|
| 1 | +from __future__ import annotations |
| 2 | + |
| 3 | +from typing import List, Optional |
| 4 | + |
| 5 | +from httpx import AsyncClient, Headers |
| 6 | +from yarl import URL |
| 7 | + |
| 8 | +from ..exceptions import StorageApiError, VectorBucketException |
| 9 | +from ..types import ( |
| 10 | + JSON, |
| 11 | + DistanceMetric, |
| 12 | + GetVectorBucketResponse, |
| 13 | + GetVectorIndexResponse, |
| 14 | + GetVectorsResponse, |
| 15 | + ListVectorBucketsResponse, |
| 16 | + ListVectorIndexesResponse, |
| 17 | + ListVectorsResponse, |
| 18 | + MetadataConfiguration, |
| 19 | + QueryVectorsResponse, |
| 20 | + VectorData, |
| 21 | + VectorFilter, |
| 22 | + VectorObject, |
| 23 | +) |
| 24 | +from .request import AsyncRequestBuilder |
| 25 | + |
| 26 | + |
| 27 | +# used to not send non-required values as `null` |
| 28 | +# for they cannot be null |
| 29 | +def remove_none(**kwargs: JSON) -> JSON: |
| 30 | + return {key: val for key, val in kwargs.items() if val is not None} |
| 31 | + |
| 32 | + |
| 33 | +class AsyncVectorBucketScope: |
| 34 | + def __init__(self, request: AsyncRequestBuilder, bucket_name: str) -> None: |
| 35 | + self._request = request |
| 36 | + self._bucket_name = bucket_name |
| 37 | + |
| 38 | + def with_metadata(self, **data: JSON) -> JSON: |
| 39 | + return remove_none(vectorBucketName=self._bucket_name, **data) |
| 40 | + |
| 41 | + async def create_index( |
| 42 | + self, |
| 43 | + index_name: str, |
| 44 | + dimension: int, |
| 45 | + distance_metric: DistanceMetric, |
| 46 | + data_type: str, |
| 47 | + metadata: Optional[MetadataConfiguration] = None, |
| 48 | + ) -> None: |
| 49 | + body = self.with_metadata( |
| 50 | + indexName=index_name, |
| 51 | + dimension=dimension, |
| 52 | + distanceMetric=distance_metric, |
| 53 | + dataType=data_type, |
| 54 | + metadataConfiguration=metadata.model_dump(by_alias=True) |
| 55 | + if metadata |
| 56 | + else None, |
| 57 | + ) |
| 58 | + await self._request.send(http_method="POST", path=["CreateIndex"], body=body) |
| 59 | + |
| 60 | + async def get_index(self, index_name: str) -> Optional[GetVectorIndexResponse]: |
| 61 | + body = self.with_metadata(indexName=index_name) |
| 62 | + try: |
| 63 | + data = await self._request.send( |
| 64 | + http_method="POST", path=["GetIndex"], body=body |
| 65 | + ) |
| 66 | + return GetVectorIndexResponse.model_validate_json(data.content) |
| 67 | + except StorageApiError: |
| 68 | + return None |
| 69 | + |
| 70 | + async def list_indexes( |
| 71 | + self, |
| 72 | + next_token: Optional[str] = None, |
| 73 | + max_results: Optional[int] = None, |
| 74 | + prefix: Optional[str] = None, |
| 75 | + ) -> ListVectorIndexesResponse: |
| 76 | + body = self.with_metadata( |
| 77 | + next_token=next_token, max_results=max_results, prefix=prefix |
| 78 | + ) |
| 79 | + data = await self._request.send( |
| 80 | + http_method="POST", path=["ListIndexes"], body=body |
| 81 | + ) |
| 82 | + return ListVectorIndexesResponse.model_validate_json(data.content) |
| 83 | + |
| 84 | + async def delete_index(self, index_name: str) -> None: |
| 85 | + body = self.with_metadata(indexName=index_name) |
| 86 | + await self._request.send(http_method="POST", path=["DeleteIndex"], body=body) |
| 87 | + |
| 88 | + def index(self, index_name: str) -> AsyncVectorIndexScope: |
| 89 | + return AsyncVectorIndexScope(self._request, self._bucket_name, index_name) |
| 90 | + |
| 91 | + |
| 92 | +class AsyncVectorIndexScope: |
| 93 | + def __init__( |
| 94 | + self, request: AsyncRequestBuilder, bucket_name: str, index_name: str |
| 95 | + ) -> None: |
| 96 | + self._request = request |
| 97 | + self._bucket_name = bucket_name |
| 98 | + self._index_name = index_name |
| 99 | + |
| 100 | + def with_metadata(self, **data: JSON) -> JSON: |
| 101 | + return remove_none( |
| 102 | + vectorBucketName=self._bucket_name, |
| 103 | + indexName=self._index_name, |
| 104 | + **data, |
| 105 | + ) |
| 106 | + |
| 107 | + async def put(self, vectors: List[VectorObject]) -> None: |
| 108 | + body = self.with_metadata( |
| 109 | + vectors=[v.model_dump(exclude_none=True) for v in vectors] |
| 110 | + ) |
| 111 | + await self._request.send(http_method="POST", path=["PutVectors"], body=body) |
| 112 | + |
| 113 | + async def get( |
| 114 | + self, *keys: str, return_data: bool = True, return_metadata: bool = True |
| 115 | + ) -> GetVectorsResponse: |
| 116 | + body = self.with_metadata( |
| 117 | + keys=keys, returnData=return_data, returnMetadata=return_metadata |
| 118 | + ) |
| 119 | + data = await self._request.send( |
| 120 | + http_method="POST", path=["GetVectors"], body=body |
| 121 | + ) |
| 122 | + return GetVectorsResponse.model_validate_json(data.content) |
| 123 | + |
| 124 | + async def list( |
| 125 | + self, |
| 126 | + max_results: Optional[int] = None, |
| 127 | + next_token: Optional[str] = None, |
| 128 | + return_data: bool = True, |
| 129 | + return_metadata: bool = True, |
| 130 | + segment_count: Optional[int] = None, |
| 131 | + segment_index: Optional[int] = None, |
| 132 | + ) -> ListVectorsResponse: |
| 133 | + body = self.with_metadata( |
| 134 | + maxResults=max_results, |
| 135 | + nextToken=next_token, |
| 136 | + returnData=return_data, |
| 137 | + returnMetadata=return_metadata, |
| 138 | + segmentCount=segment_count, |
| 139 | + segmentIndex=segment_index, |
| 140 | + ) |
| 141 | + data = await self._request.send( |
| 142 | + http_method="POST", path=["ListVectors"], body=body |
| 143 | + ) |
| 144 | + return ListVectorsResponse.model_validate_json(data.content) |
| 145 | + |
| 146 | + async def query( |
| 147 | + self, |
| 148 | + query_vector: VectorData, |
| 149 | + topK: Optional[int] = None, |
| 150 | + filter: Optional[VectorFilter] = None, |
| 151 | + return_distance: bool = True, |
| 152 | + return_metadata: bool = True, |
| 153 | + ) -> QueryVectorsResponse: |
| 154 | + body = self.with_metadata( |
| 155 | + queryVector=dict(query_vector), |
| 156 | + topK=topK, |
| 157 | + filter=filter, |
| 158 | + returnDistance=return_distance, |
| 159 | + returnMetadata=return_metadata, |
| 160 | + ) |
| 161 | + data = await self._request.send( |
| 162 | + http_method="POST", path=["QueryVectors"], body=body |
| 163 | + ) |
| 164 | + return QueryVectorsResponse.model_validate_json(data.content) |
| 165 | + |
| 166 | + async def delete(self, keys: List[str]) -> None: |
| 167 | + if len(keys) < 1 or len(keys) > 500: |
| 168 | + raise VectorBucketException("Keys batch size must be between 1 and 500.") |
| 169 | + body = self.with_metadata(keys=keys) |
| 170 | + await self._request.send(http_method="POST", path=["DeleteVectors"], body=body) |
| 171 | + |
| 172 | + |
| 173 | +class AsyncStorageVectorsClient: |
| 174 | + def __init__(self, url: URL, headers: Headers, session: AsyncClient) -> None: |
| 175 | + self._request = AsyncRequestBuilder(session, base_url=URL(url), headers=headers) |
| 176 | + |
| 177 | + def from_(self, bucket_name: str) -> AsyncVectorBucketScope: |
| 178 | + return AsyncVectorBucketScope(self._request, bucket_name) |
| 179 | + |
| 180 | + async def create_bucket(self, bucket_name: str) -> None: |
| 181 | + body = {"vectorBucketName": bucket_name} |
| 182 | + await self._request.send( |
| 183 | + http_method="POST", path=["CreateVectorBucket"], body=body |
| 184 | + ) |
| 185 | + |
| 186 | + async def get_bucket(self, bucket_name: str) -> Optional[GetVectorBucketResponse]: |
| 187 | + body = {"vectorBucketName": bucket_name} |
| 188 | + try: |
| 189 | + data = await self._request.send( |
| 190 | + http_method="POST", path=["GetVectorBucket"], body=body |
| 191 | + ) |
| 192 | + return GetVectorBucketResponse.model_validate_json(data.content) |
| 193 | + except StorageApiError: |
| 194 | + return None |
| 195 | + |
| 196 | + async def list_buckets( |
| 197 | + self, |
| 198 | + prefix: Optional[str] = None, |
| 199 | + max_results: Optional[int] = None, |
| 200 | + next_token: Optional[str] = None, |
| 201 | + ) -> ListVectorBucketsResponse: |
| 202 | + body = remove_none(prefix=prefix, maxResults=max_results, nextToken=next_token) |
| 203 | + data = await self._request.send( |
| 204 | + http_method="POST", path=["ListVectorBuckets"], body=body |
| 205 | + ) |
| 206 | + return ListVectorBucketsResponse.model_validate_json(data.content) |
| 207 | + |
| 208 | + async def delete_bucket(self, bucket_name: str) -> None: |
| 209 | + body = {"vectorBucketName": bucket_name} |
| 210 | + await self._request.send( |
| 211 | + http_method="POST", path=["DeleteVectorBucket"], body=body |
| 212 | + ) |
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