| 1 | import * as s3vectors from "@distilled.cloud/aws/s3vectors"; |
| 2 | import * as Effect from "effect/Effect"; |
| 3 | import { Unowned } from "../../AdoptPolicy.ts"; |
| 4 | import { isResolved } from "../../Diff.ts"; |
| 5 | import { createPhysicalName } from "../../PhysicalName.ts"; |
| 6 | import * as Provider from "../../Provider.ts"; |
| 7 | import { Resource } from "../../Resource.ts"; |
| 8 | import { createInternalTags, diffTags, hasAlchemyTags } from "../../Tags.ts"; |
| 9 | import type { Providers } from "../Providers.ts"; |
| 10 | |
| 11 | export interface IndexProps { |
| 12 | /** |
| 13 | * Name of the vector bucket that holds this index. Pass |
| 14 | * `bucket.vectorBucketName` from a {@link VectorBucket}. |
| 15 | * |
| 16 | * Changing it replaces the index. |
| 17 | */ |
| 18 | vectorBucketName: string; |
| 19 | /** |
| 20 | * Name of the index (3-63 chars, lowercase). If omitted, a unique name is |
| 21 | * generated from the app, stage, and logical id. |
| 22 | * |
| 23 | * Changing the name replaces the index. |
| 24 | * @default ${app}-${stage}-${id} |
| 25 | */ |
| 26 | indexName?: string; |
| 27 | /** |
| 28 | * The data type of the vectors stored in this index. Immutable — changing |
| 29 | * it replaces the index. |
| 30 | * @default "float32" |
| 31 | */ |
| 32 | dataType?: "float32"; |
| 33 | /** |
| 34 | * The number of dimensions of the vectors stored in this index. Immutable — |
| 35 | * changing it replaces the index. |
| 36 | */ |
| 37 | dimension: number; |
| 38 | /** |
| 39 | * The distance metric used for similarity queries. Immutable — changing it |
| 40 | * replaces the index. |
| 41 | */ |
| 42 | distanceMetric: "euclidean" | "cosine"; |
| 43 | /** |
| 44 | * Metadata keys that are stored but NOT filterable at query time. Immutable |
| 45 | * — changing it replaces the index. |
| 46 | */ |
| 47 | nonFilterableMetadataKeys?: string[]; |
| 48 | /** |
| 49 | * Tags to apply to the index. Merged with internal Alchemy tags. |
| 50 | */ |
| 51 | tags?: Record<string, string>; |
| 52 | } |
| 53 | |
| 54 | export interface Index extends Resource< |
| 55 | "AWS.S3Vectors.Index", |
| 56 | IndexProps, |
| 57 | { |
| 58 | /** |
| 59 | * Name of the vector bucket containing the index. |
| 60 | */ |
| 61 | vectorBucketName: string; |
| 62 | /** |
| 63 | * Name of the index. |
| 64 | */ |
| 65 | indexName: string; |
| 66 | /** |
| 67 | * ARN of the index. |
| 68 | */ |
| 69 | indexArn: string; |
| 70 | }, |
| 71 | never, |
| 72 | Providers |
| 73 | > {} |
| 74 | |
| 75 | /** |
| 76 | * A vector index inside an S3 Vectors {@link VectorBucket} — stores vectors of |
| 77 | * a fixed dimension and answers similarity queries under a distance metric. |
| 78 | * |
| 79 | * The index shape (data type, dimension, distance metric, non-filterable |
| 80 | * metadata keys) is fixed at create time; changing any of them replaces the |
| 81 | * index. |
| 82 | * |
| 83 | * ### Creating an Index |
| 84 | * **Example:** Cosine-Similarity Index |
| 85 | * ```typescript |
| 86 | * import * as S3Vectors from "alchemy/AWS/S3Vectors"; |
| 87 | * |
| 88 | * const bucket = yield* S3Vectors.VectorBucket("Embeddings", {}); |
| 89 | * const index = yield* S3Vectors.Index("Docs", { |
| 90 | * vectorBucketName: bucket.vectorBucketName, |
| 91 | * dimension: 1024, |
| 92 | * distanceMetric: "cosine", |
| 93 | * }); |
| 94 | * ``` |
| 95 | * |
| 96 | * @resource |
| 97 | */ |
| 98 | export const Index = Resource<Index>("AWS.S3Vectors.Index"); |
| 99 | |
| 100 | const shapeKey = (props: IndexProps) => |
| 101 | JSON.stringify({ |
| 102 | dataType: props.dataType ?? "float32", |
| 103 | dimension: props.dimension, |
| 104 | distanceMetric: props.distanceMetric, |
| 105 | nonFilterableMetadataKeys: [ |
| 106 | ...(props.nonFilterableMetadataKeys ?? []), |
| 107 | ].sort(), |
| 108 | }); |
| 109 | |
| 110 | export const IndexProvider = () => |
| 111 | Provider.effect( |
| 112 | Index, |
| 113 | Effect.gen(function* () { |
| 114 | const createName = Effect.fn(function* ( |
| 115 | id: string, |
| 116 | props: Pick<IndexProps, "indexName">, |
| 117 | ) { |
| 118 | return ( |
| 119 | props.indexName ?? |
| 120 | (yield* createPhysicalName({ id, maxLength: 63 })).toLowerCase() |
| 121 | ); |
| 122 | }); |
| 123 | |
| 124 | const observe = (vectorBucketName: string, indexName: string) => |
| 125 | s3vectors.getIndex({ vectorBucketName, indexName }).pipe( |
| 126 | Effect.map((r) => r.index), |
| 127 | Effect.catchTag("NotFoundException", () => Effect.succeed(undefined)), |
| 128 | ); |
| 129 | |
| 130 | const observedTags = (resourceArn: string) => |
| 131 | s3vectors.listTagsForResource({ resourceArn }).pipe( |
| 132 | Effect.map( |
| 133 | (r) => |
| 134 | Object.fromEntries( |
| 135 | Object.entries(r.tags ?? {}).filter(([, v]) => v !== undefined), |
| 136 | ) as Record<string, string>, |
| 137 | ), |
| 138 | Effect.catchTag("NotFoundException", () => |
| 139 | Effect.succeed({} as Record<string, string>), |
| 140 | ), |
| 141 | ); |
| 142 | |
| 143 | return Index.Provider.of({ |
| 144 | stables: ["vectorBucketName", "indexName", "indexArn"], |
| 145 | // Indexes are keyed by a parent vector bucket; global enumeration would |
| 146 | // require fanning out over every bucket. Return empty — the engine |
| 147 | // reads owned indexes via read() using the cached output identity. |
| 148 | list: () => Effect.succeed([]), |
| 149 | read: Effect.fn(function* ({ id, olds, output }) { |
| 150 | const vectorBucketName = |
| 151 | output?.vectorBucketName ?? olds?.vectorBucketName; |
| 152 | if (vectorBucketName === undefined) return undefined; |
| 153 | const name = output?.indexName ?? (yield* createName(id, olds ?? {})); |
| 154 | const found = yield* observe(vectorBucketName, name); |
| 155 | if (!found) return undefined; |
| 156 | const attrs = { |
| 157 | vectorBucketName: found.vectorBucketName, |
| 158 | indexName: found.indexName, |
| 159 | indexArn: found.indexArn, |
| 160 | }; |
| 161 | const tags = yield* observedTags(found.indexArn); |
| 162 | return (yield* hasAlchemyTags(id, tags)) ? attrs : Unowned(attrs); |
| 163 | }), |
| 164 | diff: Effect.fn(function* ({ id, news, olds }) { |
| 165 | if (!isResolved(news)) return undefined; |
| 166 | if ( |
| 167 | olds?.vectorBucketName !== undefined && |
| 168 | olds.vectorBucketName !== news.vectorBucketName |
| 169 | ) { |
| 170 | return { action: "replace" } as const; |
| 171 | } |
| 172 | const oldName = yield* createName(id, olds ?? {}); |
| 173 | const newName = yield* createName(id, news ?? {}); |
| 174 | if (oldName !== newName) return { action: "replace" } as const; |
| 175 | // The index shape is immutable — any change replaces. |
| 176 | if (olds !== undefined && shapeKey(olds) !== shapeKey(news)) { |
| 177 | return { action: "replace" } as const; |
| 178 | } |
| 179 | // fall through: engine default update (tags only) |
| 180 | }), |
| 181 | reconcile: Effect.fn(function* ({ id, news, output, session }) { |
| 182 | const vectorBucketName = news.vectorBucketName; |
| 183 | const name = output?.indexName ?? (yield* createName(id, news)); |
| 184 | const internalTags = yield* createInternalTags(id); |
| 185 | const desiredTags = { ...news.tags, ...internalTags }; |
| 186 | |
| 187 | // 1. OBSERVE — cloud state is authoritative. |
| 188 | let live = yield* observe(vectorBucketName, name); |
| 189 | |
| 190 | // 2. ENSURE — create when missing; a concurrent create surfaces as |
| 191 | // ConflictException, which we treat as a race and re-observe. |
| 192 | if (live === undefined) { |
| 193 | yield* s3vectors |
| 194 | .createIndex({ |
| 195 | vectorBucketName, |
| 196 | indexName: name, |
| 197 | dataType: news.dataType ?? "float32", |
| 198 | dimension: news.dimension, |
| 199 | distanceMetric: news.distanceMetric, |
| 200 | metadataConfiguration: news.nonFilterableMetadataKeys |
| 201 | ? { |
| 202 | nonFilterableMetadataKeys: news.nonFilterableMetadataKeys, |
| 203 | } |
| 204 | : undefined, |
| 205 | tags: desiredTags, |
| 206 | }) |
| 207 | .pipe(Effect.catchTag("ConflictException", () => Effect.void)); |
| 208 | live = yield* observe(vectorBucketName, name); |
| 209 | } |
| 210 | |
| 211 | const indexArn = live?.indexArn ?? output?.indexArn; |
| 212 | |
| 213 | // 3. SYNC TAGS — diff against OBSERVED cloud tags. |
| 214 | if (indexArn !== undefined) { |
| 215 | const currentTags = yield* observedTags(indexArn); |
| 216 | const { upsert, removed } = diffTags(currentTags, desiredTags); |
| 217 | if (upsert.length > 0) { |
| 218 | yield* s3vectors.tagResource({ |
| 219 | resourceArn: indexArn, |
| 220 | tags: Object.fromEntries(upsert.map((t) => [t.Key, t.Value])), |
| 221 | }); |
| 222 | } |
| 223 | if (removed.length > 0) { |
| 224 | yield* s3vectors.untagResource({ |
| 225 | resourceArn: indexArn, |
| 226 | tagKeys: removed, |
| 227 | }); |
| 228 | } |
| 229 | } |
| 230 | |
| 231 | yield* session.note(name); |
| 232 | return { vectorBucketName, indexName: name, indexArn: indexArn! }; |
| 233 | }), |
| 234 | delete: Effect.fn(function* ({ output }) { |
| 235 | yield* s3vectors |
| 236 | .deleteIndex({ |
| 237 | vectorBucketName: output.vectorBucketName, |
| 238 | indexName: output.indexName, |
| 239 | }) |
| 240 | .pipe(Effect.catchTag("NotFoundException", () => Effect.void)); |
| 241 | }), |
| 242 | }); |
| 243 | }), |
| 244 | ); |