c3461f8b3e6e924bbc86e9605cb534a393aadc8d3aff8/regex-2025.10.23-cp313-cp313-win32.whl", hash = "sha256:37be9296598a30c6a20236248cb8b2c07ffd54d095b75d3a2a2ee5babdc51df1", size = 266054, upload-time = "2025-10-21T15:56:05.291Z" },
-    { url = "https://files.pythonhosted.org/packages/71/2d/55184ed6be6473187868d2f2e6a0708195fc58270e62a22cbf26028f2570/regex-2025.10.23-cp313-cp313-win_amd64.whl", hash = "sha256:ea7a3c283ce0f06fe789365841e9174ba05f8db16e2fd6ae00a02df9572c04c0", size = 276917, upload-time = "2025-10-21T15:56:07.303Z" },
-    { url = "https://files.pythonhosted.org/packages/9c/d4/927eced0e2bd45c45839e556f987f8c8f8683268dd3c00ad327deb3b0172/regex-2025.10.23-cp313-cp313-win_arm64.whl", hash = "sha256:d9a4953575f300a7bab71afa4cd4ac061c7697c89590a2902b536783eeb49a4f", size = 270105, upload-time = "2025-10-21T15:56:09.857Z" },
-    { url = "https://files.pythonhosted.org/packages/3e/b3/95b310605285573341fc062d1d30b19a54f857530e86c805f942c4ff7941/regex-2025.10.23-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:7d6606524fa77b3912c9ef52a42ef63c6cfbfc1077e9dc6296cd5da0da286044", size = 491850, upload-time = "2025-10-21T15:56:11.685Z" },
-    { url = "https://files.pythonhosted.org/packages/a4/8f/207c2cec01e34e56db1eff606eef46644a60cf1739ecd474627db90ad90b/regex-2025.10.23-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:c037aadf4d64bdc38af7db3dbd34877a057ce6524eefcb2914d6d41c56f968cc", size = 292537, upload-time = "2025-10-21T15:56:13.963Z" },
-    { url = "https://files.pythonhosted.org/packages/98/3b/025240af4ada1dc0b5f10d73f3e5122d04ce7f8908ab8881e5d82b9d61b6/regex-2025.10.23-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:99018c331fb2529084a0c9b4c713dfa49fafb47c7712422e49467c13a636c656", size = 290904, upload-time = "2025-10-21T15:56:16.016Z" },
-    { url = "https://files.pythonhosted.org/packages/81/8e/104ac14e2d3450c43db18ec03e1b96b445a94ae510b60138f00ce2cb7ca1/regex-2025.10.23-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:fd8aba965604d70306eb90a35528f776e59112a7114a5162824d43b76fa27f58", size = 807311, upload-time = "2025-10-21T15:56:17.818Z" },
-    { url = "https://files.pythonhosted.org/packages/19/63/78aef90141b7ce0be8a18e1782f764f6997ad09de0e05251f0d2503a914a/regex-2025.10.23-cp313-cp313t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:238e67264b4013e74136c49f883734f68656adf8257bfa13b515626b31b20f8e", size = 873241, upload-time = "2025-10-21T15:56:19.941Z" },
-    { url = "https://files.pythonhosted.org/packages/b3/a8/80eb1201bb49ae4dba68a1b284b4211ed9daa8e74dc600018a10a90399fb/regex-2025.10.23-cp313-cp313t-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:b2eb48bd9848d66fd04826382f5e8491ae633de3233a3d64d58ceb4ecfa2113a", size = 914794, upload-time = "2025-10-21T15:56:22.488Z" },
-    { url = "https://files.pythonhosted.org/packages/f0/d5/1984b6ee93281f360a119a5ca1af6a8ca7d8417861671388bf750becc29b/regex-2025.10.23-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d36591ce06d047d0c0fe2fc5f14bfbd5b4525d08a7b6a279379085e13f0e3d0e", size = 812581, upload-time = "2025-10-21T15:56:24.319Z" },
-    { url = "https://files.pythonhosted.org/packages/c4/39/11ebdc6d9927172a64ae237d16763145db6bd45ebb4055c17b88edab72a7/regex-2025.10.23-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:b5d4ece8628d6e364302006366cea3ee887db397faebacc5dacf8ef19e064cf8", size = 795346, upload-time = "2025-10-21T15:56:26.232Z" },
-    { url = "https://files.pythonhosted.org/packages/3b/b4/89a591bcc08b5e436af43315284bd233ba77daf0cf20e098d7af12f006c1/regex-2025.10.23-cp313-cp313t-musllinux_1_2_ppc64le.whl", hash = "sha256:39a7e8083959cb1c4ff74e483eecb5a65d3b3e1d821b256e54baf61782c906c6", size = 868214, upload-time = "2025-10-21T15:56:28.597Z" },
-    { url = "https://files.pythonhosted.org/packages/3d/ff/58ba98409c1dbc8316cdb20dafbc63ed267380a07780cafecaf5012dabc9/regex-2025.10.23-cp313-cp313t-musllinux_1_2_s390x.whl", hash = "sha256:842d449a8fefe546f311656cf8c0d6729b08c09a185f1cad94c756210286d6a8", size = 854540, upload-time = "2025-10-21T15:56:30.875Z" },
-    { url = "https://files.pythonhosted.org/packages/9a/f2/4a9e9338d67626e2071b643f828a482712ad15889d7268e11e9a63d6f7e9/regex-2025.10.23-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:d614986dc68506be8f00474f4f6960e03e4ca9883f7df47744800e7d7c08a494", size = 799346, upload-time = "2025-10-21T15:56:32.725Z" },
-    { url = "https://files.pythonhosted.org/packages/63/be/543d35c46bebf6f7bf2be538cca74d6585f25714700c36f37f01b92df551/regex-2025.10.23-cp313-cp313t-win32.whl", hash = "sha256:a5b7a26b51a9df473ec16a1934d117443a775ceb7b39b78670b2e21893c330c9", size = 268657, upload-time = "2025-10-21T15:56:34.577Z" },
-    { url = "https://files.pythonhosted.org/packages/14/9f/4dd6b7b612037158bb2c9bcaa710e6fb3c40ad54af441b9c53b3a137a9f1/regex-2025.10.23-cp313-cp313t-win_amd64.whl", hash = "sha256:ce81c5544a5453f61cb6f548ed358cfb111e3b23f3cd42d250a4077a6be2a7b6", size = 280075, upload-time = "2025-10-21T15:56:36.767Z" },
-    { url = "https://files.pythonhosted.org/packages/81/7a/5bd0672aa65d38c8da6747c17c8b441bdb53d816c569e3261013af8e83cf/regex-2025.10.23-cp313-cp313t-win_arm64.whl", hash = "sha256:e9bf7f6699f490e4e43c44757aa179dab24d1960999c84ab5c3d5377714ed473", size = 271219, upload-time = "2025-10-21T15:56:39.033Z" },
-    { url = "https://files.pythonhosted.org/packages/73/f6/0caf29fec943f201fbc8822879c99d31e59c1d51a983d9843ee5cf398539/regex-2025.10.23-cp314-cp314-macosx_10_13_universal2.whl", hash = "sha256:5b5cb5b6344c4c4c24b2dc87b0bfee78202b07ef7633385df70da7fcf6f7cec6", size = 488960, upload-time = "2025-10-21T15:56:40.849Z" },
-    { url = "https://files.pythonhosted.org/packages/8e/7d/ebb7085b8fa31c24ce0355107cea2b92229d9050552a01c5d291c42aecea/regex-2025.10.23-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:a6ce7973384c37bdf0f371a843f95a6e6f4e1489e10e0cf57330198df72959c5", size = 290932, upload-time = "2025-10-21T15:56:42.875Z" },
-    { url = "https://files.pythonhosted.org/packages/27/41/43906867287cbb5ca4cee671c3cc8081e15deef86a8189c3aad9ac9f6b4d/regex-2025.10.23-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:2ee3663f2c334959016b56e3bd0dd187cbc73f948e3a3af14c3caaa0c3035d10", size = 288766, upload-time = "2025-10-21T15:56:44.894Z" },
-    { url = "https://files.pythonhosted.org/packages/ab/9e/ea66132776700fc77a39b1056e7a5f1308032fead94507e208dc6716b7cd/regex-2025.10.23-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2003cc82a579107e70d013482acce8ba773293f2db534fb532738395c557ff34", size = 798884, upload-time = "2025-10-21T15:56:47.178Z" },
-    { url = "https://files.pythonhosted.org/packages/d5/99/aed1453687ab63819a443930770db972c5c8064421f0d9f5da9ad029f26b/regex-2025.10.23-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:182c452279365a93a9f45874f7f191ec1c51e1f1eb41bf2b16563f1a40c1da3a", size = 864768, upload-time = "2025-10-21T15:56:49.793Z" },
-    { url = "https://files.pythonhosted.org/packages/99/5d/732fe747a1304805eb3853ce6337eea16b169f7105a0d0dd9c6a5ffa9948/regex-2025.10.23-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:b1249e9ff581c5b658c8f0437f883b01f1edcf424a16388591e7c05e5e9e8b0c", size = 911394, upload-time = "2025-10-21T15:56:52.186Z" },
-    { url = "https://files.pythonhosted.org/packages/5e/48/58a1f6623466522352a6efa153b9a3714fc559d9f930e9bc947b4a88a2c3/regex-2025.10.23-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:2b841698f93db3ccc36caa1900d2a3be281d9539b822dc012f08fc80b46a3224", size = 803145, upload-time = "2025-10-21T15:56:55.142Z" },
-    { url = "https://files.pythonhosted.org/packages/ea/f6/7dea79be2681a5574ab3fc237aa53b2c1dfd6bd2b44d4640b6c76f33f4c1/regex-2025.10.23-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:956d89e0c92d471e8f7eee73f73fdff5ed345886378c45a43175a77538a1ffe4", size = 787831, upload-time = "2025-10-21T15:56:57.203Z" },
-    { url = "https://files.pythonhosted.org/packages/3a/ad/07b76950fbbe65f88120ca2d8d845047c401450f607c99ed38862904671d/regex-2025.10.23-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:5c259cb363299a0d90d63b5c0d7568ee98419861618a95ee9d91a41cb9954462", size = 859162, upload-time = "2025-10-21T15:56:59.195Z" },
-    { url = "https://files.pythonhosted.org/packages/41/87/374f3b2021b22aa6a4fc0b750d63f9721e53d1631a238f7a1c343c1cd288/regex-2025.10.23-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:185d2b18c062820b3a40d8fefa223a83f10b20a674bf6e8c4a432e8dfd844627", size = 849899, upload-time = "2025-10-21T15:57:01.747Z" },
-    { url = "https://files.pythonhosted.org/packages/12/4a/7f7bb17c5a5a9747249807210e348450dab9212a46ae6d23ebce86ba6a2b/regex-2025.10.23-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:281d87fa790049c2b7c1b4253121edd80b392b19b5a3d28dc2a77579cb2a58ec", size = 789372, upload-time = "2025-10-21T15:57:04.018Z" },
-    { url = "https://files.pythonhosted.org/packages/c9/dd/9c7728ff544fea09bbc8635e4c9e7c423b11c24f1a7a14e6ac4831466709/regex-2025.10.23-cp314-cp314-win32.whl", hash = "sha256:63b81eef3656072e4ca87c58084c7a9c2b81d41a300b157be635a8a675aacfb8", size = 271451, upload-time = "2025-10-21T15:57:06.266Z" },
-    { url = "https://files.pythonhosted.org/packages/48/f8/ef7837ff858eb74079c4804c10b0403c0b740762e6eedba41062225f7117/regex-2025.10.23-cp314-cp314-win_amd64.whl", hash = "sha256:0967c5b86f274800a34a4ed862dfab56928144d03cb18821c5153f8777947796", size = 280173, upload-time = "2025-10-21T15:57:08.206Z" },
-    { url = "https://files.pythonhosted.org/packages/8e/d0/d576e1dbd9885bfcd83d0e90762beea48d9373a6f7ed39170f44ed22e336/regex-2025.10.23-cp314-cp314-win_arm64.whl", hash = "sha256:c70dfe58b0a00b36aa04cdb0f798bf3e0adc31747641f69e191109fd8572c9a9", size = 273206, upload-time = "2025-10-21T15:57:10.367Z" },
-    { url = "https://files.pythonhosted.org/packages/a6/d0/2025268315e8b2b7b660039824cb7765a41623e97d4cd421510925400487/regex-2025.10.23-cp314-cp314t-macosx_10_13_universal2.whl", hash = "sha256:1f5799ea1787aa6de6c150377d11afad39a38afd033f0c5247aecb997978c422", size = 491854, upload-time = "2025-10-21T15:57:12.526Z" },
-    { url = "https://files.pythonhosted.org/packages/44/35/5681c2fec5e8b33454390af209c4353dfc44606bf06d714b0b8bd0454ffe/regex-2025.10.23-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:a9639ab7540cfea45ef57d16dcbea2e22de351998d614c3ad2f9778fa3bdd788", size = 292542, upload-time = "2025-10-21T15:57:15.158Z" },
-    { url = "https://files.pythonhosted.org/packages/5d/17/184eed05543b724132e4a18149e900f5189001fcfe2d64edaae4fbaf36b4/regex-2025.10.23-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:08f52122c352eb44c3421dab78b9b73a8a77a282cc8314ae576fcaa92b780d10", size = 290903, upload-time = "2025-10-21T15:57:17.108Z" },
-    { url = "https://files.pythonhosted.org/packages/25/d0/5e3347aa0db0de382dddfa133a7b0ae72f24b4344f3989398980b44a3924/regex-2025.10.23-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ebf1baebef1c4088ad5a5623decec6b52950f0e4d7a0ae4d48f0a99f8c9cb7d7", size = 807546, upload-time = "2025-10-21T15:57:19.179Z" },
-    { url = "https://files.pythonhosted.org/packages/d2/bb/40c589bbdce1be0c55e9f8159789d58d47a22014f2f820cf2b517a5cd193/regex-2025.10.23-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:16b0f1c2e2d566c562d5c384c2b492646be0a19798532fdc1fdedacc66e3223f", size = 873322, upload-time = "2025-10-21T15:57:21.36Z" },
-    { url = "https://files.pythonhosted.org/packages/fe/56/a7e40c01575ac93360e606278d359f91829781a9f7fb6e5aa435039edbda/regex-2025.10.23-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:f7ada5d9dceafaab92646aa00c10a9efd9b09942dd9b0d7c5a4b73db92cc7e61", size = 914855, upload-time = "2025-10-21T15:57:24.044Z" },
-    { url = "https://files.pythonhosted.org/packages/5c/4b/d55587b192763db3163c3f508b3b67b31bb6f5e7a0e08b83013d0a59500a/regex-2025.10.23-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:3a36b4005770044bf08edecc798f0e41a75795b9e7c9c12fe29da8d792ef870c", size = 812724, upload-time = "2025-10-21T15:57:26.123Z" },
-    { url = "https://files.pythonhosted.org/packages/33/20/18bac334955fbe99d17229f4f8e98d05e4a501ac03a442be8facbb37c304/regex-2025.10.23-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:af7b2661dcc032da1fae82069b5ebf2ac1dfcd5359ef8b35e1367bfc92181432", size = 795439, upload-time = "2025-10-21T15:57:28.497Z" },
-    { url = "https://files.pythonhosted.org/packages/67/46/c57266be9df8549c7d85deb4cb82280cb0019e46fff677534c5fa1badfa4/regex-2025.10.23-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:1cb976810ac1416a67562c2e5ba0accf6f928932320fef302e08100ed681b38e", size = 868336, upload-time = "2025-10-21T15:57:30.867Z" },
-    { url = "https://files.pythonhosted.org/packages/b8/f3/bd5879e41ef8187fec5e678e94b526a93f99e7bbe0437b0f2b47f9101694/regex-2025.10.23-cp314-cp314t-musllinux_1_2_s390x.whl", hash = "sha256:1a56a54be3897d62f54290190fbcd754bff6932934529fbf5b29933da28fcd43", size = 854567, upload-time = "2025-10-21T15:57:33.062Z" },
-    { url = "https://files.pythonhosted.org/packages/e6/57/2b6bbdbd2f24dfed5b028033aa17ad8f7d86bb28f1a892cac8b3bc89d059/regex-2025.10.23-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:8f3e6d202fb52c2153f532043bbcf618fd177df47b0b306741eb9b60ba96edc3", size = 799565, upload-time = "2025-10-21T15:57:35.153Z" },
-    { url = "https://files.pythonhosted.org/packages/c7/ba/a6168f542ba73b151ed81237adf6b869c7b2f7f8d51618111296674e20ee/regex-2025.10.23-cp314-cp314t-win32.whl", hash = "sha256:1fa1186966b2621b1769fd467c7b22e317e6ba2d2cdcecc42ea3089ef04a8521", size = 274428, upload-time = "2025-10-21T15:57:37.996Z" },
-    { url = "https://files.pythonhosted.org/packages/ef/a0/c84475e14a2829e9b0864ebf77c3f7da909df9d8acfe2bb540ff0072047c/regex-2025.10.23-cp314-cp314t-win_amd64.whl", hash = "sha256:08a15d40ce28362eac3e78e83d75475147869c1ff86bc93285f43b4f4431a741", size = 284140, upload-time = "2025-10-21T15:57:40.027Z" },
-    { url = "https://files.pythonhosted.org/packages/51/33/6a08ade0eee5b8ba79386869fa6f77afeb835b60510f3525db987e2fffc4/regex-2025.10.23-cp314-cp314t-win_arm64.whl", hash = "sha256:a93e97338e1c8ea2649e130dcfbe8cd69bba5e1e163834752ab64dcb4de6d5ed", size = 274497, upload-time = "2025-10-21T15:57:42.389Z" },
+version = "2025.11.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/cc/a9/546676f25e573a4cf00fe8e119b78a37b6a8fe2dc95cda877b30889c9c45/regex-2025.11.3.tar.gz", hash = "sha256:1fedc720f9bb2494ce31a58a1631f9c82df6a09b49c19517ea5cc280b4541e01", size = 414669, upload-time = "2025-11-03T21:34:22.089Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e8/74/18f04cb53e58e3fb107439699bd8375cf5a835eec81084e0bddbd122e4c2/regex-2025.11.3-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:bc8ab71e2e31b16e40868a40a69007bc305e1109bd4658eb6cad007e0bf67c41", size = 489312, upload-time = "2025-11-03T21:31:34.343Z" },
+    { url = "https://files.pythonhosted.org/packages/78/3f/37fcdd0d2b1e78909108a876580485ea37c91e1acf66d3bb8e736348f441/regex-2025.11.3-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:22b29dda7e1f7062a52359fca6e58e548e28c6686f205e780b02ad8ef710de36", size = 291256, upload-time = "2025-11-03T21:31:35.675Z" },
+    { url = "https://files.pythonhosted.org/packages/bf/26/0a575f58eb23b7ebd67a45fccbc02ac030b737b896b7e7a909ffe43ffd6a/regex-2025.11.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:3a91e4a29938bc1a082cc28fdea44be420bf2bebe2665343029723892eb073e1", size = 288921, upload-time = "2025-11-03T21:31:37.07Z" },
+    { url = "https://files.pythonhosted.org/packages/ea/98/6a8dff667d1af907150432cf5abc05a17ccd32c72a3615410d5365ac167a/regex-2025.11.3-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:08b884f4226602ad40c5d55f52bf91a9df30f513864e0054bad40c0e9cf1afb7", size = 798568, upload-time = "2025-11-03T21:31:38.784Z" },
+    { url = "https://files.pythonhosted.org/packages/64/15/92c1db4fa4e12733dd5a526c2dd2b6edcbfe13257e135fc0f6c57f34c173/regex-2025.11.3-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:3e0b11b2b2433d1c39c7c7a30e3f3d0aeeea44c2a8d0bae28f6b95f639927a69", size = 864165, upload-time = "2025-11-03T21:31:40.559Z" },
+    { url = "https://files.pythonhosted.org/packages/f9/e7/3ad7da8cdee1ce66c7cd37ab5ab05c463a86ffeb52b1a25fe7bd9293b36c/regex-2025.11.3-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:87eb52a81ef58c7ba4d45c3ca74e12aa4b4e77816f72ca25258a85b3ea96cb48", size = 912182, upload-time = "2025-11-03T21:31:42.002Z" },
+    { url = "https://files.pythonhosted.org/packages/84/bd/9ce9f629fcb714ffc2c3faf62b6766ecb7a585e1e885eb699bcf130a5209/regex-2025.11.3-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a12ab1f5c29b4e93db518f5e3872116b7e9b1646c9f9f426f777b50d44a09e8c", size = 803501, upload-time = "2025-11-03T21:31:43.815Z" },
+    { url = "https://files.pythonhosted.org/packages/7c/0f/8dc2e4349d8e877283e6edd6c12bdcebc20f03744e86f197ab6e4492bf08/regex-2025.11.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:7521684c8c7c4f6e88e35ec89680ee1aa8358d3f09d27dfbdf62c446f5d4c695", size = 787842, upload-time = "2025-11-03T21:31:45.353Z" },
+    { url = "https://files.pythonhosted.org/packages/f9/73/cff02702960bc185164d5619c0c62a2f598a6abff6695d391b096237d4ab/regex-2025.11.3-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:7fe6e5440584e94cc4b3f5f4d98a25e29ca12dccf8873679a635638349831b98", size = 858519, upload-time = "2025-11-03T21:31:46.814Z" },
+    { url = "https://files.pythonhosted.org/packages/61/83/0e8d1ae71e15bc1dc36231c90b46ee35f9d52fab2e226b0e039e7ea9c10a/regex-2025.11.3-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:8e026094aa12b43f4fd74576714e987803a315c76edb6b098b9809db5de58f74", size = 850611, upload-time = "2025-11-03T21:31:48.289Z" },
+    { url = "https://files.pythonhosted.org/packages/c8/f5/70a5cdd781dcfaa12556f2955bf170cd603cb1c96a1827479f8faea2df97/regex-2025.11.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:435bbad13e57eb5606a68443af62bed3556de2f46deb9f7d4237bc2f1c9fb3a0", size = 789759, upload-time = "2025-11-03T21:31:49.759Z" },
+    { url = "https://files.pythonhosted.org/packages/59/9b/7c29be7903c318488983e7d97abcf8ebd3830e4c956c4c540005fcfb0462/regex-2025.11.3-cp312-cp312-win32.whl", hash = "sha256:3839967cf4dc4b985e1570fd8d91078f0c519f30491c60f9ac42a8db039be204", size = 266194, upload-time = "2025-11-03T21:31:51.53Z" },
+    { url = "https://files.pythonhosted.org/packages/1a/67/3b92df89f179d7c367be654ab5626ae311cb28f7d5c237b6bb976cd5fbbb/regex-2025.11.3-cp312-cp312-win_amd64.whl", hash = "sha256:e721d1b46e25c481dc5ded6f4b3f66c897c58d2e8cfdf77bbced84339108b0b9", size = 277069, upload-time = "2025-11-03T21:31:53.151Z" },
+    { url = "https://files.pythonhosted.org/packages/d7/55/85ba4c066fe5094d35b249c3ce8df0ba623cfd35afb22d6764f23a52a1c5/regex-2025.11.3-cp312-cp312-win_arm64.whl", hash = "sha256:64350685ff08b1d3a6fff33f45a9ca183dc1d58bbfe4981604e70ec9801bbc26", size = 270330, upload-time = "2025-11-03T21:31:54.514Z" },
+    { url = "https://files.pythonhosted.org/packages/e1/a7/dda24ebd49da46a197436ad96378f17df30ceb40e52e859fc42cac45b850/regex-2025.11.3-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:c1e448051717a334891f2b9a620fe36776ebf3dd8ec46a0b877c8ae69575feb4", size = 489081, upload-time = "2025-11-03T21:31:55.9Z" },
+    { url = "https://files.pythonhosted.org/packages/19/22/af2dc751aacf88089836aa088a1a11c4f21a04707eb1b0478e8e8fb32847/regex-2025.11.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:9b5aca4d5dfd7fbfbfbdaf44850fcc7709a01146a797536a8f84952e940cca76", size = 291123, upload-time = "2025-11-03T21:31:57.758Z" },
+    { url = "https://files.pythonhosted.org/packages/a3/88/1a3ea5672f4b0a84802ee9891b86743438e7c04eb0b8f8c4e16a42375327/regex-2025.11.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:04d2765516395cf7dda331a244a3282c0f5ae96075f728629287dfa6f76ba70a", size = 288814, upload-time = "2025-11-03T21:32:01.12Z" },
+    { url = "https://files.pythonhosted.org/packages/fb/8c/f5987895bf42b8ddeea1b315c9fedcfe07cadee28b9c98cf50d00adcb14d/regex-2025.11.3-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5d9903ca42bfeec4cebedba8022a7c97ad2aab22e09573ce9976ba01b65e4361", size = 798592, upload-time = "2025-11-03T21:32:03.006Z" },
+    { url = "https://files.pythonhosted.org/packages/99/2a/6591ebeede78203fa77ee46a1c36649e02df9eaa77a033d1ccdf2fcd5d4e/regex-2025.11.3-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:639431bdc89d6429f6721625e8129413980ccd62e9d3f496be618a41d205f160", size = 864122, upload-time = "2025-11-03T21:32:04.553Z" },
+    { url = "https://files.pythonhosted.org/packages/94/d6/be32a87cf28cf8ed064ff281cfbd49aefd90242a83e4b08b5a86b38e8eb4/regex-2025.11.3-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:f117efad42068f9715677c8523ed2be1518116d1c49b1dd17987716695181efe", size = 912272, upload-time = "2025-11-03T21:32:06.148Z" },
+    { url = "https://files.pythonhosted.org/packages/62/11/9bcef2d1445665b180ac7f230406ad80671f0fc2a6ffb93493b5dd8cd64c/regex-2025.11.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:4aecb6f461316adf9f1f0f6a4a1a3d79e045f9b71ec76055a791affa3b285850", size = 803497, upload-time = "2025-11-03T21:32:08.162Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/a7/da0dc273d57f560399aa16d8a68ae7f9b57679476fc7ace46501d455fe84/regex-2025.11.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:3b3a5f320136873cc5561098dfab677eea139521cb9a9e8db98b7e64aef44cbc", size = 787892, upload-time = "2025-11-03T21:32:09.769Z" },
+    { url = "https://files.pythonhosted.org/packages/da/4b/732a0c5a9736a0b8d6d720d4945a2f1e6f38f87f48f3173559f53e8d5d82/regex-2025.11.3-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:75fa6f0056e7efb1f42a1c34e58be24072cb9e61a601340cc1196ae92326a4f9", size = 858462, upload-time = "2025-11-03T21:32:11.769Z" },
+    { url = "https://files.pythonhosted.org/packages/0c/f5/a2a03df27dc4c2d0c769220f5110ba8c4084b0bfa9ab0f9b4fcfa3d2b0fc/regex-2025.11.3-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:dbe6095001465294f13f1adcd3311e50dd84e5a71525f20a10bd16689c61ce0b", size = 850528, upload-time = "2025-11-03T21:32:13.906Z" },
+    { url = "https://files.pythonhosted.org/packages/d6/09/e1cd5bee3841c7f6eb37d95ca91cdee7100b8f88b81e41c2ef426910891a/regex-2025.11.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:454d9b4ae7881afbc25015b8627c16d88a597479b9dea82b8c6e7e2e07240dc7", size = 789866, upload-time = "2025-11-03T21:32:15.748Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/51/702f5ea74e2a9c13d855a6a85b7f80c30f9e72a95493260193c07f3f8d74/regex-2025.11.3-cp313-cp313-win32.whl", hash = "sha256:28ba4d69171fc6e9896337d4fc63a43660002b7da53fc15ac992abcf3410917c", size = 266189, upload-time = "2025-11-03T21:32:17.493Z" },
+    { url = "https://files.pythonhosted.org/packages/8b/00/6e29bb314e271a743170e53649db0fdb8e8ff0b64b4f425f5602f4eb9014/regex-2025.11.3-cp313-cp313-win_amd64.whl", hash = "sha256:bac4200befe50c670c405dc33af26dad5a3b6b255dd6c000d92fe4629f9ed6a5", size = 277054, upload-time = "2025-11-03T21:32:19.042Z" },
+    { url = "https://files.pythonhosted.org/packages/25/f1/b156ff9f2ec9ac441710764dda95e4edaf5f36aca48246d1eea3f1fd96ec/regex-2025.11.3-cp313-cp313-win_arm64.whl", hash = "sha256:2292cd5a90dab247f9abe892ac584cb24f0f54680c73fcb4a7493c66c2bf2467", size = 270325, upload-time = "2025-11-03T21:32:21.338Z" },
+    { url = "https://files.pythonhosted.org/packages/20/28/fd0c63357caefe5680b8ea052131acbd7f456893b69cc2a90cc3e0dc90d4/regex-2025.11.3-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:1eb1ebf6822b756c723e09f5186473d93236c06c579d2cc0671a722d2ab14281", size = 491984, upload-time = "2025-11-03T21:32:23.466Z" },
+    { url = "https://files.pythonhosted.org/packages/df/ec/7014c15626ab46b902b3bcc4b28a7bae46d8f281fc7ea9c95e22fcaaa917/regex-2025.11.3-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:1e00ec2970aab10dc5db34af535f21fcf32b4a31d99e34963419636e2f85ae39", size = 292673, upload-time = "2025-11-03T21:32:25.034Z" },
+    { url = "https://files.pythonhosted.org/packages/23/ab/3b952ff7239f20d05f1f99e9e20188513905f218c81d52fb5e78d2bf7634/regex-2025.11.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:a4cb042b615245d5ff9b3794f56be4138b5adc35a4166014d31d1814744148c7", size = 291029, upload-time = "2025-11-03T21:32:26.528Z" },
+    { url = "https://files.pythonhosted.org/packages/21/7e/3dc2749fc684f455f162dcafb8a187b559e2614f3826877d3844a131f37b/regex-2025.11.3-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:44f264d4bf02f3176467d90b294d59bf1db9fe53c141ff772f27a8b456b2a9ed", size = 807437, upload-time = "2025-11-03T21:32:28.363Z" },
+    { url = "https://files.pythonhosted.org/packages/1b/0b/d529a85ab349c6a25d1ca783235b6e3eedf187247eab536797021f7126c6/regex-2025.11.3-cp313-cp313t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:7be0277469bf3bd7a34a9c57c1b6a724532a0d235cd0dc4e7f4316f982c28b19", size = 873368, upload-time = "2025-11-03T21:32:30.4Z" },
+    { url = "https://files.pythonhosted.org/packages/7d/18/2d868155f8c9e3e9d8f9e10c64e9a9f496bb8f7e037a88a8bed26b435af6/regex-2025.11.3-cp313-cp313t-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:0d31e08426ff4b5b650f68839f5af51a92a5b51abd8554a60c2fbc7c71f25d0b", size = 914921, upload-time = "2025-11-03T21:32:32.123Z" },
+    { url = "https://files.pythonhosted.org/packages/2d/71/9d72ff0f354fa783fe2ba913c8734c3b433b86406117a8db4ea2bf1c7a2f/regex-2025.11.3-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:e43586ce5bd28f9f285a6e729466841368c4a0353f6fd08d4ce4630843d3648a", size = 812708, upload-time = "2025-11-03T21:32:34.305Z" },
+    { url = "https://files.pythonhosted.org/packages/e7/19/ce4bf7f5575c97f82b6e804ffb5c4e940c62609ab2a0d9538d47a7fdf7d4/regex-2025.11.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:0f9397d561a4c16829d4e6ff75202c1c08b68a3bdbfe29dbfcdb31c9830907c6", size = 795472, upload-time = "2025-11-03T21:32:36.364Z" },
+    { url = "https://files.pythonhosted.org/packages/03/86/fd1063a176ffb7b2315f9a1b08d17b18118b28d9df163132615b835a26ee/regex-2025.11.3-cp313-cp313t-musllinux_1_2_ppc64le.whl", hash = "sha256:dd16e78eb18ffdb25ee33a0682d17912e8cc8a770e885aeee95020046128f1ce", size = 868341, upload-time = "2025-11-03T21:32:38.042Z" },
+    { url = "https://files.pythonhosted.org/packages/12/43/103fb2e9811205e7386366501bc866a164a0430c79dd59eac886a2822950/regex-2025.11.3-cp313-cp313t-musllinux_1_2_s390x.whl", hash = "sha256:ffcca5b9efe948ba0661e9df0fa50d2bc4b097c70b9810212d6b62f05d83b2dd", size = 854666, upload-time = "2025-11-03T21:32:40.079Z" },
+    { url = "https://files.pythonhosted.org/packages/7d/22/e392e53f3869b75804762c7c848bd2dd2abf2b70fb0e526f58724638bd35/regex-2025.11.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:c56b4d162ca2b43318ac671c65bd4d563e841a694ac70e1a976ac38fcf4ca1d2", size = 799473, upload-time = "2025-11-03T21:32:42.148Z" },
+    { url = "https://files.pythonhosted.org/packages/4f/f9/8bd6b656592f925b6845fcbb4d57603a3ac2fb2373344ffa1ed70aa6820a/regex-2025.11.3-cp313-cp313t-win32.whl", hash = "sha256:9ddc42e68114e161e51e272f667d640f97e84a2b9ef14b7477c53aac20c2d59a", size = 268792, upload-time = "2025-11-03T21:32:44.13Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/87/0e7d603467775ff65cd2aeabf1b5b50cc1c3708556a8b849a2fa4dd1542b/regex-2025.11.3-cp313-cp313t-win_amd64.whl", hash = "sha256:7a7c7fdf755032ffdd72c77e3d8096bdcb0eb92e89e17571a196f03d88b11b3c", size = 280214, upload-time = "2025-11-03T21:32:45.853Z" },
+    { url = "https://files.pythonhosted.org/packages/8d/d0/2afc6f8e94e2b64bfb738a7c2b6387ac1699f09f032d363ed9447fd2bb57/regex-2025.11.3-cp313-cp313t-win_arm64.whl", hash = "sha256:df9eb838c44f570283712e7cff14c16329a9f0fb19ca492d21d4b7528ee6821e", size = 271469, upload-time = "2025-11-03T21:32:48.026Z" },
+    { url = "https://files.pythonhosted.org/packages/31/e9/f6e13de7e0983837f7b6d238ad9458800a874bf37c264f7923e63409944c/regex-2025.11.3-cp314-cp314-macosx_10_13_universal2.whl", hash = "sha256:9697a52e57576c83139d7c6f213d64485d3df5bf84807c35fa409e6c970801c6", size = 489089, upload-time = "2025-11-03T21:32:50.027Z" },
+    { url = "https://files.pythonhosted.org/packages/a3/5c/261f4a262f1fa65141c1b74b255988bd2fa020cc599e53b080667d591cfc/regex-2025.11.3-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:e18bc3f73bd41243c9b38a6d9f2366cd0e0137a9aebe2d8ff76c5b67d4c0a3f4", size = 291059, upload-time = "2025-11-03T21:32:51.682Z" },
+    { url = "https://files.pythonhosted.org/packages/8e/57/f14eeb7f072b0e9a5a090d1712741fd8f214ec193dba773cf5410108bb7d/regex-2025.11.3-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:61a08bcb0ec14ff4e0ed2044aad948d0659604f824cbd50b55e30b0ec6f09c73", size = 288900, upload-time = "2025-11-03T21:32:53.569Z" },
+    { url = "https://files.pythonhosted.org/packages/3c/6b/1d650c45e99a9b327586739d926a1cd4e94666b1bd4af90428b36af66dc7/regex-2025.11.3-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c9c30003b9347c24bcc210958c5d167b9e4f9be786cb380a7d32f14f9b84674f", size = 799010, upload-time = "2025-11-03T21:32:55.222Z" },
+    { url = "https://files.pythonhosted.org/packages/99/ee/d66dcbc6b628ce4e3f7f0cbbb84603aa2fc0ffc878babc857726b8aab2e9/regex-2025.11.3-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:4e1e592789704459900728d88d41a46fe3969b82ab62945560a31732ffc19a6d", size = 864893, upload-time = "2025-11-03T21:32:57.239Z" },
+    { url = "https://files.pythonhosted.org/packages/bf/2d/f238229f1caba7ac87a6c4153d79947fb0261415827ae0f77c304260c7d3/regex-2025.11.3-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:6538241f45eb5a25aa575dbba1069ad786f68a4f2773a29a2bd3dd1f9de787be", size = 911522, upload-time = "2025-11-03T21:32:59.274Z" },
+    { url = "https://files.pythonhosted.org/packages/bd/3d/22a4eaba214a917c80e04f6025d26143690f0419511e0116508e24b11c9b/regex-2025.11.3-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:bce22519c989bb72a7e6b36a199384c53db7722fe669ba891da75907fe3587db", size = 803272, upload-time = "2025-11-03T21:33:01.393Z" },
+    { url = "https://files.pythonhosted.org/packages/84/b1/03188f634a409353a84b5ef49754b97dbcc0c0f6fd6c8ede505a8960a0a4/regex-2025.11.3-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:66d559b21d3640203ab9075797a55165d79017520685fb407b9234d72ab63c62", size = 787958, upload-time = "2025-11-03T21:33:03.379Z" },
+    { url = "https://files.pythonhosted.org/packages/99/6a/27d072f7fbf6fadd59c64d210305e1ff865cc3b78b526fd147db768c553b/regex-2025.11.3-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:669dcfb2e38f9e8c69507bace46f4889e3abbfd9b0c29719202883c0a603598f", size = 859289, upload-time = "2025-11-03T21:33:05.374Z" },
+    { url = "https://files.pythonhosted.org/packages/9a/70/1b3878f648e0b6abe023172dacb02157e685564853cc363d9961bcccde4e/regex-2025.11.3-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:32f74f35ff0f25a5021373ac61442edcb150731fbaa28286bbc8bb1582c89d02", size = 850026, upload-time = "2025-11-03T21:33:07.131Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/d5/68e25559b526b8baab8e66839304ede68ff6727237a47727d240006bd0ff/regex-2025.11.3-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:e6c7a21dffba883234baefe91bc3388e629779582038f75d2a5be918e250f0ed", size = 789499, upload-time = "2025-11-03T21:33:09.141Z" },
+    { url = "https://files.pythonhosted.org/packages/fc/df/43971264857140a350910d4e33df725e8c94dd9dee8d2e4729fa0d63d49e/regex-2025.11.3-cp314-cp314-win32.whl", hash = "sha256:795ea137b1d809eb6836b43748b12634291c0ed55ad50a7d72d21edf1cd565c4", size = 271604, upload-time = "2025-11-03T21:33:10.9Z" },
+    { url = "https://files.pythonhosted.org/packages/01/6f/9711b57dc6894a55faf80a4c1b5aa4f8649805cb9c7aef46f7d27e2b9206/regex-2025.11.3-cp314-cp314-win_amd64.whl", hash = "sha256:9f95fbaa0ee1610ec0fc6b26668e9917a582ba80c52cc6d9ada15e30aa9ab9ad", size = 280320, upload-time = "2025-11-03T21:33:12.572Z" },
+    { url = "https://files.pythonhosted.org/packages/f1/7e/f6eaa207d4377481f5e1775cdeb5a443b5a59b392d0065f3417d31d80f87/regex-2025.11.3-cp314-cp314-win_arm64.whl", hash = "sha256:dfec44d532be4c07088c3de2876130ff0fbeeacaa89a137decbbb5f665855a0f", size = 273372, upload-time = "2025-11-03T21:33:14.219Z" },
+    { url = "https://files.pythonhosted.org/packages/c3/06/49b198550ee0f5e4184271cee87ba4dfd9692c91ec55289e6282f0f86ccf/regex-2025.11.3-cp314-cp314t-macosx_10_13_universal2.whl", hash = "sha256:ba0d8a5d7f04f73ee7d01d974d47c5834f8a1b0224390e4fe7c12a3a92a78ecc", size = 491985, upload-time = "2025-11-03T21:33:16.555Z" },
+    { url = "https://files.pythonhosted.org/packages/ce/bf/abdafade008f0b1c9da10d934034cb670432d6cf6cbe38bbb53a1cfd6cf8/regex-2025.11.3-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:442d86cf1cfe4faabf97db7d901ef58347efd004934da045c745e7b5bd57ac49", size = 292669, upload-time = "2025-11-03T21:33:18.32Z" },
+    { url = "https://files.pythonhosted.org/packages/f9/ef/0c357bb8edbd2ad8e273fcb9e1761bc37b8acbc6e1be050bebd6475f19c1/regex-2025.11.3-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:fd0a5e563c756de210bb964789b5abe4f114dacae9104a47e1a649b910361536", size = 291030, upload-time = "2025-11-03T21:33:20.048Z" },
+    { url = "https://files.pythonhosted.org/packages/79/06/edbb67257596649b8fb088d6aeacbcb248ac195714b18a65e018bf4c0b50/regex-2025.11.3-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:bf3490bcbb985a1ae97b2ce9ad1c0f06a852d5b19dde9b07bdf25bf224248c95", size = 807674, upload-time = "2025-11-03T21:33:21.797Z" },
+    { url = "https://files.pythonhosted.org/packages/f4/d9/ad4deccfce0ea336296bd087f1a191543bb99ee1c53093dcd4c64d951d00/regex-2025.11.3-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:3809988f0a8b8c9dcc0f92478d6501fac7200b9ec56aecf0ec21f4a2ec4b6009", size = 873451, upload-time = "2025-11-03T21:33:23.741Z" },
+    { url = "https://files.pythonhosted.org/packages/13/75/a55a4724c56ef13e3e04acaab29df26582f6978c000ac9cd6810ad1f341f/regex-2025.11.3-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:f4ff94e58e84aedb9c9fce66d4ef9f27a190285b451420f297c9a09f2b9abee9", size = 914980, upload-time = "2025-11-03T21:33:25.999Z" },
+    { url = "https://files.pythonhosted.org/packages/67/1e/a1657ee15bd9116f70d4a530c736983eed997b361e20ecd8f5ca3759d5c5/regex-2025.11.3-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7eb542fd347ce61e1321b0a6b945d5701528dca0cd9759c2e3bb8bd57e47964d", size = 812852, upload-time = "2025-11-03T21:33:27.852Z" },
+    { url = "https://files.pythonhosted.org/packages/b8/6f/f7516dde5506a588a561d296b2d0044839de06035bb486b326065b4c101e/regex-2025.11.3-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:d6c2d5919075a1f2e413c00b056ea0c2f065b3f5fe83c3d07d325ab92dce51d6", size = 795566, upload-time = "2025-11-03T21:33:32.364Z" },
+    { url = "https://files.pythonhosted.org/packages/d9/dd/3d10b9e170cc16fb34cb2cef91513cf3df65f440b3366030631b2984a264/regex-2025.11.3-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:3f8bf11a4827cc7ce5a53d4ef6cddd5ad25595d3c1435ef08f76825851343154", size = 868463, upload-time = "2025-11-03T21:33:34.459Z" },
+    { url = "https://files.pythonhosted.org/packages/f5/8e/935e6beff1695aa9085ff83195daccd72acc82c81793df480f34569330de/regex-2025.11.3-cp314-cp314t-musllinux_1_2_s390x.whl", hash = "sha256:22c12d837298651e5550ac1d964e4ff57c3f56965fc1812c90c9fb2028eaf267", size = 854694, upload-time = "2025-11-03T21:33:36.793Z" },
+    { url = "https://files.pythonhosted.org/packages/92/12/10650181a040978b2f5720a6a74d44f841371a3d984c2083fc1752e4acf6/regex-2025.11.3-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:62ba394a3dda9ad41c7c780f60f6e4a70988741415ae96f6d1bf6c239cf01379", size = 799691, upload-time = "2025-11-03T21:33:39.079Z" },
+    { url = "https://files.pythonhosted.org/packages/67/90/8f37138181c9a7690e7e4cb388debbd389342db3c7381d636d2875940752/regex-2025.11.3-cp314-cp314t-win32.whl", hash = "sha256:4bf146dca15cdd53224a1bf46d628bd7590e4a07fbb69e720d561aea43a32b38", size = 274583, upload-time = "2025-11-03T21:33:41.302Z" },
+    { url = "https://files.pythonhosted.org/packages/8f/cd/867f5ec442d56beb56f5f854f40abcfc75e11d10b11fdb1869dd39c63aaf/regex-2025.11.3-cp314-cp314t-win_amd64.whl", hash = "sha256:adad1a1bcf1c9e76346e091d22d23ac54ef28e1365117d99521631078dfec9de", size = 284286, upload-time = "2025-11-03T21:33:43.324Z" },
+    { url = "https://files.pythonhosted.org/packages/20/31/32c0c4610cbc070362bf1d2e4ea86d1ea29014d400a6d6c2486fcfd57766/regex-2025.11.3-cp314-cp314t-win_arm64.whl", hash = "sha256:c54f768482cef41e219720013cd05933b6f971d9562544d691c68699bf2b6801", size = 274741, upload-time = "2025-11-03T21:33:45.557Z" },
 ]
 
 [[package]]
@@ -1460,28 +1494,28 @@ wheels = [
 
 [[package]]
 name = "ruff"
-version = "0.14.1"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/9e/58/6ca66896635352812de66f71cdf9ff86b3a4f79071ca5730088c0cd0fc8d/ruff-0.14.1.tar.gz", hash = "sha256:1dd86253060c4772867c61791588627320abcb6ed1577a90ef432ee319729b69", size = 5513429, upload-time = "2025-10-16T18:05:41.766Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/8d/39/9cc5ab181478d7a18adc1c1e051a84ee02bec94eb9bdfd35643d7c74ca31/ruff-0.14.1-py3-none-linux_armv6l.whl", hash = "sha256:083bfc1f30f4a391ae09c6f4f99d83074416b471775b59288956f5bc18e82f8b", size = 12445415, upload-time = "2025-10-16T18:04:48.227Z" },
-    { url = "https://files.pythonhosted.org/packages/ef/2e/1226961855ccd697255988f5a2474890ac7c5863b080b15bd038df820818/ruff-0.14.1-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:f6fa757cd717f791009f7669fefb09121cc5f7d9bd0ef211371fad68c2b8b224", size = 12784267, upload-time = "2025-10-16T18:04:52.515Z" },
-    { url = "https://files.pythonhosted.org/packages/c1/ea/fd9e95863124ed159cd0667ec98449ae461de94acda7101f1acb6066da00/ruff-0.14.1-py3-none-macosx_11_0_arm64.whl", hash = "sha256:d6191903d39ac156921398e9c86b7354d15e3c93772e7dbf26c9fcae59ceccd5", size = 11781872, upload-time = "2025-10-16T18:04:55.396Z" },
-    { url = "https://files.pythonhosted.org/packages/1e/5a/e890f7338ff537dba4589a5e02c51baa63020acfb7c8cbbaea4831562c96/ruff-0.14.1-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ed04f0e04f7a4587244e5c9d7df50e6b5bf2705d75059f409a6421c593a35896", size = 12226558, upload-time = "2025-10-16T18:04:58.166Z" },
-    { url = "https://files.pythonhosted.org/packages/a6/7a/8ab5c3377f5bf31e167b73651841217542bcc7aa1c19e83030835cc25204/ruff-0.14.1-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:5c9e6cf6cd4acae0febbce29497accd3632fe2025c0c583c8b87e8dbdeae5f61", size = 12187898, upload-time = "2025-10-16T18:05:01.455Z" },
-    { url = "https://files.pythonhosted.org/packages/48/8d/ba7c33aa55406955fc124e62c8259791c3d42e3075a71710fdff9375134f/ruff-0.14.1-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a6fa2458527794ecdfbe45f654e42c61f2503a230545a91af839653a0a93dbc6", size = 12939168, upload-time = "2025-10-16T18:05:04.397Z" },
-    { url = "https://files.pythonhosted.org/packages/b4/c2/70783f612b50f66d083380e68cbd1696739d88e9b4f6164230375532c637/ruff-0.14.1-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:39f1c392244e338b21d42ab29b8a6392a722c5090032eb49bb4d6defcdb34345", size = 14386942, upload-time = "2025-10-16T18:05:07.102Z" },
-    { url = "https://files.pythonhosted.org/packages/48/44/cd7abb9c776b66d332119d67f96acf15830d120f5b884598a36d9d3f4d83/ruff-0.14.1-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:7382fa12a26cce1f95070ce450946bec357727aaa428983036362579eadcc5cf", size = 13990622, upload-time = "2025-10-16T18:05:09.882Z" },
-    { url = "https://files.pythonhosted.org/packages/eb/56/4259b696db12ac152fe472764b4f78bbdd9b477afd9bc3a6d53c01300b37/ruff-0.14.1-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:dd0bf2be3ae8521e1093a487c4aa3b455882f139787770698530d28ed3fbb37c", size = 13431143, upload-time = "2025-10-16T18:05:13.46Z" },
-    { url = "https://files.pythonhosted.org/packages/e0/35/266a80d0eb97bd224b3265b9437bd89dde0dcf4faf299db1212e81824e7e/ruff-0.14.1-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cabcaa9ccf8089fb4fdb78d17cc0e28241520f50f4c2e88cb6261ed083d85151", size = 13132844, upload-time = "2025-10-16T18:05:16.1Z" },
-    { url = "https://files.pythonhosted.org/packages/65/6e/d31ce218acc11a8d91ef208e002a31acf315061a85132f94f3df7a252b18/ruff-0.14.1-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:747d583400f6125ec11a4c14d1c8474bf75d8b419ad22a111a537ec1a952d192", size = 13401241, upload-time = "2025-10-16T18:05:19.395Z" },
-    { url = "https://files.pythonhosted.org/packages/9f/b5/dbc4221bf0b03774b3b2f0d47f39e848d30664157c15b965a14d890637d2/ruff-0.14.1-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:5a6e74c0efd78515a1d13acbfe6c90f0f5bd822aa56b4a6d43a9ffb2ae6e56cd", size = 12132476, upload-time = "2025-10-16T18:05:22.163Z" },
-    { url = "https://files.pythonhosted.org/packages/98/4b/ac99194e790ccd092d6a8b5f341f34b6e597d698e3077c032c502d75ea84/ruff-0.14.1-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:0ea6a864d2fb41a4b6d5b456ed164302a0d96f4daac630aeba829abfb059d020", size = 12139749, upload-time = "2025-10-16T18:05:25.162Z" },
-    { url = "https://files.pythonhosted.org/packages/47/26/7df917462c3bb5004e6fdfcc505a49e90bcd8a34c54a051953118c00b53a/ruff-0.14.1-py3-none-musllinux_1_2_i686.whl", hash = "sha256:0826b8764f94229604fa255918d1cc45e583e38c21c203248b0bfc9a0e930be5", size = 12544758, upload-time = "2025-10-16T18:05:28.018Z" },
-    { url = "https://files.pythonhosted.org/packages/64/d0/81e7f0648e9764ad9b51dd4be5e5dac3fcfff9602428ccbae288a39c2c22/ruff-0.14.1-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:cbc52160465913a1a3f424c81c62ac8096b6a491468e7d872cb9444a860bc33d", size = 13221811, upload-time = "2025-10-16T18:05:30.707Z" },
-    { url = "https://files.pythonhosted.org/packages/c3/07/3c45562c67933cc35f6d5df4ca77dabbcd88fddaca0d6b8371693d29fd56/ruff-0.14.1-py3-none-win32.whl", hash = "sha256:e037ea374aaaff4103240ae79168c0945ae3d5ae8db190603de3b4012bd1def6", size = 12319467, upload-time = "2025-10-16T18:05:33.261Z" },
-    { url = "https://files.pythonhosted.org/packages/02/88/0ee4ca507d4aa05f67e292d2e5eb0b3e358fbcfe527554a2eda9ac422d6b/ruff-0.14.1-py3-none-win_amd64.whl", hash = "sha256:59d599cdff9c7f925a017f6f2c256c908b094e55967f93f2821b1439928746a1", size = 13401123, upload-time = "2025-10-16T18:05:35.984Z" },
-    { url = "https://files.pythonhosted.org/packages/b8/81/4b6387be7014858d924b843530e1b2a8e531846807516e9bea2ee0936bf7/ruff-0.14.1-py3-none-win_arm64.whl", hash = "sha256:e3b443c4c9f16ae850906b8d0a707b2a4c16f8d2f0a7fe65c475c5886665ce44", size = 12436636, upload-time = "2025-10-16T18:05:38.995Z" },
+version = "0.14.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/75/62/50b7727004dfe361104dfbf898c45a9a2fdfad8c72c04ae62900224d6ecf/ruff-0.14.3.tar.gz", hash = "sha256:4ff876d2ab2b161b6de0aa1f5bd714e8e9b4033dc122ee006925fbacc4f62153", size = 5558687, upload-time = "2025-10-31T00:26:26.878Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/ce/8e/0c10ff1ea5d4360ab8bfca4cb2c9d979101a391f3e79d2616c9bf348cd26/ruff-0.14.3-py3-none-linux_armv6l.whl", hash = "sha256:876b21e6c824f519446715c1342b8e60f97f93264012de9d8d10314f8a79c371", size = 12535613, upload-time = "2025-10-31T00:25:44.302Z" },
+    { url = "https://files.pythonhosted.org/packages/d3/c8/6724f4634c1daf52409fbf13fefda64aa9c8f81e44727a378b7b73dc590b/ruff-0.14.3-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:b6fd8c79b457bedd2abf2702b9b472147cd860ed7855c73a5247fa55c9117654", size = 12855812, upload-time = "2025-10-31T00:25:47.793Z" },
+    { url = "https://files.pythonhosted.org/packages/de/03/db1bce591d55fd5f8a08bb02517fa0b5097b2ccabd4ea1ee29aa72b67d96/ruff-0.14.3-py3-none-macosx_11_0_arm64.whl", hash = "sha256:71ff6edca490c308f083156938c0c1a66907151263c4abdcb588602c6e696a14", size = 11944026, upload-time = "2025-10-31T00:25:49.657Z" },
+    { url = "https://files.pythonhosted.org/packages/0b/75/4f8dbd48e03272715d12c87dc4fcaaf21b913f0affa5f12a4e9c6f8a0582/ruff-0.14.3-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:786ee3ce6139772ff9272aaf43296d975c0217ee1b97538a98171bf0d21f87ed", size = 12356818, upload-time = "2025-10-31T00:25:51.949Z" },
+    { url = "https://files.pythonhosted.org/packages/ec/9b/506ec5b140c11d44a9a4f284ea7c14ebf6f8b01e6e8917734a3325bff787/ruff-0.14.3-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:cd6291d0061811c52b8e392f946889916757610d45d004e41140d81fb6cd5ddc", size = 12336745, upload-time = "2025-10-31T00:25:54.248Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/e1/c560d254048c147f35e7f8131d30bc1f63a008ac61595cf3078a3e93533d/ruff-0.14.3-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a497ec0c3d2c88561b6d90f9c29f5ae68221ac00d471f306fa21fa4264ce5fcd", size = 13101684, upload-time = "2025-10-31T00:25:56.253Z" },
+    { url = "https://files.pythonhosted.org/packages/a5/32/e310133f8af5cd11f8cc30f52522a3ebccc5ea5bff4b492f94faceaca7a8/ruff-0.14.3-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:e231e1be58fc568950a04fbe6887c8e4b85310e7889727e2b81db205c45059eb", size = 14535000, upload-time = "2025-10-31T00:25:58.397Z" },
+    { url = "https://files.pythonhosted.org/packages/a2/a1/7b0470a22158c6d8501eabc5e9b6043c99bede40fa1994cadf6b5c2a61c7/ruff-0.14.3-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:469e35872a09c0e45fecf48dd960bfbce056b5db2d5e6b50eca329b4f853ae20", size = 14156450, upload-time = "2025-10-31T00:26:00.889Z" },
+    { url = "https://files.pythonhosted.org/packages/0a/96/24bfd9d1a7f532b560dcee1a87096332e461354d3882124219bcaff65c09/ruff-0.14.3-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3d6bc90307c469cb9d28b7cfad90aaa600b10d67c6e22026869f585e1e8a2db0", size = 13568414, upload-time = "2025-10-31T00:26:03.291Z" },
+    { url = "https://files.pythonhosted.org/packages/a7/e7/138b883f0dfe4ad5b76b58bf4ae675f4d2176ac2b24bdd81b4d966b28c61/ruff-0.14.3-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0e2f8a0bbcffcfd895df39c9a4ecd59bb80dca03dc43f7fb63e647ed176b741e", size = 13315293, upload-time = "2025-10-31T00:26:05.708Z" },
+    { url = "https://files.pythonhosted.org/packages/33/f4/c09bb898be97b2eb18476b7c950df8815ef14cf956074177e9fbd40b7719/ruff-0.14.3-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:678fdd7c7d2d94851597c23ee6336d25f9930b460b55f8598e011b57c74fd8c5", size = 13539444, upload-time = "2025-10-31T00:26:08.09Z" },
+    { url = "https://files.pythonhosted.org/packages/9c/aa/b30a1db25fc6128b1dd6ff0741fa4abf969ded161599d07ca7edd0739cc0/ruff-0.14.3-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:1ec1ac071e7e37e0221d2f2dbaf90897a988c531a8592a6a5959f0603a1ecf5e", size = 12252581, upload-time = "2025-10-31T00:26:10.297Z" },
+    { url = "https://files.pythonhosted.org/packages/da/13/21096308f384d796ffe3f2960b17054110a9c3828d223ca540c2b7cc670b/ruff-0.14.3-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:afcdc4b5335ef440d19e7df9e8ae2ad9f749352190e96d481dc501b753f0733e", size = 12307503, upload-time = "2025-10-31T00:26:12.646Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/cc/a350bac23f03b7dbcde3c81b154706e80c6f16b06ff1ce28ed07dc7b07b0/ruff-0.14.3-py3-none-musllinux_1_2_i686.whl", hash = "sha256:7bfc42f81862749a7136267a343990f865e71fe2f99cf8d2958f684d23ce3dfa", size = 12675457, upload-time = "2025-10-31T00:26:15.044Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/76/46346029fa2f2078826bc88ef7167e8c198e58fe3126636e52f77488cbba/ruff-0.14.3-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:a65e448cfd7e9c59fae8cf37f9221585d3354febaad9a07f29158af1528e165f", size = 13403980, upload-time = "2025-10-31T00:26:17.81Z" },
+    { url = "https://files.pythonhosted.org/packages/9f/a4/35f1ef68c4e7b236d4a5204e3669efdeefaef21f0ff6a456792b3d8be438/ruff-0.14.3-py3-none-win32.whl", hash = "sha256:f3d91857d023ba93e14ed2d462ab62c3428f9bbf2b4fbac50a03ca66d31991f7", size = 12500045, upload-time = "2025-10-31T00:26:20.503Z" },
+    { url = "https://files.pythonhosted.org/packages/03/15/51960ae340823c9859fb60c63301d977308735403e2134e17d1d2858c7fb/ruff-0.14.3-py3-none-win_amd64.whl", hash = "sha256:d7b7006ac0756306db212fd37116cce2bd307e1e109375e1c6c106002df0ae5f", size = 13594005, upload-time = "2025-10-31T00:26:22.533Z" },
+    { url = "https://files.pythonhosted.org/packages/b7/73/4de6579bac8e979fca0a77e54dec1f1e011a0d268165eb8a9bc0982a6564/ruff-0.14.3-py3-none-win_arm64.whl", hash = "sha256:26eb477ede6d399d898791d01961e16b86f02bc2486d0d1a7a9bb2379d055dc1", size = 12590017, upload-time = "2025-10-31T00:26:24.52Z" },
 ]
 
 [[package]]
@@ -1520,15 +1554,15 @@ wheels = [
 
 [[package]]
 name = "sentry-sdk"
-version = "2.42.1"
+version = "2.43.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "certifi" },
     { name = "urllib3" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/31/04/ec8c1dd9250847303d98516e917978cb1c7083024770d86d657d2ccb5a70/sentry_sdk-2.42.1.tar.gz", hash = "sha256:8598cc6edcfe74cb8074ba6a7c15338cdee93d63d3eb9b9943b4b568354ad5b6", size = 354839, upload-time = "2025-10-20T12:38:40.45Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/b3/18/09875b4323b03ca9025bae7e6539797b27e4fc032998a466b4b9c3d24653/sentry_sdk-2.43.0.tar.gz", hash = "sha256:52ed6e251c5d2c084224d73efee56b007ef5c2d408a4a071270e82131d336e20", size = 368953, upload-time = "2025-10-29T11:26:08.156Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/0f/cb/c21b96ff379923310b4fb2c06e8d560d801e24aeb300faa72a04776868fc/sentry_sdk-2.42.1-py2.py3-none-any.whl", hash = "sha256:f8716b50c927d3beb41bc88439dc6bcd872237b596df5b14613e2ade104aee02", size = 380952, upload-time = "2025-10-20T12:38:38.88Z" },
+    { url = "https://files.pythonhosted.org/packages/69/31/8228fa962f7fd8814d634e4ebece8780e2cdcfbdf0cd2e14d4a6861a7cd5/sentry_sdk-2.43.0-py2.py3-none-any.whl", hash = "sha256:4aacafcf1756ef066d359ae35030881917160ba7f6fc3ae11e0e58b09edc2d5d", size = 400997, upload-time = "2025-10-29T11:26:05.77Z" },
 ]
 
 [[package]]
@@ -1845,16 +1879,16 @@ wheels = [
 
 [[package]]
 name = "virtualenv"
-version = "20.35.3"
+version = "20.35.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "distlib" },
     { name = "filelock" },
     { name = "platformdirs" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/a4/d5/b0ccd381d55c8f45d46f77df6ae59fbc23d19e901e2d523395598e5f4c93/virtualenv-20.35.3.tar.gz", hash = "sha256:4f1a845d131133bdff10590489610c98c168ff99dc75d6c96853801f7f67af44", size = 6002907, upload-time = "2025-10-10T21:23:33.178Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/20/28/e6f1a6f655d620846bd9df527390ecc26b3805a0c5989048c210e22c5ca9/virtualenv-20.35.4.tar.gz", hash = "sha256:643d3914d73d3eeb0c552cbb12d7e82adf0e504dbf86a3182f8771a153a1971c", size = 6028799, upload-time = "2025-10-29T06:57:40.511Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/27/73/d9a94da0e9d470a543c1b9d3ccbceb0f59455983088e727b8a1824ed90fb/virtualenv-20.35.3-py3-none-any.whl", hash = "sha256:63d106565078d8c8d0b206d48080f938a8b25361e19432d2c9db40d2899c810a", size = 5981061, upload-time = "2025-10-10T21:23:30.433Z" },
+    { url = "https://files.pythonhosted.org/packages/79/0c/c05523fa3181fdf0c9c52a6ba91a23fbf3246cc095f26f6516f9c60e6771/virtualenv-20.35.4-py3-none-any.whl", hash = "sha256:c21c9cede36c9753eeade68ba7d523529f228a403463376cf821eaae2b650f1b", size = 6005095, upload-time = "2025-10-29T06:57:37.598Z" },
 ]
 
 [[package]]