feat(memory): pinecone generate embeddings working

blocks/blocks/pinecone.ts

@@ -31,6 +31,7 @@ export const PineconeBlock: BlockConfig<PineconeResponse> = {
       type: 'short-input',
       layout: 'full',
       placeholder: 'gcp-starter',
+      condition: { field: 'operation', value: 'upsert_text' },
     },
     {
       id: 'indexName',
@@ -38,6 +39,7 @@ export const PineconeBlock: BlockConfig<PineconeResponse> = {
       type: 'short-input',
       layout: 'full',
       placeholder: 'my-index',
+      condition: { field: 'operation', value: 'upsert_text' },
     },
     // Generate embeddings fields
     {
@@ -46,8 +48,9 @@ export const PineconeBlock: BlockConfig<PineconeResponse> = {
       type: 'dropdown',
       layout: 'full',
       options: [
-        { label: 'text-embedding-3-small', id: 'text-embedding-3-small' },
-        { label: 'text-embedding-3-large', id: 'text-embedding-3-large' },
+        { label: 'multilingual-e5-large', id: 'multilingual-e5-large' },
+        { label: 'llama-text-embed-v2', id: 'llama-text-embed-v2' },
+        { label: 'pinecone-sparse-english-v0', id: 'pinecone-sparse-english-v0' },
       ],
       condition: { field: 'operation', value: 'generate' },
     },
@@ -152,12 +155,13 @@ export const PineconeBlock: BlockConfig<PineconeResponse> = {
   inputs: {
     operation: { type: 'string', required: true },
     apiKey: { type: 'string', required: true },
-    environment: { type: 'string', required: true },
-    indexName: { type: 'string', required: true },
+    environment: { type: 'string', required: false },
+    indexName: { type: 'string', required: false },
     namespace: { type: 'string', required: false },
     // Generate embeddings inputs
     model: { type: 'string', required: false },
     inputs: { type: 'json', required: false },
+    parameters: { type: 'json', required: false },
     // Upsert text inputs
     records: { type: 'json', required: false },
     // Search text inputs
@@ -175,7 +179,9 @@ export const PineconeBlock: BlockConfig<PineconeResponse> = {
       type: {
         matches: 'any',
         upsertedCount: 'any',
-        embeddings: 'any',
+        data: 'any',
+        model: 'any',
+        vector_type: 'any',
         usage: 'any',
       },
     },

tools/pinecone/generate.ts

@@ -12,8 +12,6 @@ export const generateEmbeddingsTool: ToolConfig<
 
   params: {
     apiKey: { type: 'string', required: true, description: 'Pinecone API key' },
-    environment: { type: 'string', required: true, description: 'Pinecone environment' },
-    indexName: { type: 'string', required: true, description: 'Name of the Pinecone index' },
     model: {
       type: 'string',
       required: true,
@@ -24,7 +22,6 @@ export const generateEmbeddingsTool: ToolConfig<
       required: true,
       description: 'Array of text inputs to generate embeddings for',
     },
-    parameters: { type: 'object', required: false, description: 'Additional model parameters' },
   },
 
   request: {
@@ -38,7 +35,7 @@ export const generateEmbeddingsTool: ToolConfig<
     body: (params) => ({
       model: params.model,
       inputs: params.inputs,
-      parameters: {
+      parameters: params.parameters || {
         input_type: 'passage',
         truncate: 'END',
       },
@@ -50,7 +47,9 @@ export const generateEmbeddingsTool: ToolConfig<
     return {
       success: true,
       output: {
-        embeddings: data.embeddings,
+        data: data.data,
+        model: data.model,
+        vector_type: data.vector_type,
         usage: data.usage,
       },
     }

tools/pinecone/types.ts

@@ -20,19 +20,27 @@ export interface PineconeResponse extends ToolResponse {
     matches?: PineconeMatchResponse[]
     upsertedCount?: number
     deletedCount?: number
-    embeddings?: number[][]
+    data?: Array<{
+      values: number[]
+      vector_type: 'dense' | 'sparse'
+    }>
+    model?: string
+    vector_type?: 'dense' | 'sparse'
     usage?: {
-      prompt_tokens: number
       total_tokens: number
     }
   }
 }
 
 // Generate Embeddings
-export interface PineconeGenerateEmbeddingsParams extends PineconeBaseParams {
+export interface PineconeGenerateEmbeddingsParams {
+  apiKey: string
   model: string
   inputs: { text: string }[]
-  parameters?: Record<string, any>
+  parameters?: {
+    input_type?: 'passage'
+    truncate?: 'END'
+  }
 }
 
 // Upsert Text