完善llama和mistral模型的推理功能

This commit is contained in:
glay
2024-11-23 18:23:20 +08:00
parent 238eb70986
commit 513cf1b206
2 changed files with 134 additions and 69 deletions

View File

@@ -15,7 +15,8 @@ function parseEventData(chunk: Uint8Array): any {
// AWS Bedrock wraps the response in a 'body' field
if (typeof parsed.body === "string") {
try {
return JSON.parse(parsed.body);
const bodyJson = JSON.parse(parsed.body);
return bodyJson;
} catch (e) {
return { output: parsed.body };
}
@@ -89,10 +90,12 @@ async function* transformBedrockStream(
})}\n\n`;
}
}
// Handle LLaMA3 models
else if (modelId.startsWith("us.meta.llama3")) {
// Handle LLaMA models
else if (modelId.startsWith("us.meta.llama")) {
let text = "";
if (parsed.generation) {
if (parsed.outputs?.[0]?.text) {
text = parsed.outputs[0].text;
} else if (parsed.generation) {
text = parsed.generation;
} else if (parsed.output) {
text = parsed.output;
@@ -101,8 +104,6 @@ async function* transformBedrockStream(
}
if (text) {
// Clean up any control characters or invalid JSON characters
text = text.replace(/[\x00-\x1F\x7F-\x9F]/g, "");
yield `data: ${JSON.stringify({
delta: { text },
})}\n\n`;
@@ -162,6 +163,7 @@ async function* transformBedrockStream(
function validateRequest(body: any, modelId: string): void {
if (!modelId) throw new Error("Model ID is required");
// Handle nested body structure
const bodyContent = body.body || body;
if (modelId.startsWith("anthropic.claude")) {
@@ -180,22 +182,20 @@ function validateRequest(body: any, modelId: string): void {
} else if (typeof body.prompt !== "string") {
throw new Error("prompt is required for Claude 2 and earlier");
}
} else if (modelId.startsWith("us.meta.llama3")) {
if (!bodyContent.prompt) {
throw new Error("prompt is required for LLaMA3 models");
} else if (modelId.startsWith("us.meta.llama")) {
if (!bodyContent.prompt || typeof bodyContent.prompt !== "string") {
throw new Error("prompt string is required for LLaMA models");
}
if (
!bodyContent.max_gen_len ||
typeof bodyContent.max_gen_len !== "number"
) {
throw new Error("max_gen_len must be a positive number for LLaMA models");
}
} else if (modelId.startsWith("mistral.mistral")) {
if (!bodyContent.prompt) {
throw new Error("prompt is required for Mistral models");
}
if (
!bodyContent.prompt.startsWith("<s>[INST]") ||
!bodyContent.prompt.includes("[/INST]")
) {
throw new Error(
"Mistral prompt must be wrapped in <s>[INST] and [/INST] tags",
);
}
} else if (modelId.startsWith("amazon.titan")) {
if (!bodyContent.inputText) throw new Error("Titan requires inputText");
}
@@ -250,7 +250,6 @@ async function requestBedrock(req: NextRequest) {
try {
// Determine the endpoint and request body based on model type
let endpoint;
let requestBody;
const bodyText = await req.clone().text();
if (!bodyText) {
@@ -258,6 +257,10 @@ async function requestBedrock(req: NextRequest) {
}
const bodyJson = JSON.parse(bodyText);
// Debug log the request body
console.log("Original request body:", JSON.stringify(bodyJson, null, 2));
validateRequest(bodyJson, modelId);
// For all models, use standard endpoints
@@ -267,26 +270,44 @@ async function requestBedrock(req: NextRequest) {
endpoint = `${baseEndpoint}/model/${modelId}/invoke-with-response-stream`;
}
// Set content type and accept headers for Mistral models
// Set additional headers based on model type
const additionalHeaders: Record<string, string> = {};
if (
modelId.startsWith("us.meta.llama") ||
modelId.startsWith("mistral.mistral")
) {
additionalHeaders["content-type"] = "application/json";
additionalHeaders["accept"] = "application/json";
}
// For Mistral models, unwrap the body object
const finalRequestBody =
modelId.startsWith("mistral.mistral") && bodyJson.body
? bodyJson.body
: bodyJson;
// Set content type and accept headers for specific models
const headers = await sign({
method: "POST",
url: endpoint,
region: awsRegion,
accessKeyId: awsAccessKey,
secretAccessKey: awsSecretKey,
body: JSON.stringify(bodyJson.body || bodyJson),
body: JSON.stringify(finalRequestBody),
service: "bedrock",
isStreaming: shouldStream !== "false",
...(modelId.startsWith("mistral.mistral") && {
contentType: "application/json",
accept: "application/json",
}),
additionalHeaders,
});
// Debug log the final request body
// console.log("Final request endpoint:", endpoint);
// console.log(headers);
// console.log("Final request body:", JSON.stringify(finalRequestBody, null, 2));
const res = await fetch(endpoint, {
method: "POST",
headers,
body: JSON.stringify(bodyJson.body || bodyJson),
body: JSON.stringify(finalRequestBody),
redirect: "manual",
// @ts-ignore
duplex: "half",