command
model is good for most basic use-cases.command-light
model is good for smaller tasks and faster inference.command-r7b-12-2024
model is good with RAG tasks, complex reasoning and multi-step tasks.
Authentication
Set yourCO_API_KEY
environment variable. Get your key from here.
Example
UseCohere
with your Agent
:
View more examples here.
Params
Parameter | Type | Default | Description |
---|---|---|---|
id | str | "command-r-plus" | The specific model ID used for generating responses. |
name | str | "cohere" | The name identifier for the agent. |
provider | str | "Cohere" | The provider of the model. |
temperature | Optional[float] | None | The sampling temperature to use, between 0 and 2. Higher values like 0.8 make the output more random, while lower values like 0.2 make it more focused and deterministic. |
max_tokens | Optional[int] | None | The maximum number of tokens to generate in the response. |
top_k | Optional[int] | None | The number of highest probability vocabulary tokens to keep for top-k-filtering. |
top_p | Optional[float] | None | Nucleus sampling parameter. The model considers the results of the tokens with top_p probability mass. |
frequency_penalty | Optional[float] | None | Number between -2.0 and 2.0. Positive values penalize new tokens based on their existing frequency in the text so far, decreasing the model’s likelihood to repeat the same line verbatim. |
presence_penalty | Optional[float] | None | Number between -2.0 and 2.0. Positive values penalize new tokens based on whether they appear in the text so far, increasing the model’s likelihood to talk about new topics. |
seed | Optional[int] | None | Random seed for deterministic text generation. |
logprobs | Optional[bool] | None | Whether to return log probabilities of the output tokens. |
request_params | Optional[Dict[str, Any]] | None | Additional parameters to include in the request. |
strict_tools | bool | False | Whether to use strict mode for tools (enforce strict parameter requirements). |
add_chat_history | bool | False | Whether to add chat history to the Cohere messages instead of using the conversation_id. |
api_key | Optional[str] | None | The API key for authenticating requests to the Cohere service. |
client_params | Optional[Dict[str, Any]] | None | Additional parameters for client configuration. |
client | Optional[CohereClient] | None | A pre-configured instance of the Cohere client. |
async_client | Optional[CohereAsyncClient] | None | A pre-configured instance of the async Cohere client. |
Cohere
is a subclass of the Model class and has access to the same params.