FEAT Bedrock cohere embedding support (#13366)

- **Description:** adding cohere embedding support to bedrock embedding
class
  - **Issue:** N/A
  - **Dependencies:** None
  - **Tag maintainer:** @3coins 
  - **Twitter handle:** celmore25

---------

Co-authored-by: Erick Friis <erick@langchain.dev>

libs/langchain/langchain/embeddings/bedrock.py

@@ -112,19 +112,35 @@ class BedrockEmbeddings(BaseModel, Embeddings):
         """Call out to Bedrock embedding endpoint."""
         # replace newlines, which can negatively affect performance.
         text = text.replace(os.linesep, " ")
-        _model_kwargs = self.model_kwargs or {}
 
-        input_body = {**_model_kwargs, "inputText": text}
+        # format input body for provider
+        provider = self.model_id.split(".")[0]
+        _model_kwargs = self.model_kwargs or {}
+        input_body = {**_model_kwargs}
+        if provider == "cohere":
+            if "input_type" not in input_body.keys():
+                input_body["input_type"] = "search_document"
+            input_body["texts"] = [text]
+        else:
+            # includes common provider == "amazon"
+            input_body["inputText"] = text
         body = json.dumps(input_body)
 
         try:
+            # invoke bedrock API
             response = self.client.invoke_model(
                 body=body,
                 modelId=self.model_id,
                 accept="application/json",
                 contentType="application/json",
             )
+
+            # format output based on provider
             response_body = json.loads(response.get("body").read())
+            if provider == "cohere":
+                return response_body.get("embeddings")[0]
+            else:
+                # includes common provider == "amazon"
                 return response_body.get("embedding")
         except Exception as e:
             raise ValueError(f"Error raised by inference endpoint: {e}")