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feat(js/plugins/vertexai): add context caching
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/** | ||
* Copyright 2024 Google LLC | ||
* | ||
* Licensed under the Apache License, Version 2.0 (the "License"); | ||
* you may not use this file except in compliance with the License. | ||
* You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, software | ||
* distributed under the License is distributed on an "AS IS" BASIS, | ||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
* See the License for the specific language governing permissions and | ||
* limitations under the License. | ||
*/ | ||
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export const CONTEXT_CACHE_SUPPORTED_MODELS = [ | ||
'gemini-1.5-flash-001', | ||
'gemini-1.5-pro-001', | ||
]; | ||
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export const INVALID_ARGUMENT_MESSAGES = { | ||
modelVersion: `Model version is required for context caching, supported only in ${CONTEXT_CACHE_SUPPORTED_MODELS.join(',')} models.`, | ||
tools: 'Context caching cannot be used simultaneously with tools.', | ||
codeExecution: | ||
'Context caching cannot be used simultaneously with code execution.', | ||
}; | ||
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export const DEFAULT_TTL = 300; |
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/** | ||
* @license | ||
* Copyright 2024 Google LLC | ||
* | ||
* Licensed under the Apache License, Version 2.0 (the "License"); | ||
* you may not use this file except in compliance with the License. | ||
* You may obtain a copy of the License at | ||
* | ||
* https://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, software | ||
* distributed on an "AS IS" BASIS, | ||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
*/ | ||
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import { CachedContent, StartChatParams } from '@google-cloud/vertexai'; | ||
import { | ||
ApiClient, | ||
CachedContents, | ||
} from '@google-cloud/vertexai/build/src/resources'; | ||
import { GenerateRequest, GenkitError, z } from 'genkit'; | ||
import { logger } from 'genkit/logging'; | ||
import type { CacheConfigDetails } from './types.js'; | ||
import { | ||
calculateTTL, | ||
generateCacheKey, | ||
getContentForCache, | ||
lookupContextCache, | ||
} from './utils.js'; | ||
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/** | ||
* Handles context caching and transforms the chatRequest for Vertex AI. | ||
* @param apiKey | ||
* @param request | ||
* @param chatRequest | ||
* @param modelVersion | ||
* @returns | ||
*/ | ||
export async function handleContextCache( | ||
apiClient: ApiClient, | ||
request: GenerateRequest<z.ZodTypeAny>, | ||
chatRequest: StartChatParams, | ||
modelVersion: string, | ||
cacheConfigDetails: CacheConfigDetails | ||
): Promise<{ cache: CachedContent; newChatRequest: StartChatParams }> { | ||
const cachedContentsClient = new CachedContents(apiClient); | ||
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const { cachedContent, chatRequest: newChatRequest } = getContentForCache( | ||
request, | ||
chatRequest, | ||
modelVersion, | ||
cacheConfigDetails | ||
); | ||
cachedContent.model = modelVersion; | ||
const cacheKey = generateCacheKey(cachedContent); | ||
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cachedContent.displayName = cacheKey; | ||
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let cache; | ||
try { | ||
cache = await lookupContextCache(cachedContentsClient, cacheKey); | ||
logger.debug(`Cache hit: ${cache ? 'true' : 'false'}`); | ||
} catch (error) { | ||
logger.debug('No cache found, creating one.'); | ||
} | ||
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if (!cache) { | ||
try { | ||
const createParams: CachedContent = { | ||
...cachedContent, | ||
// TODO: make this neater - idk why they chose to stringify the ttl... | ||
ttl: JSON.stringify(calculateTTL(cacheConfigDetails)) + 's', | ||
}; | ||
cache = await cachedContentsClient.create(createParams); | ||
logger.debug(`Created new cache entry with key: ${cacheKey}`); | ||
} catch (cacheError) { | ||
logger.error( | ||
`Failed to create cache with key ${cacheKey}: ${cacheError}` | ||
); | ||
throw new GenkitError({ | ||
status: 'INTERNAL', | ||
message: `Failed to create cache: ${cacheError}`, | ||
}); | ||
} | ||
} | ||
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if (!cache) { | ||
throw new GenkitError({ | ||
status: 'INTERNAL', | ||
message: 'Failed to use context cache feature', | ||
}); | ||
} | ||
// This isn't necessary, but it's nice to have for debugging purposes. | ||
newChatRequest.cachedContent = cache.name; | ||
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return { cache, newChatRequest }; | ||
} |
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/** | ||
* Copyright 2024 Google LLC | ||
* | ||
* Licensed under the Apache License, Version 2.0 (the "License"); | ||
* you may not use this file except in compliance with the License. | ||
* You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, software | ||
* distributed under the License is distributed on an "AS IS" BASIS, | ||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
* See the License for the specific language governing permissions and | ||
* limitations under the License. | ||
*/ | ||
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import { z } from 'genkit'; | ||
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export const cacheConfigSchema = z.union([ | ||
z.boolean(), | ||
z.object({ ttlSeconds: z.number().optional() }).passthrough(), | ||
]); | ||
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export type CacheConfig = z.infer<typeof cacheConfigSchema>; | ||
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export const cacheConfigDetailsSchema = z.object({ | ||
cacheConfig: cacheConfigSchema, | ||
endOfCachedContents: z.number(), | ||
}); | ||
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export type CacheConfigDetails = z.infer<typeof cacheConfigDetailsSchema>; |
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