Brace/bump cohere

docs/core_docs/docs/integrations/text_embedding/cohere.mdx

@@ -6,11 +6,7 @@ The `CohereEmbeddings` class uses the Cohere API to generate embeddings for a gi
 npm install cohere-ai
 ```
 
-```typescript
-import { CohereEmbeddings } from "langchain/embeddings/cohere";
+import CodeBlock from "@theme/CodeBlock";
+import BasicExample from "@examples/embeddings/cohere.ts";
 
-const embeddings = new CohereEmbeddings({
-  apiKey: "YOUR-API-KEY", // In Node.js defaults to process.env.COHERE_API_KEY
-  batchSize: 48, // Default value if omitted is 48. Max value is 96
-});
-```
+<CodeBlock language="typescript">{BasicExample}</CodeBlock>

examples/src/embeddings/cohere.ts

@@ -1,9 +1,36 @@
 import { CohereEmbeddings } from "langchain/embeddings/cohere";
 
-export const run = async () => {
-  const model = new CohereEmbeddings();
-  const res = await model.embedQuery(
-    "What would be a good company name a company that makes colorful socks?"
-  );
-  console.log({ res });
-};
+const cohere = new CohereEmbeddings({
+  apiKey: "YOUR-API-KEY", // In Node.js defaults to process.env.COHERE_API_KEY
+  batchSize: 48, // Default value if omitted is 48. Max value is 96
+  modelName: "embed-english-v3.0", // Default value if omitted is "small".
+  inputType: "classification", // Optional parameter unless using a v3 model.
+});
+
+const texts = [
+  "I love Cohere!",
+  "I hate Cohere!",
+  "I feel neutral about Cohere.",
+];
+
+const embeddings = await cohere.embedDocuments(texts);
+console.log(embeddings);
+/**
+ * [
+  [
+     -0.007194519,  -0.009376526,    -0.10015869,   -0.06750488,
+     -0.011001587,  -0.034454346,   -0.074523926,    0.03756714,
+    ... 943 more items
+  ],
+  [
+     -0.009613037, -0.022705078,   -0.07318115,  -0.02255249,  -0.019729614,
+      0.009689331,  -0.024749756,   -0.06665039,  -0.02128601,  -0.010520935,
+    ... 943 more items
+  ],
+  [
+      0.009689331,  -0.024749756,   -0.06665039,  -0.02128601,  -0.010520935,
+     -0.007194519,  -0.009376526,    -0.10015869,   -0.06750488, -0.02128601,
+    ... 943 more items
+  ]
+]
+ */

langchain/package.json

@@ -902,7 +902,7 @@
     "closevector-common": "0.1.0-alpha.1",
     "closevector-node": "0.1.0-alpha.10",
     "closevector-web": "0.1.0-alpha.15",
-    "cohere-ai": ">=6.0.0",
+    "cohere-ai": "^7.2.0",
     "convex": "^1.3.1",
     "d3-dsv": "^2.0.0",
     "dotenv": "^16.0.3",
@@ -1019,7 +1019,7 @@
     "closevector-common": "0.1.0-alpha.1",
     "closevector-node": "0.1.0-alpha.10",
     "closevector-web": "0.1.0-alpha.16",
-    "cohere-ai": ">=6.0.0",
+    "cohere-ai": "^7.2.0",
     "convex": "^1.3.1",
     "d3-dsv": "^2.0.0",
     "epub2": "^3.0.1",

langchain/src/embeddings/cohere.ts

@@ -14,6 +14,18 @@ export interface CohereEmbeddingsParams extends EmbeddingsParams {
    * limited by the Cohere API to a maximum of 96.
    */
   batchSize?: number;
+
+  /**
+   * Specifies the type of input you're giving to the model.
+   * Not required for older versions of the embedding models (i.e. anything lower than v3),
+   * but is required for more recent versions (i.e. anything bigger than v2).
+   *
+   * * `search_document` - Use this when you encode documents for embeddings that you store in a vector database for search use-cases.
+   * * `search_query` - Use this when you query your vector DB to find relevant documents.
+   * * `classification` - Use this when you use the embeddings as an input to a text classifier.
+   * * `clustering` - Use this when you want to cluster the embeddings.
+   */
+  inputType?: string;
 }
 
 /**
@@ -27,9 +39,11 @@ export class CohereEmbeddings
 
   batchSize = 48;
 
+  inputType: string | undefined;
+
   private apiKey: string;
 
-  private client: typeof import("cohere-ai");
+  private client: import("cohere-ai").CohereClient;
 
   /**
    * Constructor for the CohereEmbeddings class.
@@ -54,6 +68,7 @@ export class CohereEmbeddings
 
     this.modelName = fieldsWithDefaults?.modelName ?? this.modelName;
     this.batchSize = fieldsWithDefaults?.batchSize ?? this.batchSize;
+    this.inputType = fieldsWithDefaults?.inputType;
     this.apiKey = apiKey;
   }
 
@@ -71,6 +86,7 @@ export class CohereEmbeddings
       this.embeddingWithRetry({
         model: this.modelName,
         texts: batch,
+        inputType: this.inputType,
       })
     );
 
@@ -80,9 +96,9 @@ export class CohereEmbeddings
 
     for (let i = 0; i < batchResponses.length; i += 1) {
       const batch = batches[i];
-      const { body: batchResponse } = batchResponses[i];
+      const { embeddings: batchResponse } = batchResponses[i];
       for (let j = 0; j < batch.length; j += 1) {
-        embeddings.push(batchResponse.embeddings[j]);
+        embeddings.push(batchResponse[j]);
       }
     }
 
@@ -97,11 +113,11 @@ export class CohereEmbeddings
   async embedQuery(text: string): Promise<number[]> {
     await this.maybeInitClient();
 
-    const { body } = await this.embeddingWithRetry({
+    const { embeddings } = await this.embeddingWithRetry({
       model: this.modelName,
       texts: [text],
     });
-    return body.embeddings[0];
+    return embeddings[0];
   }
 
   /**
@@ -122,20 +138,21 @@ export class CohereEmbeddings
    */
   private async maybeInitClient() {
     if (!this.client) {
-      const { cohere } = await CohereEmbeddings.imports();
+      const { CohereClient } = await CohereEmbeddings.imports();
 
-      this.client = cohere;
-      this.client.init(this.apiKey);
+      this.client = new CohereClient({
+        token: this.apiKey,
+      });
     }
   }
 
   /** @ignore */
   static async imports(): Promise<{
-    cohere: typeof import("cohere-ai");
+    CohereClient: typeof import("cohere-ai").CohereClient;
   }> {
     try {
-      const { default: cohere } = await import("cohere-ai");
-      return { cohere };
+      const { CohereClient } = await import("cohere-ai");
+      return { CohereClient };
     } catch (e) {
       throw new Error(
         "Please install cohere-ai as a dependency with, e.g. `yarn add cohere-ai`"

langchain/src/llms/cohere.ts

@@ -76,9 +76,11 @@ export class Cohere extends LLM implements CohereInput {
     prompt: string,
     options: this["ParsedCallOptions"]
   ): Promise<string> {
-    const { cohere } = await Cohere.imports();
+    const { CohereClient } = await Cohere.imports();
 
-    cohere.init(this.apiKey);
+    const cohere = new CohereClient({
+      token: this.apiKey,
+    });
 
     // Hit the `generate` endpoint on the `large` model
     const generateResponse = await this.caller.callWithOptions(
@@ -87,13 +89,13 @@ export class Cohere extends LLM implements CohereInput {
       {
         prompt,
         model: this.model,
-        max_tokens: this.maxTokens,
+        maxTokens: this.maxTokens,
         temperature: this.temperature,
-        end_sequences: options.stop,
+        endSequences: options.stop,
       }
     );
     try {
-      return generateResponse.body.generations[0].text;
+      return generateResponse.generations[0].text;
     } catch {
       console.log(generateResponse);
       throw new Error("Could not parse response.");
@@ -102,11 +104,11 @@ export class Cohere extends LLM implements CohereInput {
 
   /** @ignore */
   static async imports(): Promise<{
-    cohere: typeof import("cohere-ai");
+    CohereClient: typeof import("cohere-ai").CohereClient;
   }> {
     try {
-      const { default: cohere } = await import("cohere-ai");
-      return { cohere };
+      const { CohereClient } = await import("cohere-ai");
+      return { CohereClient };
     } catch (e) {
       throw new Error(
         "Please install cohere-ai as a dependency with, e.g. `yarn add cohere-ai`"

yarn.lock

@@ -11580,6 +11580,13 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@types/qs@npm:6.9.8":
+  version: 6.9.8
+  resolution: "@types/qs@npm:6.9.8"
+  checksum: c28e07d00d07970e5134c6eed184a0189b8a4649e28fdf36d9117fe671c067a44820890de6bdecef18217647a95e9c6aebdaaae69f5fe4b0bec9345db885f77e
+  languageName: node
+  linkType: hard
+
 "@types/range-parser@npm:*":
   version: 1.2.4
   resolution: "@types/range-parser@npm:1.2.4"
@@ -11804,6 +11811,13 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@types/url-join@npm:4.0.1":
+  version: 4.0.1
+  resolution: "@types/url-join@npm:4.0.1"
+  checksum: 29444b90e165b3970c8ad3fcef1e2de092e72b67e1f3aaff3016eea1697f98a01a28fb4f71f8044e3338a95bd2262327e9299be416efe5297018658760a331b4
+  languageName: node
+  linkType: hard
+
 "@types/uuid@npm:^9":
   version: 9.0.1
   resolution: "@types/uuid@npm:9.0.1"
@@ -13265,6 +13279,16 @@ __metadata:
   languageName: node
   linkType: hard
 
+"axios@npm:0.27.2":
+  version: 0.27.2
+  resolution: "axios@npm:0.27.2"
+  dependencies:
+    follow-redirects: ^1.14.9
+    form-data: ^4.0.0
+  checksum: 38cb7540465fe8c4102850c4368053c21683af85c5fdf0ea619f9628abbcb59415d1e22ebc8a6390d2bbc9b58a9806c874f139767389c862ec9b772235f06854
+  languageName: node
+  linkType: hard
+
 "axios@npm:^0.21.1":
   version: 0.21.4
   resolution: "axios@npm:0.21.4"
@@ -14680,10 +14704,17 @@ __metadata:
   languageName: node
   linkType: hard
 
-"cohere-ai@npm:>=6.0.0":
-  version: 6.2.2
-  resolution: "cohere-ai@npm:6.2.2"
-  checksum: 5a7ea2bb6f2a6b83de7ec90612a38f0b215bfc199b5fe749842c6e771a1b183681a3a0e351d75c22eb6d929ea45cf03b1cdf4ed3a907c401186e73c392749310
+"cohere-ai@npm:^7.2.0":
+  version: 7.2.0
+  resolution: "cohere-ai@npm:7.2.0"
+  dependencies:
+    "@types/qs": 6.9.8
+    "@types/url-join": 4.0.1
+    axios: 0.27.2
+    js-base64: 3.7.2
+    qs: 6.11.2
+    url-join: 4.0.1
+  checksum: 4ea91185bacb343d0d7cb22d2c256075ea57c878f3b9398dbf2d5ccc4149a8cec1c8074373147ea8608469fba885439bca967d31dd068df0b3ddba12fd74bc7d
   languageName: node
   linkType: hard
 
@@ -18334,7 +18365,7 @@ __metadata:
   languageName: node
   linkType: hard
 
-"follow-redirects@npm:^1.0.0, follow-redirects@npm:^1.14.7":
+"follow-redirects@npm:^1.0.0, follow-redirects@npm:^1.14.7, follow-redirects@npm:^1.14.9":
   version: 1.15.3
   resolution: "follow-redirects@npm:1.15.3"
   peerDependenciesMeta:
@@ -21706,6 +21737,13 @@ __metadata:
   languageName: node
   linkType: hard
 
+"js-base64@npm:3.7.2":
+  version: 3.7.2
+  resolution: "js-base64@npm:3.7.2"
+  checksum: 573f28e9a27c3df60096d4d3f551bcb4fcb6d49161cf83396e9bad9b76f94736a70bb70b8808fe834dff2a388f76604ba09d6e153bbf181646e407720139fa5b
+  languageName: node
+  linkType: hard
+
 "js-sdsl@npm:^4.1.4":
   version: 4.3.0
   resolution: "js-sdsl@npm:4.3.0"
@@ -22229,7 +22267,7 @@ __metadata:
     closevector-common: 0.1.0-alpha.1
     closevector-node: 0.1.0-alpha.10
     closevector-web: 0.1.0-alpha.15
-    cohere-ai: ">=6.0.0"
+    cohere-ai: ^7.2.0
     convex: ^1.3.1
     d3-dsv: ^2.0.0
     decamelize: ^1.2.0
@@ -22362,7 +22400,7 @@ __metadata:
     closevector-common: 0.1.0-alpha.1
     closevector-node: 0.1.0-alpha.10
     closevector-web: 0.1.0-alpha.16
-    cohere-ai: ">=6.0.0"
+    cohere-ai: ^7.2.0
     convex: ^1.3.1
     d3-dsv: ^2.0.0
     epub2: ^3.0.1
@@ -26856,7 +26894,7 @@ __metadata:
   languageName: node
   linkType: hard
 
-"qs@npm:^6.7.0":
+"qs@npm:6.11.2, qs@npm:^6.7.0":
   version: 6.11.2
   resolution: "qs@npm:6.11.2"
   dependencies:
@@ -30856,20 +30894,20 @@ __metadata:
   languageName: node
   linkType: hard
 
+"url-join@npm:4.0.1, url-join@npm:^4.0.1":
+  version: 4.0.1
+  resolution: "url-join@npm:4.0.1"
+  checksum: f74e868bf25dbc8be6a8d7237d4c36bb5b6c62c72e594d5ab1347fe91d6af7ccd9eb5d621e30152e4da45c2e9a26bec21390e911ab54a62d4d82e76028374ee5
+  languageName: node
+  linkType: hard
+
 "url-join@npm:5.0.0":
   version: 5.0.0
   resolution: "url-join@npm:5.0.0"
   checksum: 5921384a8ad4395b49ce4b50aa26efbc429cebe0bc8b3660ad693dd12fd859747b5369be0443e60e53a7850b2bc9d7d0687bcb94386662b40e743596bbf38101
   languageName: node
   linkType: hard
 
-"url-join@npm:^4.0.1":
-  version: 4.0.1
-  resolution: "url-join@npm:4.0.1"
-  checksum: f74e868bf25dbc8be6a8d7237d4c36bb5b6c62c72e594d5ab1347fe91d6af7ccd9eb5d621e30152e4da45c2e9a26bec21390e911ab54a62d4d82e76028374ee5
-  languageName: node
-  linkType: hard
-
 "url-loader@npm:^4.1.1":
   version: 4.1.1
   resolution: "url-loader@npm:4.1.1"