Files
loki/src/client/bedrock.rs

640 lines
21 KiB
Rust

use super::*;
use crate::utils::{base64_decode, encode_uri, hex_encode, hmac_sha256, sha256, strip_think_tag};
use anyhow::{Context, Result, bail};
use aws_smithy_eventstream::frame::{DecodedFrame, MessageFrameDecoder};
use aws_smithy_eventstream::smithy::parse_response_headers;
use bytes::BytesMut;
use chrono::{DateTime, Utc};
use futures_util::StreamExt;
use indexmap::IndexMap;
use reqwest::{Client as ReqwestClient, Method, RequestBuilder};
use serde::Deserialize;
use serde_json::{Value, json};
#[derive(Debug, Clone, Deserialize)]
pub struct BedrockConfig {
pub name: Option<String>,
pub access_key_id: Option<String>,
pub secret_access_key: Option<String>,
pub region: Option<String>,
pub session_token: Option<String>,
#[serde(default)]
pub models: Vec<ModelData>,
pub patch: Option<RequestPatch>,
pub extra: Option<ExtraConfig>,
}
impl BedrockClient {
config_get_fn!(access_key_id, get_access_key_id);
config_get_fn!(secret_access_key, get_secret_access_key);
config_get_fn!(region, get_region);
config_get_fn!(session_token, get_session_token);
create_client_config!([
("access_key_id", "AWS Access Key ID", None, true),
("secret_access_key", "AWS Secret Access Key", None, true),
("region", "AWS Region", None, false),
]);
fn chat_completions_builder(
&self,
client: &ReqwestClient,
data: ChatCompletionsData,
) -> Result<RequestBuilder> {
let access_key_id = self.get_access_key_id()?;
let secret_access_key = self.get_secret_access_key()?;
let region = self.get_region()?;
let session_token = self.get_session_token().ok();
let host = format!("bedrock-runtime.{region}.amazonaws.com");
let model_name = &self.model.real_name();
let uri = if data.stream {
format!("/model/{model_name}/converse-stream")
} else {
format!("/model/{model_name}/converse")
};
let body = build_chat_completions_body(data, &self.model)?;
let mut request_data = RequestData::new("", body);
self.patch_request_data(&mut request_data);
let RequestData {
url: _,
headers,
body,
} = request_data;
let builder = aws_fetch(
client,
&AwsCredentials {
access_key_id,
secret_access_key,
region,
session_token,
},
AwsRequest {
method: Method::POST,
host,
service: "bedrock".into(),
uri,
querystring: "".into(),
headers,
body: body.to_string(),
},
)?;
Ok(builder)
}
fn embeddings_builder(
&self,
client: &ReqwestClient,
data: &EmbeddingsData,
) -> Result<RequestBuilder> {
let access_key_id = self.get_access_key_id()?;
let secret_access_key = self.get_secret_access_key()?;
let region = self.get_region()?;
let session_token = self.get_session_token().ok();
let host = format!("bedrock-runtime.{region}.amazonaws.com");
let uri = format!("/model/{}/invoke", self.model.real_name());
let input_type = match data.query {
true => "search_query",
false => "search_document",
};
let body = json!({
"texts": data.texts,
"input_type": input_type,
});
let mut request_data = RequestData::new("", body);
self.patch_request_data(&mut request_data);
let RequestData {
url: _,
headers,
body,
} = request_data;
let builder = aws_fetch(
client,
&AwsCredentials {
access_key_id,
secret_access_key,
region,
session_token,
},
AwsRequest {
method: Method::POST,
host,
service: "bedrock".into(),
uri,
querystring: "".into(),
headers,
body: body.to_string(),
},
)?;
Ok(builder)
}
}
#[async_trait::async_trait]
impl Client for BedrockClient {
client_common_fns!();
async fn chat_completions_inner(
&self,
client: &ReqwestClient,
data: ChatCompletionsData,
) -> Result<ChatCompletionsOutput> {
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<()> {
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> {
let builder = self.embeddings_builder(client, data)?;
embeddings(builder).await
}
}
async fn chat_completions(builder: RequestBuilder) -> Result<ChatCompletionsOutput> {
let res = builder.send().await?;
let status = res.status();
let data: Value = res.json().await?;
if !status.is_success() {
catch_error(&data, status.as_u16())?;
}
debug!("non-stream-data: {data}");
extract_chat_completions(&data)
}
async fn chat_completions_streaming(
builder: RequestBuilder,
handler: &mut SseHandler,
) -> Result<()> {
let res = builder.send().await?;
let status = res.status();
if !status.is_success() {
let data: Value = res.json().await?;
catch_error(&data, status.as_u16())?;
bail!("Invalid response data: {data}");
}
let mut function_name = String::new();
let mut function_arguments = String::new();
let mut function_id = String::new();
let mut reasoning_state = 0;
let mut stream = res.bytes_stream();
let mut buffer = BytesMut::new();
let mut decoder = MessageFrameDecoder::new();
while let Some(chunk) = stream.next().await {
let chunk = chunk?;
buffer.extend_from_slice(&chunk);
while let DecodedFrame::Complete(message) = decoder.decode_frame(&mut buffer)? {
let response_headers = parse_response_headers(&message)?;
let message_type = response_headers.message_type.as_str();
let smithy_type = response_headers.smithy_type.as_str();
match (message_type, smithy_type) {
("event", _) => {
let data: Value = serde_json::from_slice(message.payload())?;
debug!("stream-data: {smithy_type} {data}");
match smithy_type {
"contentBlockStart" => {
if let Some(tool_use) = data["start"]["toolUse"].as_object()
&& let (Some(id), Some(name)) = (
json_str_from_map(tool_use, "toolUseId"),
json_str_from_map(tool_use, "name"),
)
{
if !function_name.is_empty() {
if function_arguments.is_empty() {
function_arguments = String::from("{}");
}
let arguments: Value =
function_arguments.parse().with_context(|| {
format!("Tool call '{function_name}' has non-JSON arguments '{function_arguments}'")
})?;
handler.tool_call(ToolCall::new(
function_name.clone(),
arguments,
Some(function_id.clone()),
))?;
}
function_arguments.clear();
function_name = name.into();
function_id = id.into();
}
}
"contentBlockDelta" => {
if let Some(text) = data["delta"]["text"].as_str() {
handler.text(text)?;
} else if let Some(text) =
data["delta"]["reasoningContent"]["text"].as_str()
{
if reasoning_state == 0 {
handler.text("<think>\n")?;
reasoning_state = 1;
}
handler.text(text)?;
} else if let Some(input) = data["delta"]["toolUse"]["input"].as_str() {
function_arguments.push_str(input);
}
}
"contentBlockStop" => {
if reasoning_state == 1 {
handler.text("\n</think>\n\n")?;
reasoning_state = 0;
}
if !function_name.is_empty() {
if function_arguments.is_empty() {
function_arguments = String::from("{}");
}
let arguments: Value = function_arguments.parse().with_context(|| {
format!("Tool call '{function_name}' has non-JSON arguments '{function_arguments}'")
})?;
handler.tool_call(ToolCall::new(
function_name.clone(),
arguments,
Some(function_id.clone()),
))?;
}
}
_ => {}
}
}
("exception", _) => {
let payload = base64_decode(message.payload())?;
let data = String::from_utf8_lossy(&payload);
bail!("Invalid response data: {data} (smithy_type: {smithy_type})")
}
_ => {
bail!(
"Unrecognized message, message_type: {message_type}, smithy_type: {smithy_type}",
);
}
}
}
}
Ok(())
}
async fn embeddings(builder: RequestBuilder) -> Result<EmbeddingsOutput> {
let res = builder.send().await?;
let status = res.status();
let data: Value = res.json().await?;
if !status.is_success() {
catch_error(&data, status.as_u16())?;
}
let res_body: EmbeddingsResBody =
serde_json::from_value(data).context("Invalid embeddings data")?;
Ok(res_body.embeddings)
}
#[derive(Deserialize)]
struct EmbeddingsResBody {
embeddings: Vec<Vec<f32>>,
}
fn build_chat_completions_body(data: ChatCompletionsData, model: &Model) -> Result<Value> {
let ChatCompletionsData {
mut messages,
temperature,
top_p,
functions,
stream: _,
} = data;
let system_message = extract_system_message(&mut messages);
let mut network_image_urls = vec![];
let messages_len = messages.len();
let messages: Vec<Value> = messages
.into_iter()
.enumerate()
.flat_map(|(i, message)| {
let Message { role, content } = message;
match content {
MessageContent::Text(text) if role.is_assistant() && i != messages_len - 1 => {
vec![json!({ "role": role, "content": [ { "text": strip_think_tag(&text) } ] })]
}
MessageContent::Text(text) => vec![json!({
"role": role,
"content": [
{
"text": text,
}
],
})],
MessageContent::Array(list) => {
let content: Vec<_> = list
.into_iter()
.map(|item| match item {
MessageContentPart::Text { text } => {
json!({"text": text})
}
MessageContentPart::ImageUrl {
image_url: ImageUrl { url },
} => {
if let Some((mime_type, data)) = url
.strip_prefix("data:")
.and_then(|v| v.split_once(";base64,"))
{
json!({
"image": {
"format": mime_type.replace("image/", ""),
"source": {
"bytes": data,
}
}
})
} else {
network_image_urls.push(url.clone());
json!({ "url": url })
}
}
})
.collect();
vec![json!({
"role": role,
"content": content,
})]
}
MessageContent::ToolCalls(MessageContentToolCalls {
tool_results, text, ..
}) => {
let mut assistant_parts = vec![];
let mut user_parts = vec![];
if !text.is_empty() {
assistant_parts.push(json!({
"text": text,
}))
}
for tool_result in tool_results {
assistant_parts.push(json!({
"toolUse": {
"toolUseId": tool_result.call.id,
"name": tool_result.call.name,
"input": tool_result.call.arguments,
}
}));
user_parts.push(json!({
"toolResult": {
"toolUseId": tool_result.call.id,
"content": [
{
"json": tool_result.output,
}
]
}
}));
}
vec![
json!({
"role": "assistant",
"content": assistant_parts,
}),
json!({
"role": "user",
"content": user_parts,
}),
]
}
}
})
.collect();
if !network_image_urls.is_empty() {
bail!(
"The model does not support network images: {:?}",
network_image_urls
);
}
let mut body = json!({
"inferenceConfig": {},
"messages": messages,
});
if let Some(v) = system_message {
body["system"] = json!([
{
"text": v,
}
])
}
if let Some(v) = model.max_tokens_param() {
body["inferenceConfig"]["maxTokens"] = v.into();
}
if let Some(v) = temperature {
body["inferenceConfig"]["temperature"] = v.into();
}
if let Some(v) = top_p {
body["inferenceConfig"]["topP"] = v.into();
}
if let Some(functions) = functions {
let tools: Vec<_> = functions
.iter()
.map(|v| {
json!({
"toolSpec": {
"name": v.name,
"description": v.description,
"inputSchema": {
"json": v.parameters,
},
}
})
})
.collect();
body["toolConfig"] = json!({
"tools": tools,
})
}
Ok(body)
}
fn extract_chat_completions(data: &Value) -> Result<ChatCompletionsOutput> {
let mut text = String::new();
let mut reasoning = None;
let mut tool_calls = vec![];
if let Some(array) = data["output"]["message"]["content"].as_array() {
for item in array {
if let Some(v) = item["text"].as_str() {
if !text.is_empty() {
text.push_str("\n\n");
}
text.push_str(v);
} else if let Some(reasoning_text) =
item["reasoningContent"]["reasoningText"].as_object()
{
if let Some(text) = json_str_from_map(reasoning_text, "text") {
reasoning = Some(text.to_string());
}
} else if let Some(tool_use) = item["toolUse"].as_object()
&& let (Some(id), Some(name), Some(input)) = (
json_str_from_map(tool_use, "toolUseId"),
json_str_from_map(tool_use, "name"),
tool_use.get("input"),
)
{
tool_calls.push(ToolCall::new(
name.to_string(),
input.clone(),
Some(id.to_string()),
))
}
}
}
if let Some(reasoning) = reasoning {
text = format!("<think>\n{reasoning}\n</think>\n\n{text}")
}
if text.is_empty() && tool_calls.is_empty() {
bail!("Invalid response data: {data}");
}
let output = ChatCompletionsOutput { text, tool_calls };
Ok(output)
}
#[derive(Debug)]
struct AwsCredentials {
access_key_id: String,
secret_access_key: String,
region: String,
session_token: Option<String>,
}
#[derive(Debug)]
struct AwsRequest {
method: Method,
host: String,
service: String,
uri: String,
querystring: String,
headers: IndexMap<String, String>,
body: String,
}
fn aws_fetch(
client: &ReqwestClient,
credentials: &AwsCredentials,
request: AwsRequest,
) -> Result<RequestBuilder> {
let AwsRequest {
method,
host,
service,
uri,
querystring,
mut headers,
body,
} = request;
let region = &credentials.region;
let endpoint = format!("https://{host}{uri}");
let now: DateTime<Utc> = Utc::now();
let amz_date = now.format("%Y%m%dT%H%M%SZ").to_string();
let date_stamp = amz_date[0..8].to_string();
headers.insert("host".into(), host.clone());
headers.insert("x-amz-date".into(), amz_date.clone());
if let Some(token) = credentials.session_token.clone() {
headers.insert("x-amz-security-token".into(), token);
}
let canonical_headers = headers
.iter()
.map(|(key, value)| format!("{key}:{value}\n"))
.collect::<Vec<_>>()
.join("");
let signed_headers = headers
.iter()
.map(|(key, _)| key.as_str())
.collect::<Vec<_>>()
.join(";");
let payload_hash = sha256(&body);
let canonical_request = format!(
"{}\n{}\n{}\n{}\n{}\n{}",
method,
encode_uri(&uri),
querystring,
canonical_headers,
signed_headers,
payload_hash
);
let algorithm = "AWS4-HMAC-SHA256";
let credential_scope = format!("{date_stamp}/{region}/{service}/aws4_request");
let string_to_sign = format!(
"{}\n{}\n{}\n{}",
algorithm,
amz_date,
credential_scope,
sha256(&canonical_request)
);
let signing_key = gen_signing_key(
&credentials.secret_access_key,
&date_stamp,
region,
&service,
);
let signature = hmac_sha256(&signing_key, &string_to_sign);
let signature = hex_encode(&signature);
let authorization_header = format!(
"{} Credential={}/{}, SignedHeaders={}, Signature={}",
algorithm, credentials.access_key_id, credential_scope, signed_headers, signature
);
headers.insert("authorization".into(), authorization_header);
debug!("Request {endpoint} {body}");
let mut request_builder = client.request(method, endpoint).body(body);
for (key, value) in &headers {
request_builder = request_builder.header(key, value);
}
Ok(request_builder)
}
fn gen_signing_key(key: &str, date_stamp: &str, region: &str, service: &str) -> Vec<u8> {
let k_date = hmac_sha256(format!("AWS4{key}").as_bytes(), date_stamp);
let k_region = hmac_sha256(&k_date, region);
let k_service = hmac_sha256(&k_region, service);
hmac_sha256(&k_service, "aws4_request")
}