//! Cohere v2 Chat backend. //! //! Endpoint: `https://api.cohere.com/v2/chat`. //! //! Request shape: //! ```json //! { //! "model": "command-r-plus", //! "messages": [{"role": "user", "content": "..."}], //! "stream": false //! } //! ``` //! //! Response shape uses `message.content[].text` instead of OpenAI's //! `choices[].message.content`, and reports tokens via //! `usage.tokens.{input_tokens,output_tokens}`. use async_trait::async_trait; use eoc_core::{JouleCost, JouleSource, Query, Response, Stage}; use eoc_neural::NeuralBackend; use reqwest::header::{HeaderMap, CONTENT_TYPE}; use serde::Deserialize; use tracing::{field, warn}; use crate::auth::Auth; use crate::config::VendorConfig; use crate::error::{VendorError, VendorResult}; /// Default Cohere chat endpoint. pub const DEFAULT_ENDPOINT: &str = "https://api.cohere.com/v2/chat"; /// Cohere v2 chat backend. pub struct CohereBackend { client: reqwest::Client, auth: Auth, model: String, config: VendorConfig, } impl CohereBackend { /// Construct with API key + model (e.g. `command-r-plus`). pub fn new(api_key: impl Into, model: impl Into) -> Self { Self { client: reqwest::Client::new(), auth: Auth::Bearer(api_key.into()), model: model.into(), config: VendorConfig::new(), } } /// Override the [`VendorConfig`]. pub fn with_config(mut self, config: VendorConfig) -> Self { self.config = config; self } fn endpoint(&self) -> &str { self.config .endpoint .as_deref() .unwrap_or(DEFAULT_ENDPOINT) } /// Build the Cohere request body (public for snapshot testing). pub fn build_request_body(&self, q: &Query) -> serde_json::Value { serde_json::json!({ "model": self.model, "messages": [{ "role": "user", "content": q.prompt, }], "stream": false, }) } async fn try_infer(&self, q: &Query) -> VendorResult { tracing::debug!( target: "cohere.infer", model = %self.model, api_key = field::Empty, "dispatching cohere inference" ); let policy = self.config.retry_policy; let mut attempt: u32 = 0; loop { let outcome = self.single_call(q).await; match outcome { Ok((text, in_tok, out_tok)) => { let cost = self.config.joule_estimator.estimate(in_tok, out_tok, &self.model); return Ok(Response::new(q.id, text, Stage::Neural, cost)); } Err(e) if is_retryable(&e) && attempt < policy.max_retries => { warn!(attempt, error = %e, "retryable cohere error; backing off"); tokio::time::sleep(policy.backoff_for(attempt)).await; attempt += 1; continue; } Err(e) => return Err(e), } } } async fn single_call(&self, q: &Query) -> VendorResult<(String, u32, u32)> { let mut headers = HeaderMap::new(); headers.insert(CONTENT_TYPE, "application/json".parse().expect("static")); self.auth.apply(&mut headers)?; let body = self.build_request_body(q); let resp = self .client .post(self.endpoint()) .timeout(self.config.timeout) .headers(headers) .json(&body) .send() .await?; let status = resp.status(); if !status.is_success() { return Err(classify_error(status, resp).await); } let payload: CohereResponse = resp.json().await?; let text = payload .message .map(|m| { m.content .into_iter() .map(|b| b.text) .collect::>() .join("") }) .unwrap_or_default(); let in_tok = payload .usage .as_ref() .and_then(|u| u.tokens.as_ref()) .map(|t| t.input_tokens) .unwrap_or_else(|| estimate_tokens(&q.prompt)); let out_tok = payload .usage .as_ref() .and_then(|u| u.tokens.as_ref()) .map(|t| t.output_tokens) .unwrap_or_else(|| estimate_tokens(&text)); Ok((text, in_tok, out_tok)) } } #[async_trait] impl NeuralBackend for CohereBackend { async fn infer(&self, q: &Query) -> Response { match self.try_infer(q).await { Ok(r) => r, Err(e) => Response::new( q.id, format!("[cohere-error: {e}]"), Stage::Neural, JouleCost { microjoules: 0, source: JouleSource::Estimated }, ), } } } #[derive(Deserialize)] struct CohereResponse { message: Option, usage: Option, } #[derive(Deserialize)] struct CohereMessage { #[serde(default)] content: Vec, } #[derive(Deserialize)] struct CohereTextBlock { #[serde(default)] text: String, } #[derive(Deserialize)] struct CohereUsage { tokens: Option, } #[derive(Deserialize)] struct CohereTokens { #[serde(default)] input_tokens: u32, #[serde(default)] output_tokens: u32, } async fn classify_error(status: reqwest::StatusCode, resp: reqwest::Response) -> VendorError { let retry_after = resp .headers() .get(reqwest::header::RETRY_AFTER) .and_then(|v| v.to_str().ok()) .and_then(|s| s.parse::().ok()); let body = resp .text() .await .unwrap_or_default() .chars() .take(512) .collect::(); match status.as_u16() { 429 => VendorError::RateLimited { retry_after_secs: retry_after }, 401 | 403 => VendorError::InvalidApiKey, 404 => VendorError::ModelNotFound(body), s => VendorError::Unexpected { status: s, body }, } } fn is_retryable(e: &VendorError) -> bool { match e { VendorError::RateLimited { .. } | VendorError::Timeout | VendorError::NetworkError(_) => true, VendorError::Unexpected { status, .. } => (500..=599).contains(status), _ => false, } } fn estimate_tokens(s: &str) -> u32 { ((s.chars().count() as f64) / 4.0).ceil().max(1.0) as u32 }