oai-reverse-proxy/src/shared/key-management/azure/provider.ts

213 lines
7.0 KiB
TypeScript

import crypto from "crypto";
import { Key, KeyProvider } from "..";
import { config } from "../../../config";
import { logger } from "../../../logger";
import type { AzureOpenAIModelFamily } from "../../models";
import { getAzureOpenAIModelFamily } from "../../models";
import { OpenAIModel } from "../openai/provider";
import { AzureOpenAIKeyChecker } from "./checker";
import { AwsKeyChecker } from "../aws/checker";
export type AzureOpenAIModel = Exclude<OpenAIModel, "dall-e">;
type AzureOpenAIKeyUsage = {
[K in AzureOpenAIModelFamily as `${K}Tokens`]: number;
};
export interface AzureOpenAIKey extends Key, AzureOpenAIKeyUsage {
readonly service: "azure";
readonly modelFamilies: AzureOpenAIModelFamily[];
/** The time at which this key was last rate limited. */
rateLimitedAt: number;
/** The time until which this key is rate limited. */
rateLimitedUntil: number;
contentFiltering: boolean;
}
/**
* Upon being rate limited, a key will be locked out for this many milliseconds
* while we wait for other concurrent requests to finish.
*/
const RATE_LIMIT_LOCKOUT = 4000;
/**
* Upon assigning a key, we will wait this many milliseconds before allowing it
* to be used again. This is to prevent the queue from flooding a key with too
* many requests while we wait to learn whether previous ones succeeded.
*/
const KEY_REUSE_DELAY = 250;
export class AzureOpenAIKeyProvider implements KeyProvider<AzureOpenAIKey> {
readonly service = "azure";
private keys: AzureOpenAIKey[] = [];
private checker?: AzureOpenAIKeyChecker;
private log = logger.child({ module: "key-provider", service: this.service });
constructor() {
const keyConfig = config.azureCredentials;
if (!keyConfig) {
this.log.warn(
"AZURE_CREDENTIALS is not set. Azure OpenAI API will not be available."
);
return;
}
let bareKeys: string[];
bareKeys = [...new Set(keyConfig.split(",").map((k) => k.trim()))];
for (const key of bareKeys) {
const newKey: AzureOpenAIKey = {
key,
service: this.service,
modelFamilies: ["azure-gpt4"],
isDisabled: false,
isRevoked: false,
promptCount: 0,
lastUsed: 0,
rateLimitedAt: 0,
rateLimitedUntil: 0,
contentFiltering: false,
hash: `azu-${crypto
.createHash("sha256")
.update(key)
.digest("hex")
.slice(0, 8)}`,
lastChecked: 0,
"azure-turboTokens": 0,
"azure-gpt4Tokens": 0,
"azure-gpt4-32kTokens": 0,
"azure-gpt4-turboTokens": 0,
};
this.keys.push(newKey);
}
this.log.info({ keyCount: this.keys.length }, "Loaded Azure OpenAI keys.");
}
public init() {
if (config.checkKeys) {
this.checker = new AzureOpenAIKeyChecker(
this.keys,
this.update.bind(this)
);
this.checker.start();
}
}
public list() {
return this.keys.map((k) => Object.freeze({ ...k, key: undefined }));
}
public get(model: AzureOpenAIModel) {
const neededFamily = getAzureOpenAIModelFamily(model);
const availableKeys = this.keys.filter(
(k) => !k.isDisabled && k.modelFamilies.includes(neededFamily)
);
if (availableKeys.length === 0) {
throw new Error(`No keys available for model family '${neededFamily}'.`);
}
// (largely copied from the OpenAI provider, without trial key support)
// Select a key, from highest priority to lowest priority:
// 1. Keys which are not rate limited
// a. If all keys were rate limited recently, select the least-recently
// rate limited key.
// 3. Keys which have not been used in the longest time
const now = Date.now();
const keysByPriority = availableKeys.sort((a, b) => {
const aRateLimited = now - a.rateLimitedAt < RATE_LIMIT_LOCKOUT;
const bRateLimited = now - b.rateLimitedAt < RATE_LIMIT_LOCKOUT;
if (aRateLimited && !bRateLimited) return 1;
if (!aRateLimited && bRateLimited) return -1;
if (aRateLimited && bRateLimited) {
return a.rateLimitedAt - b.rateLimitedAt;
}
return a.lastUsed - b.lastUsed;
});
const selectedKey = keysByPriority[0];
selectedKey.lastUsed = now;
this.throttle(selectedKey.hash);
return { ...selectedKey };
}
public disable(key: AzureOpenAIKey) {
const keyFromPool = this.keys.find((k) => k.hash === key.hash);
if (!keyFromPool || keyFromPool.isDisabled) return;
keyFromPool.isDisabled = true;
this.log.warn({ key: key.hash }, "Key disabled");
}
public update(hash: string, update: Partial<AzureOpenAIKey>) {
const keyFromPool = this.keys.find((k) => k.hash === hash)!;
Object.assign(keyFromPool, { lastChecked: Date.now(), ...update });
}
public available() {
return this.keys.filter((k) => !k.isDisabled).length;
}
public incrementUsage(hash: string, model: string, tokens: number) {
const key = this.keys.find((k) => k.hash === hash);
if (!key) return;
key.promptCount++;
key[`${getAzureOpenAIModelFamily(model)}Tokens`] += tokens;
}
// TODO: all of this shit is duplicate code
public getLockoutPeriod() {
const activeKeys = this.keys.filter((k) => !k.isDisabled);
// Don't lock out if there are no keys available or the queue will stall.
// Just let it through so the add-key middleware can throw an error.
if (activeKeys.length === 0) return 0;
const now = Date.now();
const rateLimitedKeys = activeKeys.filter((k) => now < k.rateLimitedUntil);
const anyNotRateLimited = rateLimitedKeys.length < activeKeys.length;
if (anyNotRateLimited) return 0;
// If all keys are rate-limited, return time until the first key is ready.
return Math.min(...activeKeys.map((k) => k.rateLimitedUntil - now));
}
/**
* This is called when we receive a 429, which means there are already five
* concurrent requests running on this key. We don't have any information on
* when these requests will resolve, so all we can do is wait a bit and try
* again. We will lock the key for 2 seconds after getting a 429 before
* retrying in order to give the other requests a chance to finish.
*/
public markRateLimited(keyHash: string) {
this.log.debug({ key: keyHash }, "Key rate limited");
const key = this.keys.find((k) => k.hash === keyHash)!;
const now = Date.now();
key.rateLimitedAt = now;
key.rateLimitedUntil = now + RATE_LIMIT_LOCKOUT;
}
public recheck() {
this.keys.forEach(({ hash }) =>
this.update(hash, { lastChecked: 0, isDisabled: false })
);
}
/**
* Applies a short artificial delay to the key upon dequeueing, in order to
* prevent it from being immediately assigned to another request before the
* current one can be dispatched.
**/
private throttle(hash: string) {
const now = Date.now();
const key = this.keys.find((k) => k.hash === hash)!;
const currentRateLimit = key.rateLimitedUntil;
const nextRateLimit = now + KEY_REUSE_DELAY;
key.rateLimitedAt = now;
key.rateLimitedUntil = Math.max(currentRateLimit, nextRateLimit);
}
}