fastembed - npm Package Compare versions

Comparing version 1.14.4 to 2.0.0

lib/cjs/fastembed.d.ts

@@ -0,1 +1,3 @@
+/// <reference types="node" />
+import fs from "fs";
 export declare enum ExecutionProvider {
@@ -15,10 +17,10 @@ CPU = "cpu",
     BGESmallZH = "fast-bge-small-zh-v1.5",
-    MLE5Large = "fast-multilingual-e5-large"
+    MLE5Large = "fast-multilingual-e5-large",
+    CUSTOM = "custom"
 }
-interface InitOptions {
-    model: EmbeddingModel;
-    executionProviders: ExecutionProvider[];
-    maxLength: number;
-    cacheDir: string;
-    showDownloadProgress: boolean;
+export interface InitOptionsBase {
+    executionProviders?: ExecutionProvider[];
+    maxLength?: number;
+    cacheDir?: string;
+    showDownloadProgress?: boolean;
 }
@@ -30,2 +32,13 @@ interface ModelInfo {
 }
+export interface InitStandardOptions extends InitOptionsBase {
+    model: Exclude<EmbeddingModel, EmbeddingModel.CUSTOM>;
+    modelAbsoluteDirPath?: undefined;
+    modelName?: string;
+}
+export interface InitCustomOptions extends InitOptionsBase {
+    model: EmbeddingModel.CUSTOM;
+    modelAbsoluteDirPath: fs.PathLike;
+    modelName: string;
+}
+export type InitOptions = InitStandardOptions | InitCustomOptions;
 declare abstract class Embedding {
@@ -42,3 +55,4 @@ abstract listSupportedModels(): ModelInfo[];
     private constructor();
-    static init({ model, executionProviders, maxLength, cacheDir, showDownloadProgress, }?: Partial<InitOptions>): Promise<FlagEmbedding>;
+    static init(options: InitStandardOptions): Promise<FlagEmbedding>;
+    static init(options: InitCustomOptions): Promise<FlagEmbedding>;
     private static loadTokenizer;
@@ -45,0 +59,0 @@ private static downloadFileFromGCS;

lib/cjs/fastembed.d.ts.map

@@ -1,1 +0,1 @@
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+{"version":3,"file":"fastembed.d.ts","sourceRoot":"","sources":["../../src/fastembed.ts"],"names":[],"mappings":";AACA,OAAO,EAAgB,MAAM,IAAI,CAAC;AAOlC,oBAAY,iBAAiB;IAC3B,GAAG,QAAQ;IACX,IAAI,SAAS;IACb,KAAK,UAAU;IACf,IAAI,SAAS;IACb,OAAO,YAAY;CACpB;AAED,oBAAY,cAAc;IACxB,aAAa,0BAA0B;IACvC,SAAS,qBAAqB;IAC9B,YAAY,0BAA0B;IACtC,UAAU,sBAAsB;IAChC,aAAa,2BAA2B;IACxC,UAAU,2BAA2B;IACrC,SAAS,+BAA+B;IACxC,MAAM,WAAW;CAClB;AAED,MAAM,WAAW,eAAe;IAC9B,kBAAkB,CAAC,EAAE,iBAAiB,EAAE,CAAC;IACzC,SAAS,CAAC,EAAE,MAAM,CAAC;IACnB,QAAQ,CAAC,EAAE,MAAM,CAAC;IAClB,oBAAoB,CAAC,EAAE,OAAO,CAAC;CAChC;AAED,UAAU,SAAS;IACjB,KAAK,EAAE,cAAc,CAAC;IACtB,GAAG,EAAE,MAAM,CAAC;IACZ,WAAW,EAAE,MAAM,CAAC;CACrB;AAmDD,MAAM,WAAW,mBAAoB,SAAQ,eAAe;IAC1D,KAAK,EAAE,OAAO,CAAC,cAAc,EAAE,cAAc,CAAC,MAAM,CAAC,CAAC;IACtD,oBAAoB,CAAC,EAAE,SAAS,CAAC;IACjC,SAAS,CAAC,EAAE,MAAM,CAAC;CACpB;AAGD,MAAM,WAAW,iBAAkB,SAAQ,eAAe;IACxD,KAAK,EAAE,cAAc,CAAC,MAAM,CAAC;IAC7B,oBAAoB,EAAE,EAAE,CAAC,QAAQ,CAAC;IAClC,SAAS,EAAE,MAAM,CAAC;CACnB;AACD,MAAM,MAAM,WAAW,GAAG,mBAAmB,GAAG,iBAAiB,CAAC;AAClE,uBAAe,SAAS;IACtB,QAAQ,CAAC,mBAAmB,IAAI,SAAS,EAAE;IAE3C,QAAQ,CAAC,KAAK,CACZ,KAAK,EAAE,MAAM,EAAE,EACf,SAAS,CAAC,EAAE,MAAM,GACjB,cAAc,CAAC,MAAM,EAAE,EAAE,EAAE,IAAI,EAAE,OAAO,CAAC;IAE5C,QAAQ,CAAC,YAAY,CACnB,KAAK,EAAE,MAAM,EAAE,EACf,SAAS,EAAE,MAAM,GAChB,cAAc,CAAC,MAAM,EAAE,EAAE,EAAE,IAAI,EAAE,OAAO,CAAC;IAE5C,QAAQ,CAAC,UAAU,CAAC,KAAK,EAAE,MAAM,GAAG,OAAO,CAAC,MAAM,EAAE,CAAC;CACtD;AAED,qBAAa,aAAc,SAAQ,SAAS;IAExC,OAAO,CAAC,SAAS;IACjB,OAAO,CAAC,OAAO;IACf,OAAO,CAAC,KAAK;IAHf,OAAO;WAOM,IAAI,CAAC,OAAO,EAAE,mBAAmB,GAAG,OAAO,CAAC,aAAa,CAAC;WAC1D,IAAI,CAAC,OAAO,EAAE,iBAAiB,GAAG,OAAO,CAAC,aAAa,CAAC;IAmDrE,OAAO,CAAC,MAAM,CAAC,aAAa;mBA6DP,mBAAmB;mBAqEnB,iBAAiB;mBAgBjB,aAAa;IAwB3B,KAAK,CAAC,WAAW,EAAE,MAAM,EAAE,EAAE,SAAS,GAAE,MAAY;IAwF3D,YAAY,CAAC,KAAK,EAAE,MAAM,EAAE,EAAE,SAAS,GAAE,MAAY;IAK/C,UAAU,CAAC,KAAK,EAAE,MAAM,GAAG,OAAO,CAAC,MAAM,EAAE,CAAC;IAIlD,mBAAmB,IAAI,SAAS,EAAE;CAwCnC"}

lib/cjs/fastembed.js

@@ -30,9 +30,9 @@ "use strict";
 exports.FlagEmbedding = exports.EmbeddingModel = exports.ExecutionProvider = void 0;
+const tokenizers_1 = require("@anush008/tokenizers");
 const fs_1 = __importDefault(require("fs"));
 const https_1 = __importDefault(require("https"));
+const ort = __importStar(require("onnxruntime-node"));
 const path_1 = __importDefault(require("path"));
 const progress_1 = __importDefault(require("progress"));
 const tar_1 = __importDefault(require("tar"));
-const tokenizers_1 = require("@anush008/tokenizers");
-const ort = __importStar(require("onnxruntime-node"));
 var ExecutionProvider;
@@ -55,2 +55,3 @@ (function (ExecutionProvider) {
     EmbeddingModel["MLE5Large"] = "fast-multilingual-e5-large";
+    EmbeddingModel["CUSTOM"] = "custom";
 })(EmbeddingModel || (exports.EmbeddingModel = EmbeddingModel = {}));
@@ -70,25 +71,2 @@ function normalize(v) {
 }
-// Remove attention pooling
-// Ref: https://github.com/qdrant/fastembed/commit/a335c8898f11042fdb311fce2dab3acf50c23011
-// function create3DArray(
-//   inputArray: number[],
-//   dimensions: number[]
-// ): number[][][] {
-//   const totalElements = dimensions.reduce((acc, val) => acc * val, 1);
-//   if (inputArray.length !== totalElements) {
-//     throw new Error(
-//       "Input array length does not match the specified dimensions."
-//     );
-//   }
-//   const resultArray = Array.from({ length: dimensions[0] }, (_, i) =>
-//     Array.from({ length: dimensions[1] }, (_, j) =>
-//       Array.from(
-//         { length: dimensions[2] },
-//         (_, k) =>
-//           inputArray[i * dimensions[1] * dimensions[2] + j * dimensions[2] + k]
-//       )
-//     )
-//   );
-//   return resultArray;
-// }
 class Embedding {
@@ -103,9 +81,20 @@ }
     }
-    static async init({ model = EmbeddingModel.BGESmallENV15, executionProviders = [ExecutionProvider.CPU], maxLength = 512, cacheDir = "local_cache", showDownloadProgress = true, } = {}) {
-        const modelDir = await FlagEmbedding.retrieveModel(model, cacheDir, showDownloadProgress);
+    static async init({ model = EmbeddingModel.BGESmallENV15, executionProviders = [ExecutionProvider.CPU], maxLength = 512, cacheDir = "local_cache", showDownloadProgress = true, modelAbsoluteDirPath = "", modelName = "", } = {}) {
+        if (model === EmbeddingModel.CUSTOM) {
+            if (!modelAbsoluteDirPath) {
+                throw new Error("For custom model, modelAbsoluteDirPath is required in FlagEmbedding.init");
+            }
+            if (!modelName) {
+                throw new Error("For custom model, modelName is required in FlagEmbedding.init");
+            }
+        }
+        const modelDir = model === EmbeddingModel.CUSTOM
+            ? modelAbsoluteDirPath
+            : await FlagEmbedding.retrieveModel(model, cacheDir, showDownloadProgress);
         const tokenizer = this.loadTokenizer(modelDir, maxLength);
-        const modelPath = path_1.default.join(modelDir.toString(), model === EmbeddingModel.MLE5Large ||
+        const defaultModelName = model === EmbeddingModel.MLE5Large ||
             model === EmbeddingModel.AllMiniLML6V2
             ? "model.onnx"
-            : "model_optimized.onnx");
+            : "model_optimized.onnx";
+        const modelPath = path_1.default.join(modelDir.toString(), modelName || defaultModelName);
         if (!fs_1.default.existsSync(modelPath)) {
@@ -112,0 +101,0 @@ throw new Error(`Model file not found at ${modelPath}`);

lib/cjs/fastembed.js.map

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lib/esm/fastembed.d.ts

@@ -0,1 +1,3 @@
+/// <reference types="node" />
+import fs from "fs";
 export declare enum ExecutionProvider {
@@ -15,10 +17,10 @@ CPU = "cpu",
     BGESmallZH = "fast-bge-small-zh-v1.5",
-    MLE5Large = "fast-multilingual-e5-large"
+    MLE5Large = "fast-multilingual-e5-large",
+    CUSTOM = "custom"
 }
-interface InitOptions {
-    model: EmbeddingModel;
-    executionProviders: ExecutionProvider[];
-    maxLength: number;
-    cacheDir: string;
-    showDownloadProgress: boolean;
+export interface InitOptionsBase {
+    executionProviders?: ExecutionProvider[];
+    maxLength?: number;
+    cacheDir?: string;
+    showDownloadProgress?: boolean;
 }
@@ -30,2 +32,13 @@ interface ModelInfo {
 }
+export interface InitStandardOptions extends InitOptionsBase {
+    model: Exclude<EmbeddingModel, EmbeddingModel.CUSTOM>;
+    modelAbsoluteDirPath?: undefined;
+    modelName?: string;
+}
+export interface InitCustomOptions extends InitOptionsBase {
+    model: EmbeddingModel.CUSTOM;
+    modelAbsoluteDirPath: fs.PathLike;
+    modelName: string;
+}
+export type InitOptions = InitStandardOptions | InitCustomOptions;
 declare abstract class Embedding {
@@ -42,3 +55,4 @@ abstract listSupportedModels(): ModelInfo[];
     private constructor();
-    static init({ model, executionProviders, maxLength, cacheDir, showDownloadProgress, }?: Partial<InitOptions>): Promise<FlagEmbedding>;
+    static init(options: InitStandardOptions): Promise<FlagEmbedding>;
+    static init(options: InitCustomOptions): Promise<FlagEmbedding>;
     private static loadTokenizer;
@@ -45,0 +59,0 @@ private static downloadFileFromGCS;

lib/esm/fastembed.d.ts.map

@@ -1,1 +0,1 @@
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+{"version":3,"file":"fastembed.d.ts","sourceRoot":"","sources":["../../src/fastembed.ts"],"names":[],"mappings":";AACA,OAAO,EAAgB,MAAM,IAAI,CAAC;AAOlC,oBAAY,iBAAiB;IAC3B,GAAG,QAAQ;IACX,IAAI,SAAS;IACb,KAAK,UAAU;IACf,IAAI,SAAS;IACb,OAAO,YAAY;CACpB;AAED,oBAAY,cAAc;IACxB,aAAa,0BAA0B;IACvC,SAAS,qBAAqB;IAC9B,YAAY,0BAA0B;IACtC,UAAU,sBAAsB;IAChC,aAAa,2BAA2B;IACxC,UAAU,2BAA2B;IACrC,SAAS,+BAA+B;IACxC,MAAM,WAAW;CAClB;AAED,MAAM,WAAW,eAAe;IAC9B,kBAAkB,CAAC,EAAE,iBAAiB,EAAE,CAAC;IACzC,SAAS,CAAC,EAAE,MAAM,CAAC;IACnB,QAAQ,CAAC,EAAE,MAAM,CAAC;IAClB,oBAAoB,CAAC,EAAE,OAAO,CAAC;CAChC;AAED,UAAU,SAAS;IACjB,KAAK,EAAE,cAAc,CAAC;IACtB,GAAG,EAAE,MAAM,CAAC;IACZ,WAAW,EAAE,MAAM,CAAC;CACrB;AAmDD,MAAM,WAAW,mBAAoB,SAAQ,eAAe;IAC1D,KAAK,EAAE,OAAO,CAAC,cAAc,EAAE,cAAc,CAAC,MAAM,CAAC,CAAC;IACtD,oBAAoB,CAAC,EAAE,SAAS,CAAC;IACjC,SAAS,CAAC,EAAE,MAAM,CAAC;CACpB;AAGD,MAAM,WAAW,iBAAkB,SAAQ,eAAe;IACxD,KAAK,EAAE,cAAc,CAAC,MAAM,CAAC;IAC7B,oBAAoB,EAAE,EAAE,CAAC,QAAQ,CAAC;IAClC,SAAS,EAAE,MAAM,CAAC;CACnB;AACD,MAAM,MAAM,WAAW,GAAG,mBAAmB,GAAG,iBAAiB,CAAC;AAClE,uBAAe,SAAS;IACtB,QAAQ,CAAC,mBAAmB,IAAI,SAAS,EAAE;IAE3C,QAAQ,CAAC,KAAK,CACZ,KAAK,EAAE,MAAM,EAAE,EACf,SAAS,CAAC,EAAE,MAAM,GACjB,cAAc,CAAC,MAAM,EAAE,EAAE,EAAE,IAAI,EAAE,OAAO,CAAC;IAE5C,QAAQ,CAAC,YAAY,CACnB,KAAK,EAAE,MAAM,EAAE,EACf,SAAS,EAAE,MAAM,GAChB,cAAc,CAAC,MAAM,EAAE,EAAE,EAAE,IAAI,EAAE,OAAO,CAAC;IAE5C,QAAQ,CAAC,UAAU,CAAC,KAAK,EAAE,MAAM,GAAG,OAAO,CAAC,MAAM,EAAE,CAAC;CACtD;AAED,qBAAa,aAAc,SAAQ,SAAS;IAExC,OAAO,CAAC,SAAS;IACjB,OAAO,CAAC,OAAO;IACf,OAAO,CAAC,KAAK;IAHf,OAAO;WAOM,IAAI,CAAC,OAAO,EAAE,mBAAmB,GAAG,OAAO,CAAC,aAAa,CAAC;WAC1D,IAAI,CAAC,OAAO,EAAE,iBAAiB,GAAG,OAAO,CAAC,aAAa,CAAC;IAmDrE,OAAO,CAAC,MAAM,CAAC,aAAa;mBA6DP,mBAAmB;mBAqEnB,iBAAiB;mBAgBjB,aAAa;IAwB3B,KAAK,CAAC,WAAW,EAAE,MAAM,EAAE,EAAE,SAAS,GAAE,MAAY;IAwF3D,YAAY,CAAC,KAAK,EAAE,MAAM,EAAE,EAAE,SAAS,GAAE,MAAY;IAK/C,UAAU,CAAC,KAAK,EAAE,MAAM,GAAG,OAAO,CAAC,MAAM,EAAE,CAAC;IAIlD,mBAAmB,IAAI,SAAS,EAAE;CAwCnC"}

lib/esm/fastembed.js

@@ -0,8 +1,8 @@
+import { AddedToken, Tokenizer } from "@anush008/tokenizers";
 import fs from "fs";
 import https from "https";
+import * as ort from "onnxruntime-node";
 import path from "path";
 import Progress from "progress";
 import tar from "tar";
-import { AddedToken, Tokenizer } from "@anush008/tokenizers";
-import * as ort from "onnxruntime-node";
 export var ExecutionProvider;
@@ -25,2 +25,3 @@ (function (ExecutionProvider) {
     EmbeddingModel["MLE5Large"] = "fast-multilingual-e5-large";
+    EmbeddingModel["CUSTOM"] = "custom";
 })(EmbeddingModel || (EmbeddingModel = {}));
@@ -40,25 +41,2 @@ function normalize(v) {
 }
-// Remove attention pooling
-// Ref: https://github.com/qdrant/fastembed/commit/a335c8898f11042fdb311fce2dab3acf50c23011
-// function create3DArray(
-//   inputArray: number[],
-//   dimensions: number[]
-// ): number[][][] {
-//   const totalElements = dimensions.reduce((acc, val) => acc * val, 1);
-//   if (inputArray.length !== totalElements) {
-//     throw new Error(
-//       "Input array length does not match the specified dimensions."
-//     );
-//   }
-//   const resultArray = Array.from({ length: dimensions[0] }, (_, i) =>
-//     Array.from({ length: dimensions[1] }, (_, j) =>
-//       Array.from(
-//         { length: dimensions[2] },
-//         (_, k) =>
-//           inputArray[i * dimensions[1] * dimensions[2] + j * dimensions[2] + k]
-//       )
-//     )
-//   );
-//   return resultArray;
-// }
 class Embedding {
@@ -73,9 +51,20 @@ }
     }
-    static async init({ model = EmbeddingModel.BGESmallENV15, executionProviders = [ExecutionProvider.CPU], maxLength = 512, cacheDir = "local_cache", showDownloadProgress = true, } = {}) {
-        const modelDir = await FlagEmbedding.retrieveModel(model, cacheDir, showDownloadProgress);
+    static async init({ model = EmbeddingModel.BGESmallENV15, executionProviders = [ExecutionProvider.CPU], maxLength = 512, cacheDir = "local_cache", showDownloadProgress = true, modelAbsoluteDirPath = "", modelName = "", } = {}) {
+        if (model === EmbeddingModel.CUSTOM) {
+            if (!modelAbsoluteDirPath) {
+                throw new Error("For custom model, modelAbsoluteDirPath is required in FlagEmbedding.init");
+            }
+            if (!modelName) {
+                throw new Error("For custom model, modelName is required in FlagEmbedding.init");
+            }
+        }
+        const modelDir = model === EmbeddingModel.CUSTOM
+            ? modelAbsoluteDirPath
+            : await FlagEmbedding.retrieveModel(model, cacheDir, showDownloadProgress);
         const tokenizer = this.loadTokenizer(modelDir, maxLength);
-        const modelPath = path.join(modelDir.toString(), model === EmbeddingModel.MLE5Large ||
+        const defaultModelName = model === EmbeddingModel.MLE5Large ||
             model === EmbeddingModel.AllMiniLML6V2
             ? "model.onnx"
-            : "model_optimized.onnx");
+            : "model_optimized.onnx";
+        const modelPath = path.join(modelDir.toString(), modelName || defaultModelName);
         if (!fs.existsSync(modelPath)) {
@@ -82,0 +71,0 @@ throw new Error(`Model file not found at ${modelPath}`);

lib/esm/fastembed.js.map

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package.json

 {
   "name": "fastembed",
-  "version": "1.14.4",
+  "version": "2.0.0",
   "description": "NodeJS implementation of @Qdrant/fastembed",
@@ -5,0 +5,0 @@ "keywords": [

New alerts

Filesystem access

Supply chain risk

Accesses the file system, and could potentially read sensitive data.

Fixed alerts

Filesystem access

Supply chain risk

Accesses the file system, and could potentially read sensitive data.

Improved metrics

Total package byte prevSize

66319

2.35%

Lines of code

778

0.78%

Worsened metrics

Number of low supply chain risk alerts

6

50%

No dependency changes