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|
use super::access_token::*;
use super::rag_dedicated::*;
use super::*;
use anyhow::{anyhow, bail, Context, Result};
use async_trait::async_trait;
use reqwest::{Client as ReqwestClient, RequestBuilder};
use serde::Deserialize;
use serde_json::{json, Value};
use std::env;
const API_BASE: &str = "https://aip.baidubce.com/rpc/2.0/ai_custom/v1";
const ACCESS_TOKEN_URL: &str = "https://aip.baidubce.com/oauth/2.0/token";
#[derive(Debug, Clone, Deserialize, Default)]
pub struct ErnieConfig {
pub name: Option<String>,
pub api_key: Option<String>,
pub secret_key: Option<String>,
#[serde(default)]
pub models: Vec<ModelData>,
pub patches: Option<ModelPatches>,
pub extra: Option<ExtraConfig>,
}
impl ErnieClient {
pub const PROMPTS: [PromptAction<'static>; 2] = [
("api_key", "API Key:", true, PromptKind::String),
("secret_key", "Secret Key:", true, PromptKind::String),
];
fn chat_completions_builder(
&self,
client: &ReqwestClient,
data: ChatCompletionsData,
) -> Result<RequestBuilder> {
let access_token = get_access_token(self.name())?;
let mut body = build_chat_completions_body(data, &self.model);
self.patch_chat_completions_body(&mut body);
let url = format!(
"{API_BASE}/wenxinworkshop/chat/{}?access_token={access_token}",
&self.model.name(),
);
debug!("Ernie Chat Completions Request: {url} {body}");
let builder = client.post(url).json(&body);
Ok(builder)
}
fn embeddings_builder(
&self,
client: &ReqwestClient,
data: EmbeddingsData,
) -> Result<RequestBuilder> {
let access_token = get_access_token(self.name())?;
let body = json!({
"input": data.texts,
});
let url = format!(
"{API_BASE}/wenxinworkshop/embeddings/{}?access_token={access_token}",
&self.model.name(),
);
debug!("Ernie Embeddings Request: {url} {body}");
let builder = client.post(url).json(&body);
Ok(builder)
}
fn rerank_builder(&self, client: &ReqwestClient, data: RerankData) -> Result<RequestBuilder> {
let access_token = get_access_token(self.name())?;
let RerankData {
query,
documents,
top_n,
} = data;
let body = json!({
"query": query,
"documents": documents,
"top_n": top_n
});
let url = format!(
"{API_BASE}/wenxinworkshop/reranker/{}?access_token={access_token}",
&self.model.name(),
);
debug!("Ernie Rerank Request: {url} {body}");
let builder = client.post(url).json(&body);
Ok(builder)
}
async fn prepare_access_token(&self) -> Result<()> {
let client_name = self.name();
if !is_valid_access_token(client_name) {
let env_prefix = Self::name(&self.config).to_ascii_uppercase();
let api_key = self.config.api_key.clone();
let api_key = api_key
.or_else(|| env::var(format!("{env_prefix}_API_KEY")).ok())
.ok_or_else(|| anyhow!("Miss api_key"))?;
let secret_key = self.config.secret_key.clone();
let secret_key = secret_key
.or_else(|| env::var(format!("{env_prefix}_SECRET_KEY")).ok())
.ok_or_else(|| anyhow!("Miss secret_key"))?;
let client = self.build_client()?;
let token = fetch_access_token(&client, &api_key, &secret_key)
.await
.with_context(|| "Failed to fetch access token")?;
set_access_token(client_name, token, 86400);
}
Ok(())
}
}
#[async_trait]
impl Client for ErnieClient {
client_common_fns!();
async fn chat_completions_inner(
&self,
client: &ReqwestClient,
data: ChatCompletionsData,
) -> Result<ChatCompletionsOutput> {
self.prepare_access_token().await?;
let builder = self.chat_completions_builder(client, data)?;
chat_completions(builder).await
}
async fn chat_completions_streaming_inner(
&self,
client: &ReqwestClient,
handler: &mut SseHandler,
data: ChatCompletionsData,
) -> Result<()> {
self.prepare_access_token().await?;
let builder = self.chat_completions_builder(client, data)?;
chat_completions_streaming(builder, handler).await
}
async fn embeddings_inner(
&self,
client: &ReqwestClient,
data: EmbeddingsData,
) -> Result<EmbeddingsOutput> {
self.prepare_access_token().await?;
let builder = self.embeddings_builder(client, data)?;
embeddings(builder).await
}
async fn rerank_inner(&self, client: &ReqwestClient, data: RerankData) -> Result<RerankOutput> {
let builder = self.rerank_builder(client, data)?;
rerank(builder).await
}
}
async fn chat_completions(builder: RequestBuilder) -> Result<ChatCompletionsOutput> {
let data: Value = builder.send().await?.json().await?;
maybe_catch_error(&data)?;
debug!("non-stream-data: {data}");
extract_chat_completions_text(&data)
}
async fn chat_completions_streaming(
builder: RequestBuilder,
handler: &mut SseHandler,
) -> Result<()> {
let handle = |message: SseMmessage| -> Result<bool> {
let data: Value = serde_json::from_str(&message.data)?;
debug!("stream-data: {data}");
if let Some(function) = data["function_call"].as_object() {
if let (Some(name), Some(arguments)) = (
function.get("name").and_then(|v| v.as_str()),
function.get("arguments").and_then(|v| v.as_str()),
) {
let arguments: Value = arguments.parse().with_context(|| {
format!("Tool call '{name}' is invalid: arguments must be in valid JSON format")
})?;
handler.tool_call(ToolCall::new(name.to_string(), arguments, None))?;
}
} else if let Some(text) = data["result"].as_str() {
handler.text(text)?;
}
Ok(false)
};
sse_stream(builder, handle).await
}
async fn embeddings(builder: RequestBuilder) -> Result<EmbeddingsOutput> {
let data: Value = builder.send().await?.json().await?;
maybe_catch_error(&data)?;
let res_body: EmbeddingsResBody =
serde_json::from_value(data).context("Invalid embeddings data")?;
let output = res_body.data.into_iter().map(|v| v.embedding).collect();
Ok(output)
}
#[derive(Deserialize)]
struct EmbeddingsResBody {
data: Vec<EmbeddingsResBodyEmbedding>,
}
#[derive(Deserialize)]
struct EmbeddingsResBodyEmbedding {
embedding: Vec<f32>,
}
async fn rerank(builder: RequestBuilder) -> Result<RerankOutput> {
let data: Value = builder.send().await?.json().await?;
maybe_catch_error(&data)?;
let res_body: RagDedicatedRerankResBody =
serde_json::from_value(data).context("Invalid rerank data")?;
Ok(res_body.results)
}
fn build_chat_completions_body(data: ChatCompletionsData, model: &Model) -> Value {
let ChatCompletionsData {
mut messages,
temperature,
top_p,
functions,
stream,
} = data;
let system_message = extract_system_message(&mut messages);
let messages: Vec<Value> = messages
.into_iter()
.flat_map(|message| {
let Message { role, content } = message;
match content {
MessageContent::ToolResults((tool_results, _)) => {
let mut list = vec![];
for tool_result in tool_results {
list.push(json!({
"role": "assistant",
"content": format!("Action: {}\nAction Input: {}", tool_result.call.name, tool_result.call.arguments)
}));
list.push(json!({
"role": "user",
"content": tool_result.output.to_string(),
}))
}
list
}
_ => vec![json!({ "role": role, "content": content })],
}
})
.collect();
let mut body = json!({
"messages": messages,
});
if let Some(v) = system_message {
body["system"] = v.into();
}
if let Some(v) = model.max_tokens_param() {
body["max_output_tokens"] = v.into();
}
if let Some(v) = temperature {
body["temperature"] = v.into();
}
if let Some(v) = top_p {
body["top_p"] = v.into();
}
if stream {
body["stream"] = true.into();
}
if let Some(functions) = functions {
body["functions"] = json!(functions);
}
body
}
fn extract_chat_completions_text(data: &Value) -> Result<ChatCompletionsOutput> {
let text = data["result"].as_str().unwrap_or_default();
let mut tool_calls = vec![];
if let Some(call) = data["function_call"].as_object() {
if let (Some(name), Some(arguments)) = (
call.get("name").and_then(|v| v.as_str()),
call.get("arguments").and_then(|v| v.as_str()),
) {
let arguments: Value = arguments.parse().with_context(|| {
format!("Tool call '{name}' is invalid: arguments must be in valid JSON format")
})?;
tool_calls.push(ToolCall::new(name.to_string(), arguments, None));
}
}
if text.is_empty() && tool_calls.is_empty() {
bail!("Invalid response data: {data}");
}
let output = ChatCompletionsOutput {
text: text.to_string(),
tool_calls,
id: data["id"].as_str().map(|v| v.to_string()),
input_tokens: data["usage"]["prompt_tokens"].as_u64(),
output_tokens: data["usage"]["completion_tokens"].as_u64(),
};
Ok(output)
}
async fn fetch_access_token(
client: &reqwest::Client,
api_key: &str,
secret_key: &str,
) -> Result<String> {
let url = format!("{ACCESS_TOKEN_URL}?grant_type=client_credentials&client_id={api_key}&client_secret={secret_key}");
let value: Value = client.get(&url).send().await?.json().await?;
let result = value["access_token"].as_str().ok_or_else(|| {
if let Some(err_msg) = value["error_description"].as_str() {
anyhow!("{err_msg}")
} else {
anyhow!("Invalid response data")
}
})?;
Ok(result.to_string())
}
|