From 6c1ad6812b27e1be23a113b225c437fe0f843b97 Mon Sep 17 00:00:00 2001 From: Michael Feil <63565275+michaelfeil@users.noreply.github.com> Date: Mon, 23 Sep 2024 23:04:36 -0700 Subject: [PATCH] add client packages (#382) --- .../api/default/embeddings_audio.py | 197 ++ .../api/default/embeddings_image.py | 8 +- .../infinity_client/api/default/rerank.py | 8 +- .../infinity_client/models/__init__.py | 4 + .../models/audio_embedding_input.py | 123 + .../infinity_client/models/classify_result.py | 3 +- .../models/embedding_encoding_format.py | 9 + .../models/embedding_object.py | 32 +- .../models/image_embedding_input.py | 17 + .../models/open_ai_embedding_input.py | 17 + .../infinity_client/models/re_rank_result.py | 3 +- .../infinity_client/models/rerank_input.py | 3 +- .../infinity_client/poetry.lock | 190 ++ libs/embed_package/poetry.lock | 2728 +++++++++-------- libs/embed_package/pyproject.toml | 4 +- 15 files changed, 2022 insertions(+), 1324 deletions(-) create mode 100644 libs/client_infinity/infinity_client/infinity_client/api/default/embeddings_audio.py create mode 100644 libs/client_infinity/infinity_client/infinity_client/models/audio_embedding_input.py create mode 100644 libs/client_infinity/infinity_client/infinity_client/models/embedding_encoding_format.py create mode 100644 libs/client_infinity/infinity_client/poetry.lock diff --git a/libs/client_infinity/infinity_client/infinity_client/api/default/embeddings_audio.py b/libs/client_infinity/infinity_client/infinity_client/api/default/embeddings_audio.py new file mode 100644 index 00000000..b7c6e2cf --- /dev/null +++ b/libs/client_infinity/infinity_client/infinity_client/api/default/embeddings_audio.py @@ -0,0 +1,197 @@ +from http import HTTPStatus +from typing import Any, Dict, Optional, Union + +import httpx + +from ... import errors +from ...client import AuthenticatedClient, Client +from ...models.audio_embedding_input import AudioEmbeddingInput +from ...models.http_validation_error import HTTPValidationError +from ...models.open_ai_embedding_result import OpenAIEmbeddingResult +from ...types import Response + + +def _get_kwargs( + *, + body: AudioEmbeddingInput, +) -> Dict[str, Any]: + headers: Dict[str, Any] = {} + + _kwargs: Dict[str, Any] = { + "method": "post", + "url": "/embeddings_audio", + } + + _body = body.to_dict() + + _kwargs["json"] = _body + headers["Content-Type"] = "application/json" + + _kwargs["headers"] = headers + return _kwargs + + +def _parse_response( + *, client: Union[AuthenticatedClient, Client], response: httpx.Response +) -> Optional[Union[HTTPValidationError, OpenAIEmbeddingResult]]: + if response.status_code == HTTPStatus.OK: + response_200 = OpenAIEmbeddingResult.from_dict(response.json()) + + return response_200 + if response.status_code == HTTPStatus.UNPROCESSABLE_ENTITY: + response_422 = HTTPValidationError.from_dict(response.json()) + + return response_422 + if client.raise_on_unexpected_status: + raise errors.UnexpectedStatus(response.status_code, response.content) + else: + return None + + +def _build_response( + *, client: Union[AuthenticatedClient, Client], response: httpx.Response +) -> Response[Union[HTTPValidationError, OpenAIEmbeddingResult]]: + return Response( + status_code=HTTPStatus(response.status_code), + content=response.content, + headers=response.headers, + parsed=_parse_response(client=client, response=response), + ) + + +def sync_detailed( + *, + client: Union[AuthenticatedClient, Client], + body: AudioEmbeddingInput, +) -> Response[Union[HTTPValidationError, OpenAIEmbeddingResult]]: + r"""Embeddings Audio + + Encode Embeddings from Audio files + + ```python + import requests + requests.post(\"http://..:7997/embeddings_audio\", + json={\"model\":\"laion/larger_clap_general\",\"input\":[\"https://github.com/michaelfeil/infini + ty/raw/3b72eb7c14bae06e68ddd07c1f23fe0bf403f220/libs/infinity_emb/tests/data/audio/beep.wav\"]}) + + Args: + body (AudioEmbeddingInput): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Response[Union[HTTPValidationError, OpenAIEmbeddingResult]] + """ + + kwargs = _get_kwargs( + body=body, + ) + + response = client.get_httpx_client().request( + **kwargs, + ) + + return _build_response(client=client, response=response) + + +def sync( + *, + client: Union[AuthenticatedClient, Client], + body: AudioEmbeddingInput, +) -> Optional[Union[HTTPValidationError, OpenAIEmbeddingResult]]: + r"""Embeddings Audio + + Encode Embeddings from Audio files + + ```python + import requests + requests.post(\"http://..:7997/embeddings_audio\", + json={\"model\":\"laion/larger_clap_general\",\"input\":[\"https://github.com/michaelfeil/infini + ty/raw/3b72eb7c14bae06e68ddd07c1f23fe0bf403f220/libs/infinity_emb/tests/data/audio/beep.wav\"]}) + + Args: + body (AudioEmbeddingInput): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Union[HTTPValidationError, OpenAIEmbeddingResult] + """ + + return sync_detailed( + client=client, + body=body, + ).parsed + + +async def asyncio_detailed( + *, + client: Union[AuthenticatedClient, Client], + body: AudioEmbeddingInput, +) -> Response[Union[HTTPValidationError, OpenAIEmbeddingResult]]: + r"""Embeddings Audio + + Encode Embeddings from Audio files + + ```python + import requests + requests.post(\"http://..:7997/embeddings_audio\", + json={\"model\":\"laion/larger_clap_general\",\"input\":[\"https://github.com/michaelfeil/infini + ty/raw/3b72eb7c14bae06e68ddd07c1f23fe0bf403f220/libs/infinity_emb/tests/data/audio/beep.wav\"]}) + + Args: + body (AudioEmbeddingInput): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Response[Union[HTTPValidationError, OpenAIEmbeddingResult]] + """ + + kwargs = _get_kwargs( + body=body, + ) + + response = await client.get_async_httpx_client().request(**kwargs) + + return _build_response(client=client, response=response) + + +async def asyncio( + *, + client: Union[AuthenticatedClient, Client], + body: AudioEmbeddingInput, +) -> Optional[Union[HTTPValidationError, OpenAIEmbeddingResult]]: + r"""Embeddings Audio + + Encode Embeddings from Audio files + + ```python + import requests + requests.post(\"http://..:7997/embeddings_audio\", + json={\"model\":\"laion/larger_clap_general\",\"input\":[\"https://github.com/michaelfeil/infini + ty/raw/3b72eb7c14bae06e68ddd07c1f23fe0bf403f220/libs/infinity_emb/tests/data/audio/beep.wav\"]}) + + Args: + body (AudioEmbeddingInput): + + Raises: + errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. + httpx.TimeoutException: If the request takes longer than Client.timeout. + + Returns: + Union[HTTPValidationError, OpenAIEmbeddingResult] + """ + + return ( + await asyncio_detailed( + client=client, + body=body, + ) + ).parsed diff --git a/libs/client_infinity/infinity_client/infinity_client/api/default/embeddings_image.py b/libs/client_infinity/infinity_client/infinity_client/api/default/embeddings_image.py index c500d568..189639b8 100644 --- a/libs/client_infinity/infinity_client/infinity_client/api/default/embeddings_image.py +++ b/libs/client_infinity/infinity_client/infinity_client/api/default/embeddings_image.py @@ -66,7 +66,7 @@ def sync_detailed( ) -> Response[Union[HTTPValidationError, OpenAIEmbeddingResult]]: r"""Embeddings Image - Encode Embeddings + Encode Embeddings from Image files ```python import requests @@ -103,7 +103,7 @@ def sync( ) -> Optional[Union[HTTPValidationError, OpenAIEmbeddingResult]]: r"""Embeddings Image - Encode Embeddings + Encode Embeddings from Image files ```python import requests @@ -135,7 +135,7 @@ async def asyncio_detailed( ) -> Response[Union[HTTPValidationError, OpenAIEmbeddingResult]]: r"""Embeddings Image - Encode Embeddings + Encode Embeddings from Image files ```python import requests @@ -170,7 +170,7 @@ async def asyncio( ) -> Optional[Union[HTTPValidationError, OpenAIEmbeddingResult]]: r"""Embeddings Image - Encode Embeddings + Encode Embeddings from Image files ```python import requests diff --git a/libs/client_infinity/infinity_client/infinity_client/api/default/rerank.py b/libs/client_infinity/infinity_client/infinity_client/api/default/rerank.py index 6dc6f918..d26186c5 100644 --- a/libs/client_infinity/infinity_client/infinity_client/api/default/rerank.py +++ b/libs/client_infinity/infinity_client/infinity_client/api/default/rerank.py @@ -78,7 +78,7 @@ def sync_detailed( }) Args: - body (RerankInput): + body (RerankInput): Input for reranking Raises: errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. @@ -118,7 +118,7 @@ def sync( }) Args: - body (RerankInput): + body (RerankInput): Input for reranking Raises: errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. @@ -153,7 +153,7 @@ async def asyncio_detailed( }) Args: - body (RerankInput): + body (RerankInput): Input for reranking Raises: errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. @@ -191,7 +191,7 @@ async def asyncio( }) Args: - body (RerankInput): + body (RerankInput): Input for reranking Raises: errors.UnexpectedStatus: If the server returns an undocumented status code and Client.raise_on_unexpected_status is True. diff --git a/libs/client_infinity/infinity_client/infinity_client/models/__init__.py b/libs/client_infinity/infinity_client/infinity_client/models/__init__.py index 4bde0924..16ea6139 100644 --- a/libs/client_infinity/infinity_client/infinity_client/models/__init__.py +++ b/libs/client_infinity/infinity_client/infinity_client/models/__init__.py @@ -1,9 +1,11 @@ """ Contains all the data models used in inputs/outputs """ +from .audio_embedding_input import AudioEmbeddingInput from .classify_input import ClassifyInput from .classify_object import ClassifyObject from .classify_result import ClassifyResult from .classify_result_object import ClassifyResultObject +from .embedding_encoding_format import EmbeddingEncodingFormat from .embedding_object import EmbeddingObject from .embedding_object_object import EmbeddingObjectObject from .http_validation_error import HTTPValidationError @@ -25,10 +27,12 @@ from .validation_error import ValidationError __all__ = ( + "AudioEmbeddingInput", "ClassifyInput", "ClassifyObject", "ClassifyResult", "ClassifyResultObject", + "EmbeddingEncodingFormat", "EmbeddingObject", "EmbeddingObjectObject", "HTTPValidationError", diff --git a/libs/client_infinity/infinity_client/infinity_client/models/audio_embedding_input.py b/libs/client_infinity/infinity_client/infinity_client/models/audio_embedding_input.py new file mode 100644 index 00000000..860cf63f --- /dev/null +++ b/libs/client_infinity/infinity_client/infinity_client/models/audio_embedding_input.py @@ -0,0 +1,123 @@ +from typing import Any, Dict, List, Type, TypeVar, Union, cast + +from attrs import define as _attrs_define +from attrs import field as _attrs_field + +from ..models.embedding_encoding_format import EmbeddingEncodingFormat +from ..types import UNSET, Unset + +T = TypeVar("T", bound="AudioEmbeddingInput") + + +@_attrs_define +class AudioEmbeddingInput: + """ + Attributes: + input_ (Union[List[str], str]): + model (Union[Unset, str]): Default: 'default/not-specified'. + encoding_format (Union[Unset, EmbeddingEncodingFormat]): + user (Union[None, Unset, str]): + """ + + input_: Union[List[str], str] + model: Union[Unset, str] = "default/not-specified" + encoding_format: Union[Unset, EmbeddingEncodingFormat] = UNSET + user: Union[None, Unset, str] = UNSET + additional_properties: Dict[str, Any] = _attrs_field(init=False, factory=dict) + + def to_dict(self) -> Dict[str, Any]: + input_: Union[List[str], str] + if isinstance(self.input_, list): + input_ = self.input_ + + else: + input_ = self.input_ + + model = self.model + + encoding_format: Union[Unset, str] = UNSET + if not isinstance(self.encoding_format, Unset): + encoding_format = self.encoding_format.value + + user: Union[None, Unset, str] + if isinstance(self.user, Unset): + user = UNSET + else: + user = self.user + + field_dict: Dict[str, Any] = {} + field_dict.update(self.additional_properties) + field_dict.update( + { + "input": input_, + } + ) + if model is not UNSET: + field_dict["model"] = model + if encoding_format is not UNSET: + field_dict["encoding_format"] = encoding_format + if user is not UNSET: + field_dict["user"] = user + + return field_dict + + @classmethod + def from_dict(cls: Type[T], src_dict: Dict[str, Any]) -> T: + d = src_dict.copy() + + def _parse_input_(data: object) -> Union[List[str], str]: + try: + if not isinstance(data, list): + raise TypeError() + input_type_0 = cast(List[str], data) + + return input_type_0 + except: # noqa: E722 + pass + return cast(Union[List[str], str], data) + + input_ = _parse_input_(d.pop("input")) + + model = d.pop("model", UNSET) + + _encoding_format = d.pop("encoding_format", UNSET) + encoding_format: Union[Unset, EmbeddingEncodingFormat] + if isinstance(_encoding_format, Unset): + encoding_format = UNSET + else: + encoding_format = EmbeddingEncodingFormat(_encoding_format) + + def _parse_user(data: object) -> Union[None, Unset, str]: + if data is None: + return data + if isinstance(data, Unset): + return data + return cast(Union[None, Unset, str], data) + + user = _parse_user(d.pop("user", UNSET)) + + audio_embedding_input = cls( + input_=input_, + model=model, + encoding_format=encoding_format, + user=user, + ) + + audio_embedding_input.additional_properties = d + return audio_embedding_input + + @property + def additional_keys(self) -> List[str]: + return list(self.additional_properties.keys()) + + def __getitem__(self, key: str) -> Any: + return self.additional_properties[key] + + def __setitem__(self, key: str, value: Any) -> None: + self.additional_properties[key] = value + + def __delitem__(self, key: str) -> None: + del self.additional_properties[key] + + def __contains__(self, key: str) -> bool: + return key in self.additional_properties diff --git a/libs/client_infinity/infinity_client/infinity_client/models/classify_result.py b/libs/client_infinity/infinity_client/infinity_client/models/classify_result.py index abb1e2e2..deec68a1 100644 --- a/libs/client_infinity/infinity_client/infinity_client/models/classify_result.py +++ b/libs/client_infinity/infinity_client/infinity_client/models/classify_result.py @@ -16,7 +16,8 @@ @_attrs_define class ClassifyResult: - """ + """Result of classification. + Attributes: data (List[List['ClassifyObject']]): model (str): diff --git a/libs/client_infinity/infinity_client/infinity_client/models/embedding_encoding_format.py b/libs/client_infinity/infinity_client/infinity_client/models/embedding_encoding_format.py new file mode 100644 index 00000000..aa41b2bb --- /dev/null +++ b/libs/client_infinity/infinity_client/infinity_client/models/embedding_encoding_format.py @@ -0,0 +1,9 @@ +from enum import Enum + + +class EmbeddingEncodingFormat(str, Enum): + BASE64 = "base64" + FLOAT = "float" + + def __str__(self) -> str: + return str(self.value) diff --git a/libs/client_infinity/infinity_client/infinity_client/models/embedding_object.py b/libs/client_infinity/infinity_client/infinity_client/models/embedding_object.py index 733607ca..d0615d8d 100644 --- a/libs/client_infinity/infinity_client/infinity_client/models/embedding_object.py +++ b/libs/client_infinity/infinity_client/infinity_client/models/embedding_object.py @@ -1,10 +1,11 @@ +from io import BytesIO from typing import Any, Dict, List, Type, TypeVar, Union, cast from attrs import define as _attrs_define from attrs import field as _attrs_field from ..models.embedding_object_object import EmbeddingObjectObject -from ..types import UNSET, Unset +from ..types import UNSET, File, FileJsonType, Unset T = TypeVar("T", bound="EmbeddingObject") @@ -13,18 +14,23 @@ class EmbeddingObject: """ Attributes: - embedding (List[float]): + embedding (Union[File, List[float]]): index (int): object_ (Union[Unset, EmbeddingObjectObject]): Default: EmbeddingObjectObject.EMBEDDING. """ - embedding: List[float] + embedding: Union[File, List[float]] index: int object_: Union[Unset, EmbeddingObjectObject] = EmbeddingObjectObject.EMBEDDING additional_properties: Dict[str, Any] = _attrs_field(init=False, factory=dict) def to_dict(self) -> Dict[str, Any]: - embedding = self.embedding + embedding: Union[FileJsonType, List[float]] + if isinstance(self.embedding, list): + embedding = self.embedding + + else: + embedding = self.embedding.to_tuple() index = self.index @@ -48,7 +54,23 @@ def to_dict(self) -> Dict[str, Any]: @classmethod def from_dict(cls: Type[T], src_dict: Dict[str, Any]) -> T: d = src_dict.copy() - embedding = cast(List[float], d.pop("embedding")) + + def _parse_embedding(data: object) -> Union[File, List[float]]: + try: + if not isinstance(data, list): + raise TypeError() + embedding_type_0 = cast(List[float], data) + + return embedding_type_0 + except: # noqa: E722 + pass + if not isinstance(data, bytes): + raise TypeError() + embedding_type_1 = File(payload=BytesIO(data)) + + return embedding_type_1 + + embedding = _parse_embedding(d.pop("embedding")) index = d.pop("index") diff --git a/libs/client_infinity/infinity_client/infinity_client/models/image_embedding_input.py b/libs/client_infinity/infinity_client/infinity_client/models/image_embedding_input.py index d9eedc03..6cb48087 100644 --- a/libs/client_infinity/infinity_client/infinity_client/models/image_embedding_input.py +++ b/libs/client_infinity/infinity_client/infinity_client/models/image_embedding_input.py @@ -3,6 +3,7 @@ from attrs import define as _attrs_define from attrs import field as _attrs_field +from ..models.embedding_encoding_format import EmbeddingEncodingFormat from ..types import UNSET, Unset T = TypeVar("T", bound="ImageEmbeddingInput") @@ -14,11 +15,13 @@ class ImageEmbeddingInput: Attributes: input_ (Union[List[str], str]): model (Union[Unset, str]): Default: 'default/not-specified'. + encoding_format (Union[Unset, EmbeddingEncodingFormat]): user (Union[None, Unset, str]): """ input_: Union[List[str], str] model: Union[Unset, str] = "default/not-specified" + encoding_format: Union[Unset, EmbeddingEncodingFormat] = UNSET user: Union[None, Unset, str] = UNSET additional_properties: Dict[str, Any] = _attrs_field(init=False, factory=dict) @@ -32,6 +35,10 @@ def to_dict(self) -> Dict[str, Any]: model = self.model + encoding_format: Union[Unset, str] = UNSET + if not isinstance(self.encoding_format, Unset): + encoding_format = self.encoding_format.value + user: Union[None, Unset, str] if isinstance(self.user, Unset): user = UNSET @@ -47,6 +54,8 @@ def to_dict(self) -> Dict[str, Any]: ) if model is not UNSET: field_dict["model"] = model + if encoding_format is not UNSET: + field_dict["encoding_format"] = encoding_format if user is not UNSET: field_dict["user"] = user @@ -71,6 +80,13 @@ def _parse_input_(data: object) -> Union[List[str], str]: model = d.pop("model", UNSET) + _encoding_format = d.pop("encoding_format", UNSET) + encoding_format: Union[Unset, EmbeddingEncodingFormat] + if isinstance(_encoding_format, Unset): + encoding_format = UNSET + else: + encoding_format = EmbeddingEncodingFormat(_encoding_format) + def _parse_user(data: object) -> Union[None, Unset, str]: if data is None: return data @@ -83,6 +99,7 @@ def _parse_user(data: object) -> Union[None, Unset, str]: image_embedding_input = cls( input_=input_, model=model, + encoding_format=encoding_format, user=user, ) diff --git a/libs/client_infinity/infinity_client/infinity_client/models/open_ai_embedding_input.py b/libs/client_infinity/infinity_client/infinity_client/models/open_ai_embedding_input.py index b4a9e79f..756d91b8 100644 --- a/libs/client_infinity/infinity_client/infinity_client/models/open_ai_embedding_input.py +++ b/libs/client_infinity/infinity_client/infinity_client/models/open_ai_embedding_input.py @@ -3,6 +3,7 @@ from attrs import define as _attrs_define from attrs import field as _attrs_field +from ..models.embedding_encoding_format import EmbeddingEncodingFormat from ..types import UNSET, Unset T = TypeVar("T", bound="OpenAIEmbeddingInput") @@ -14,11 +15,13 @@ class OpenAIEmbeddingInput: Attributes: input_ (Union[List[str], str]): model (Union[Unset, str]): Default: 'default/not-specified'. + encoding_format (Union[Unset, EmbeddingEncodingFormat]): user (Union[None, Unset, str]): """ input_: Union[List[str], str] model: Union[Unset, str] = "default/not-specified" + encoding_format: Union[Unset, EmbeddingEncodingFormat] = UNSET user: Union[None, Unset, str] = UNSET additional_properties: Dict[str, Any] = _attrs_field(init=False, factory=dict) @@ -32,6 +35,10 @@ def to_dict(self) -> Dict[str, Any]: model = self.model + encoding_format: Union[Unset, str] = UNSET + if not isinstance(self.encoding_format, Unset): + encoding_format = self.encoding_format.value + user: Union[None, Unset, str] if isinstance(self.user, Unset): user = UNSET @@ -47,6 +54,8 @@ def to_dict(self) -> Dict[str, Any]: ) if model is not UNSET: field_dict["model"] = model + if encoding_format is not UNSET: + field_dict["encoding_format"] = encoding_format if user is not UNSET: field_dict["user"] = user @@ -71,6 +80,13 @@ def _parse_input_(data: object) -> Union[List[str], str]: model = d.pop("model", UNSET) + _encoding_format = d.pop("encoding_format", UNSET) + encoding_format: Union[Unset, EmbeddingEncodingFormat] + if isinstance(_encoding_format, Unset): + encoding_format = UNSET + else: + encoding_format = EmbeddingEncodingFormat(_encoding_format) + def _parse_user(data: object) -> Union[None, Unset, str]: if data is None: return data @@ -83,6 +99,7 @@ def _parse_user(data: object) -> Union[None, Unset, str]: open_ai_embedding_input = cls( input_=input_, model=model, + encoding_format=encoding_format, user=user, ) diff --git a/libs/client_infinity/infinity_client/infinity_client/models/re_rank_result.py b/libs/client_infinity/infinity_client/infinity_client/models/re_rank_result.py index 2c7487ad..bdd0bdc2 100644 --- a/libs/client_infinity/infinity_client/infinity_client/models/re_rank_result.py +++ b/libs/client_infinity/infinity_client/infinity_client/models/re_rank_result.py @@ -16,7 +16,8 @@ @_attrs_define class ReRankResult: - """ + """Following the Cohere protocol for Rerankers. + Attributes: results (List['ReRankObject']): model (str): diff --git a/libs/client_infinity/infinity_client/infinity_client/models/rerank_input.py b/libs/client_infinity/infinity_client/infinity_client/models/rerank_input.py index dffdf2f9..c49bb987 100644 --- a/libs/client_infinity/infinity_client/infinity_client/models/rerank_input.py +++ b/libs/client_infinity/infinity_client/infinity_client/models/rerank_input.py @@ -10,7 +10,8 @@ @_attrs_define class RerankInput: - """ + """Input for reranking + Attributes: query (str): documents (List[str]): diff --git a/libs/client_infinity/infinity_client/poetry.lock b/libs/client_infinity/infinity_client/poetry.lock new file mode 100644 index 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