优化bedrock流式消息处理的缓冲机制,简化app和后台api调用逻辑判断和处理

This commit is contained in:
glay 2024-12-07 12:18:15 +08:00
parent a75b9f7fbe
commit 0c55850641
3 changed files with 619 additions and 349 deletions

View File

@ -4,8 +4,6 @@ import {
sign,
decrypt,
getBedrockEndpoint,
transformBedrockStream,
parseEventData,
BedrockCredentials,
} from "../utils/aws";
import { getServerSideConfig } from "../config/server";
@ -178,50 +176,7 @@ async function requestBedrock(req: NextRequest) {
"Empty response from Bedrock. Please check AWS credentials and permissions.",
);
}
// Handle non-streaming response
if (!shouldStream) {
const responseText = await res.text();
const parsed = parseEventData(new TextEncoder().encode(responseText));
if (!parsed) {
throw new Error("Failed to parse Bedrock response");
}
return NextResponse.json(parsed);
}
// Handle streaming response
const transformedStream = transformBedrockStream(res.body, modelId);
const encoder = new TextEncoder();
const stream = new ReadableStream({
async start(controller) {
try {
for await (const chunk of transformedStream) {
// Ensure we're sending non-empty chunks
if (chunk && chunk.trim()) {
controller.enqueue(encoder.encode(chunk));
}
}
controller.close();
} catch (err) {
console.error("[Bedrock Stream Error]:", err);
controller.error(err);
}
},
});
const newHeaders = new Headers(res.headers);
newHeaders.delete("www-authenticate");
newHeaders.set("Content-Type", "text/event-stream");
newHeaders.set("Cache-Control", "no-cache");
newHeaders.set("Connection", "keep-alive");
// to disable nginx buffering
newHeaders.set("X-Accel-Buffering", "no");
return new Response(stream, {
status: res.status,
statusText: res.statusText,
headers: newHeaders,
});
return res;
} catch (e) {
console.error("[Bedrock Request Error]:", e);
throw e;

View File

@ -7,13 +7,21 @@ import {
useAccessStore,
ChatMessageTool,
} from "@/app/store";
import { preProcessImageContent, stream } from "@/app/utils/chat";
import { preProcessImageContent } from "@/app/utils/chat";
import { getMessageTextContent, isVisionModel } from "@/app/utils";
import { ApiPath, BEDROCK_BASE_URL } from "@/app/constant";
import { getClientConfig } from "@/app/config/client";
import { extractMessage } from "@/app/utils/aws";
import {
extractMessage,
processMessage,
processChunks,
parseEventData,
sign,
} from "@/app/utils/aws";
import { RequestPayload } from "./openai";
import { fetch } from "@/app/utils/stream";
import { REQUEST_TIMEOUT_MS } from "@/app/constant";
import { prettyObject } from "@/app/utils/format";
import Locale from "@/app/locales";
const ClaudeMapper = {
assistant: "assistant",
@ -26,18 +34,7 @@ const MistralMapper = {
user: "user",
assistant: "assistant",
} as const;
type ClaudeRole = keyof typeof ClaudeMapper;
type MistralRole = keyof typeof MistralMapper;
interface Tool {
function?: {
name?: string;
description?: string;
parameters?: any;
};
}
export class BedrockApi implements LLMApi {
speech(options: SpeechOptions): Promise<ArrayBuffer> {
throw new Error("Speech not implemented for Bedrock.");
@ -47,6 +44,24 @@ export class BedrockApi implements LLMApi {
const model = modelConfig.model;
const visionModel = isVisionModel(modelConfig.model);
// Handle Nova models
if (model.startsWith("us.amazon.nova")) {
return {
inferenceConfig: {
max_tokens: modelConfig.max_tokens || 1000,
},
messages: messages.map((message) => ({
role: message.role,
content: [
{
type: "text",
text: getMessageTextContent(message),
},
],
})),
};
}
// Handle Titan models
if (model.startsWith("amazon.titan")) {
const inputText = messages
@ -223,11 +238,34 @@ export class BedrockApi implements LLMApi {
);
}
let finalRequestBody = this.formatRequestBody(messages, modelConfig);
try {
const chatPath = this.path("chat");
const headers = getHeaders();
headers.XModelID = modelConfig.model;
headers.XEncryptionKey = accessStore.encryptionKey;
const isApp = !!getClientConfig()?.isApp;
const bedrockAPIPath = `${BEDROCK_BASE_URL}/model/${
modelConfig.model
}/invoke${shouldStream ? "-with-response-stream" : ""}`;
const chatPath = isApp ? bedrockAPIPath : ApiPath.Bedrock + "/chat";
const headers = isApp
? await sign({
method: "POST",
url: chatPath,
region: accessStore.awsRegion,
accessKeyId: accessStore.awsAccessKey,
secretAccessKey: accessStore.awsSecretKey,
body: finalRequestBody,
service: "bedrock",
isStreaming: shouldStream,
})
: getHeaders();
if (!isApp) {
headers.XModelID = modelConfig.model;
headers.XEncryptionKey = accessStore.encryptionKey;
headers.ShouldStream = shouldStream + "";
}
if (process.env.NODE_ENV !== "production") {
console.debug("[Bedrock Client] Request:", {
path: chatPath,
@ -236,20 +274,14 @@ export class BedrockApi implements LLMApi {
stream: shouldStream,
});
}
const finalRequestBody = this.formatRequestBody(messages, modelConfig);
console.log(
"[Bedrock Client] Request Body:",
JSON.stringify(finalRequestBody, null, 2),
);
if (shouldStream) {
let index = -1;
const [tools, funcs] = usePluginStore
.getState()
.getAsTools(
useChatStore.getState().currentSession().mask?.plugin || [],
);
return stream(
return bedrockStream(
chatPath,
finalRequestBody,
headers,
@ -261,59 +293,12 @@ export class BedrockApi implements LLMApi {
})),
funcs,
controller,
// parseSSE
(text: string, runTools: ChatMessageTool[]) => {
// console.log("parseSSE", text, runTools);
let chunkJson:
| undefined
| {
type: "content_block_delta" | "content_block_stop";
content_block?: {
type: "tool_use";
id: string;
name: string;
};
delta?: {
type: "text_delta" | "input_json_delta";
text?: string;
partial_json?: string;
};
index: number;
};
chunkJson = JSON.parse(text);
if (chunkJson?.content_block?.type == "tool_use") {
index += 1;
const id = chunkJson?.content_block.id;
const name = chunkJson?.content_block.name;
runTools.push({
id,
type: "function",
function: {
name,
arguments: "",
},
});
}
if (
chunkJson?.delta?.type == "input_json_delta" &&
chunkJson?.delta?.partial_json
) {
// @ts-ignore
runTools[index]["function"]["arguments"] +=
chunkJson?.delta?.partial_json;
}
return chunkJson?.delta?.text;
},
// processToolMessage, include tool_calls message and tool call results
(
requestPayload: RequestPayload,
toolCallMessage: any,
toolCallResult: any[],
) => {
// reset index value
index = -1;
const modelId = modelConfig.model;
const isMistral = modelId.startsWith("mistral.mistral");
const isClaude = modelId.includes("anthropic.claude");
@ -384,30 +369,26 @@ export class BedrockApi implements LLMApi {
options,
);
} else {
headers.ShouldStream = "false";
const res = await fetch(chatPath, {
method: "POST",
headers,
body: JSON.stringify(finalRequestBody),
});
if (!res.ok) {
const errorText = await res.text();
console.error("[Bedrock Client] Error response:", errorText);
throw new Error(`Request failed: ${errorText}`);
try {
controller.signal.onabort = () =>
options.onFinish("", new Response(null, { status: 400 }));
const res = await fetch(chatPath, {
method: "POST",
headers: headers,
body: JSON.stringify(finalRequestBody),
});
const contentType = res.headers.get("content-type");
console.log(
"[Bedrock Not Stream Request] response content type: ",
contentType,
);
const resJson = await res.json();
const message = extractMessage(resJson);
options.onFinish(message, res);
} catch (e) {
console.error("failed to chat", e);
options.onError?.(e as Error);
}
const resJson = await res.json();
if (!resJson) {
throw new Error("Empty response from server");
}
const message = extractMessage(resJson, modelConfig.model);
if (!message) {
throw new Error("Failed to extract message from response");
}
options.onFinish(message, res);
}
} catch (e) {
console.error("[Bedrock Client] Chat error:", e);
@ -415,26 +396,6 @@ export class BedrockApi implements LLMApi {
}
}
path(path: string): string {
const accessStore = useAccessStore.getState();
let baseUrl = accessStore.useCustomConfig ? accessStore.bedrockUrl : "";
if (baseUrl.length === 0) {
const isApp = !!getClientConfig()?.isApp;
const apiPath = ApiPath.Bedrock;
baseUrl = isApp ? BEDROCK_BASE_URL : apiPath;
}
baseUrl = baseUrl.endsWith("/") ? baseUrl.slice(0, -1) : baseUrl;
if (!baseUrl.startsWith("http") && !baseUrl.startsWith(ApiPath.Bedrock)) {
baseUrl = "https://" + baseUrl;
}
console.log("[Bedrock Client] API Endpoint:", baseUrl, path);
return [baseUrl, path].join("/");
}
async usage() {
return { used: 0, total: 0 };
}
@ -443,3 +404,256 @@ export class BedrockApi implements LLMApi {
return [];
}
}
function bedrockStream(
chatPath: string,
requestPayload: any,
headers: any,
tools: any[],
funcs: Record<string, Function>,
controller: AbortController,
processToolMessage: (
requestPayload: any,
toolCallMessage: any,
toolCallResult: any[],
) => void,
options: any,
) {
let responseText = "";
let remainText = "";
let finished = false;
let running = false;
let runTools: any[] = [];
let responseRes: Response;
let index = -1;
let chunks: Uint8Array[] = []; // 使用数组存储二进制数据块
let pendingChunk: Uint8Array | null = null; // 存储不完整的数据块
// Animate response to make it looks smooth
function animateResponseText() {
if (finished || controller.signal.aborted) {
responseText += remainText;
console.log("[Response Animation] finished");
if (responseText?.length === 0) {
options.onError?.(new Error("empty response from server"));
}
return;
}
if (remainText.length > 0) {
const fetchCount = Math.max(1, Math.round(remainText.length / 60));
const fetchText = remainText.slice(0, fetchCount);
responseText += fetchText;
remainText = remainText.slice(fetchCount);
options.onUpdate?.(responseText, fetchText);
}
requestAnimationFrame(animateResponseText);
}
// Start animation
animateResponseText();
const finish = () => {
if (!finished) {
if (!running && runTools.length > 0) {
const toolCallMessage = {
role: "assistant",
tool_calls: [...runTools],
};
running = true;
runTools.splice(0, runTools.length); // empty runTools
return Promise.all(
toolCallMessage.tool_calls.map((tool) => {
options?.onBeforeTool?.(tool);
return Promise.resolve(
funcs[tool.function.name](
tool?.function?.arguments
? JSON.parse(tool?.function?.arguments)
: {},
),
)
.then((res) => {
let content = res.data || res?.statusText;
content =
typeof content === "string"
? content
: JSON.stringify(content);
if (res.status >= 300) {
return Promise.reject(content);
}
return content;
})
.then((content) => {
options?.onAfterTool?.({
...tool,
content,
isError: false,
});
return content;
})
.catch((e) => {
options?.onAfterTool?.({
...tool,
isError: true,
errorMsg: e.toString(),
});
return e.toString();
})
.then((content) => ({
name: tool.function.name,
role: "tool",
content,
tool_call_id: tool.id,
}));
}),
).then((toolCallResult) => {
processToolMessage(requestPayload, toolCallMessage, toolCallResult);
setTimeout(() => {
// call again
console.debug("[BedrockAPI for toolCallResult] restart");
running = false;
bedrockChatApi(chatPath, headers, requestPayload, tools);
}, 60);
});
}
if (running) {
return;
}
console.debug("[BedrockAPI] end");
finished = true;
options.onFinish(responseText + remainText, responseRes);
}
};
controller.signal.onabort = finish;
async function bedrockChatApi(
chatPath: string,
headers: any,
requestPayload: any,
tools: any,
) {
const requestTimeoutId = setTimeout(
() => controller.abort(),
REQUEST_TIMEOUT_MS,
);
try {
const res = await fetch(chatPath, {
method: "POST",
headers,
body: JSON.stringify({
...requestPayload,
tools: tools && tools.length ? tools : undefined,
}),
redirect: "manual",
// @ts-ignore
duplex: "half",
signal: controller.signal,
});
clearTimeout(requestTimeoutId);
responseRes = res;
const contentType = res.headers.get("content-type");
console.log(
"[Bedrock Stream Request] response content type: ",
contentType,
);
// Handle non-stream responses
if (contentType?.startsWith("text/plain")) {
responseText = await res.text();
return finish();
}
// Handle error responses
if (
!res.ok ||
res.status !== 200 ||
!contentType?.startsWith("application/vnd.amazon.eventstream")
) {
const responseTexts = [responseText];
let extraInfo = await res.text();
try {
const resJson = await res.clone().json();
extraInfo = prettyObject(resJson);
} catch {}
if (res.status === 401) {
responseTexts.push(Locale.Error.Unauthorized);
}
if (extraInfo) {
responseTexts.push(extraInfo);
}
responseText = responseTexts.join("\n\n");
return finish();
}
// Process the stream using chunks
const reader = res.body?.getReader();
if (!reader) {
throw new Error("No response body reader available");
}
try {
while (true) {
const { done, value } = await reader.read();
if (done) {
// Process final pending chunk
if (pendingChunk) {
try {
const parsed = parseEventData(pendingChunk);
if (parsed) {
const result = processMessage(
parsed,
remainText,
runTools,
index,
);
remainText = result.remainText;
index = result.index;
}
} catch (e) {
console.error("[Final Chunk Process Error]:", e);
}
}
break;
}
// Add new chunk to queue
chunks.push(value);
// Process chunk queue
const result = processChunks(
chunks,
pendingChunk,
remainText,
runTools,
index,
);
chunks = result.chunks;
pendingChunk = result.pendingChunk;
remainText = result.remainText;
index = result.index;
}
} catch (err) {
console.error("[Bedrock Stream Error]:", err);
throw err;
} finally {
reader.releaseLock();
finish();
}
} catch (e) {
console.error("[Bedrock Request] error", e);
options.onError?.(e);
throw e;
}
}
console.debug("[BedrockAPI] start");
bedrockChatApi(chatPath, headers, requestPayload, tools);
}

View File

@ -67,8 +67,9 @@ export interface SignParams {
region: string;
accessKeyId: string;
secretAccessKey: string;
body: string;
body: string | object;
service: string;
headers?: Record<string, string>;
isStreaming?: boolean;
}
@ -99,7 +100,7 @@ function normalizeHeaderValue(value: string): string {
return value.replace(/\s+/g, " ").trim();
}
function encodeURIComponent_RFC3986(str: string): string {
function encodeRFC3986(str: string): string {
return encodeURIComponent(str)
.replace(
/[!'()*]/g,
@ -108,41 +109,36 @@ function encodeURIComponent_RFC3986(str: string): string {
.replace(/[-_.~]/g, (c) => c);
}
function encodeURI_RFC3986(uri: string): string {
if (!uri || uri === "/") return "";
function getCanonicalUri(path: string): string {
if (!path || path === "/") return "/";
const segments = uri.split("/");
return (
"/" +
path
.split("/")
.map((segment) => {
if (!segment) return "";
if (segment === "invoke-with-response-stream") return segment;
return segments
.map((segment) => {
if (!segment) return "";
if (segment.includes("model/")) {
const parts = segment.split(/(model\/)/);
return parts
.map((part) => {
if (part === "model/") return part;
if (part.includes(".") || part.includes(":")) {
if (segment.includes("model/")) {
return segment
.split(/(model\/)/)
.map((part) => {
if (part === "model/") return part;
return part
.split(/([.:])/g)
.map((subpart, i) => {
if (i % 2 === 1) return subpart;
return encodeURIComponent_RFC3986(subpart);
})
.map((subpart, i) =>
i % 2 === 1 ? subpart : encodeRFC3986(subpart),
)
.join("");
}
return encodeURIComponent_RFC3986(part);
})
.join("");
}
})
.join("");
}
if (segment === "invoke-with-response-stream") {
return segment;
}
return encodeURIComponent_RFC3986(segment);
})
.join("/");
return encodeRFC3986(segment);
})
.join("/")
);
}
export async function sign({
@ -153,18 +149,20 @@ export async function sign({
secretAccessKey,
body,
service,
headers: customHeaders = {},
isStreaming = true,
}: SignParams): Promise<Record<string, string>> {
try {
const endpoint = new URL(url);
const canonicalUri = "/" + encodeURI_RFC3986(endpoint.pathname.slice(1));
const canonicalUri = getCanonicalUri(endpoint.pathname.slice(1));
const canonicalQueryString = endpoint.search.slice(1);
const now = new Date();
const amzDate = now.toISOString().replace(/[:-]|\.\d{3}/g, "");
const dateStamp = amzDate.slice(0, 8);
const payloadHash = SHA256(body).toString(Hex);
const bodyString = typeof body === "string" ? body : JSON.stringify(body);
const payloadHash = SHA256(bodyString).toString(Hex);
const headers: Record<string, string> = {
accept: isStreaming
@ -174,6 +172,7 @@ export async function sign({
host: endpoint.host,
"x-amz-content-sha256": payloadHash,
"x-amz-date": amzDate,
...customHeaders,
};
if (isStreaming) {
@ -237,54 +236,274 @@ export async function sign({
}
// Bedrock utilities
function decodeBase64(base64String: string): string {
try {
return Buffer.from(base64String, "base64").toString("utf-8");
} catch (e) {
console.error("[Base64 Decode Error]:", e);
return "";
}
}
export function parseEventData(chunk: Uint8Array): any {
const decoder = new TextDecoder();
const text = decoder.decode(chunk);
const results = [];
try {
// First try to parse as JSON
const parsed = JSON.parse(text);
// AWS Bedrock wraps the response in a 'body' field
// Handle bytes field in the response
if (parsed.bytes) {
const decoded = decodeBase64(parsed.bytes);
try {
results.push(JSON.parse(decoded));
} catch (e) {
results.push({ output: decoded });
}
return results;
}
// Handle body field
if (typeof parsed.body === "string") {
try {
return JSON.parse(parsed.body);
results.push(JSON.parse(parsed.body));
} catch (e) {
return { output: parsed.body };
results.push({ output: parsed.body });
}
return results;
}
return parsed.body || parsed;
results.push(parsed.body || parsed);
return results;
} catch (e) {
try {
// Handle base64 encoded responses
const base64Match = text.match(/:"([A-Za-z0-9+/=]+)"/);
if (base64Match) {
const decoded = Buffer.from(base64Match[1], "base64").toString("utf-8");
// Handle event-stream format
const eventRegex = /:event-type[^\{]+({.*?})/g;
let match;
while ((match = eventRegex.exec(text)) !== null) {
try {
return JSON.parse(decoded);
const eventData = match[1];
const parsed = JSON.parse(eventData);
if (parsed.bytes) {
const decoded = decodeBase64(parsed.bytes);
try {
results.push(JSON.parse(decoded));
} catch (e) {
results.push({ output: decoded });
}
} else {
results.push(parsed);
}
} catch (e) {
return { output: decoded };
results.push({ output: match[1] });
}
}
// Handle event-type responses
const eventMatch = text.match(/:event-type[^\{]+({.*})/);
if (eventMatch) {
try {
return JSON.parse(eventMatch[1]);
} catch (e) {
return { output: eventMatch[1] };
}
if (results.length > 0) {
return results;
}
// Handle plain text responses
if (text.trim()) {
const cleanText = text.replace(/[\x00-\x1F\x7F-\x9F]/g, "");
return { output: cleanText };
results.push({ output: cleanText.trim() });
return results;
}
} catch (innerError) {
console.error("[AWS Parse Error] Inner parsing failed:", innerError);
}
}
return null;
return [];
}
export function processMessage(
data: any,
remainText: string,
runTools: any[],
index: number,
): { remainText: string; index: number } {
if (!data) return { remainText, index };
try {
// Handle message_start event
if (data.type === "message_start") {
// Keep existing text but mark the start of a new message
console.debug("[Message Start] Current text:", remainText);
return { remainText, index };
}
// Handle content_block_start event
if (data.type === "content_block_start") {
if (data.content_block?.type === "tool_use") {
index += 1;
runTools.push({
id: data.content_block.id,
type: "function",
function: {
name: data.content_block.name,
arguments: "",
},
});
}
return { remainText, index };
}
// Handle content_block_delta event
if (data.type === "content_block_delta") {
if (data.delta?.type === "input_json_delta" && runTools[index]) {
runTools[index].function.arguments += data.delta.partial_json;
} else if (data.delta?.type === "text_delta") {
const newText = data.delta.text || "";
// console.debug("[Text Delta] Adding:", newText);
remainText += newText;
}
return { remainText, index };
}
// Handle tool calls
if (data.choices?.[0]?.message?.tool_calls) {
for (const toolCall of data.choices[0].message.tool_calls) {
index += 1;
runTools.push({
id: toolCall.id || `tool-${Date.now()}`,
type: "function",
function: {
name: toolCall.function?.name,
arguments: toolCall.function?.arguments || "",
},
});
}
return { remainText, index };
}
// Handle various response formats
let newText = "";
if (data.delta?.text) {
newText = data.delta.text;
} else if (data.choices?.[0]?.message?.content) {
newText = data.choices[0].message.content;
} else if (data.content?.[0]?.text) {
newText = data.content[0].text;
} else if (data.generation) {
newText = data.generation;
} else if (data.outputText) {
newText = data.outputText;
} else if (data.response) {
newText = data.response;
} else if (data.output) {
newText = data.output;
}
// Only append if we have new text
if (newText) {
// console.debug("[New Text] Adding:", newText);
remainText += newText;
}
} catch (e) {
console.error("[Bedrock Request] parse error", e);
}
return { remainText, index };
}
export function processChunks(
chunks: Uint8Array[],
pendingChunk: Uint8Array | null,
remainText: string,
runTools: any[],
index: number,
): {
chunks: Uint8Array[];
pendingChunk: Uint8Array | null;
remainText: string;
index: number;
} {
let currentText = remainText;
let currentIndex = index;
while (chunks.length > 0) {
const chunk = chunks[0];
try {
// Try to process the chunk
const parsedEvents = parseEventData(chunk);
if (parsedEvents.length > 0) {
// Process each event in the chunk
for (const parsed of parsedEvents) {
const result = processMessage(
parsed,
currentText,
runTools,
currentIndex,
);
currentText = result.remainText;
currentIndex = result.index;
}
chunks.shift(); // Remove processed chunk
// If there's a pending chunk, try to process it now
if (pendingChunk) {
const pendingEvents = parseEventData(pendingChunk);
if (pendingEvents.length > 0) {
for (const pendingParsed of pendingEvents) {
const pendingResult = processMessage(
pendingParsed,
currentText,
runTools,
currentIndex,
);
currentText = pendingResult.remainText;
currentIndex = pendingResult.index;
}
pendingChunk = null;
}
}
} else {
// If parsing fails, it might be an incomplete chunk
if (pendingChunk) {
// Merge with pending chunk
const mergedChunk = new Uint8Array(
pendingChunk.length + chunk.length,
);
mergedChunk.set(pendingChunk);
mergedChunk.set(chunk, pendingChunk.length);
pendingChunk = mergedChunk;
} else {
pendingChunk = chunk;
}
chunks.shift();
}
} catch (e) {
console.error("[Chunk Process Error]:", e);
chunks.shift(); // Remove error chunk
}
}
// Try to process any remaining pending chunk one last time
if (pendingChunk) {
const finalEvents = parseEventData(pendingChunk);
if (finalEvents.length > 0) {
for (const finalParsed of finalEvents) {
const finalResult = processMessage(
finalParsed,
currentText,
runTools,
currentIndex,
);
currentText = finalResult.remainText;
currentIndex = finalResult.index;
}
pendingChunk = null;
}
}
return {
chunks,
pendingChunk,
remainText: currentText,
index: currentIndex,
};
}
export function getBedrockEndpoint(
@ -309,150 +528,32 @@ export function extractMessage(res: any, modelId: string = ""): string {
return "";
}
let message = "";
// Handle Mistral model response format
if (modelId.toLowerCase().includes("mistral")) {
if (res.choices?.[0]?.message?.content) {
return res.choices[0].message.content;
message = res.choices[0].message.content;
} else {
message = res.output || "";
}
return res.output || "";
}
// Handle Llama model response format
if (modelId.toLowerCase().includes("llama")) {
return res?.generation || "";
else if (modelId.toLowerCase().includes("llama")) {
message = res?.generation || "";
}
// Handle Titan model response format
if (modelId.toLowerCase().includes("titan")) {
return res?.outputText || "";
else if (modelId.toLowerCase().includes("titan")) {
message = res?.outputText || "";
}
// Handle Claude and other models
return res?.content?.[0]?.text || "";
}
export async function* transformBedrockStream(
stream: ReadableStream,
modelId: string,
) {
const reader = stream.getReader();
try {
while (true) {
const { done, value } = await reader.read();
if (done) break;
const parsed = parseEventData(value);
if (!parsed) continue;
// console.log("parseEventData=========================");
// console.log(parsed);
// Handle Claude 3 models
if (modelId.startsWith("anthropic.claude")) {
if (parsed.type === "message_start") {
// Initialize message
continue;
} else if (parsed.type === "content_block_start") {
if (parsed.content_block?.type === "tool_use") {
yield `data: ${JSON.stringify(parsed)}\n\n`;
}
continue;
} else if (parsed.type === "content_block_delta") {
if (parsed.delta?.type === "text_delta") {
yield `data: ${JSON.stringify({
delta: { text: parsed.delta.text },
})}\n\n`;
} else if (parsed.delta?.type === "input_json_delta") {
yield `data: ${JSON.stringify(parsed)}\n\n`;
}
} else if (parsed.type === "content_block_stop") {
yield `data: ${JSON.stringify(parsed)}\n\n`;
} else if (
parsed.type === "message_delta" &&
parsed.delta?.stop_reason
) {
yield `data: ${JSON.stringify({
delta: { stop_reason: parsed.delta.stop_reason },
})}\n\n`;
}
}
// Handle Mistral models
else if (modelId.toLowerCase().includes("mistral")) {
if (parsed.choices?.[0]?.message?.tool_calls) {
const toolCalls = parsed.choices[0].message.tool_calls;
for (const toolCall of toolCalls) {
yield `data: ${JSON.stringify({
type: "content_block_start",
content_block: {
type: "tool_use",
id: toolCall.id || `tool-${Date.now()}`,
name: toolCall.function?.name,
},
})}\n\n`;
if (toolCall.function?.arguments) {
yield `data: ${JSON.stringify({
type: "content_block_delta",
delta: {
type: "input_json_delta",
partial_json: toolCall.function.arguments,
},
})}\n\n`;
}
yield `data: ${JSON.stringify({
type: "content_block_stop",
})}\n\n`;
}
} else if (parsed.choices?.[0]?.message?.content) {
yield `data: ${JSON.stringify({
delta: { text: parsed.choices[0].message.content },
})}\n\n`;
}
if (parsed.choices?.[0]?.finish_reason) {
yield `data: ${JSON.stringify({
delta: { stop_reason: parsed.choices[0].finish_reason },
})}\n\n`;
}
}
// Handle Llama models
else if (modelId.toLowerCase().includes("llama")) {
if (parsed.generation) {
yield `data: ${JSON.stringify({
delta: { text: parsed.generation },
})}\n\n`;
}
if (parsed.stop_reason) {
yield `data: ${JSON.stringify({
delta: { stop_reason: parsed.stop_reason },
})}\n\n`;
}
}
// Handle Titan models
else if (modelId.toLowerCase().includes("titan")) {
if (parsed.outputText) {
yield `data: ${JSON.stringify({
delta: { text: parsed.outputText },
})}\n\n`;
}
if (parsed.completionReason) {
yield `data: ${JSON.stringify({
delta: { stop_reason: parsed.completionReason },
})}\n\n`;
}
}
// Handle other models with basic text output
else {
const text = parsed.response || parsed.output || "";
if (text) {
yield `data: ${JSON.stringify({
delta: { text },
})}\n\n`;
}
}
}
} finally {
reader.releaseLock();
else if (res.content?.[0]?.text) {
message = res.content[0].text;
}
// Handle other response formats
else {
message = res.output || res.response || res.message || "";
}
return message;
}