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chore: fixes dev-ui-gallery sample (#1051)
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,132 @@ | ||
| /** | ||
| * 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. | ||
| */ | ||
|
|
||
| import { devLocalVectorstore } from '@genkit-ai/dev-local-vectorstore'; | ||
| import { genkitEval, GenkitMetric } from '@genkit-ai/evaluator'; | ||
| import { geminiPro, googleAI } from '@genkit-ai/googleai'; | ||
| import { | ||
| claude3Haiku, | ||
| claude3Opus, | ||
| claude3Sonnet, | ||
| textEmbeddingGecko, | ||
| vertexAI, | ||
| VertexAIEvaluationMetricType, | ||
| } from '@genkit-ai/vertexai'; | ||
| import { dotprompt, genkit } from 'genkit'; | ||
| import { chroma } from 'genkitx-chromadb'; | ||
| import { ollama } from 'genkitx-ollama'; | ||
| import { pinecone } from 'genkitx-pinecone'; | ||
|
|
||
| // Turn off safety checks for evaluation so that the LLM as an evaluator can | ||
| // respond appropriately to potentially harmful content without error. | ||
| export const PERMISSIVE_SAFETY_SETTINGS: any = { | ||
| safetySettings: [ | ||
| { | ||
| category: 'HARM_CATEGORY_HATE_SPEECH', | ||
| threshold: 'BLOCK_NONE', | ||
| }, | ||
| { | ||
| category: 'HARM_CATEGORY_DANGEROUS_CONTENT', | ||
| threshold: 'BLOCK_NONE', | ||
| }, | ||
| { | ||
| category: 'HARM_CATEGORY_HARASSMENT', | ||
| threshold: 'BLOCK_NONE', | ||
| }, | ||
| { | ||
| category: 'HARM_CATEGORY_SEXUALLY_EXPLICIT', | ||
| threshold: 'BLOCK_NONE', | ||
| }, | ||
| ], | ||
| }; | ||
|
|
||
| export const ai = genkit({ | ||
| // load at least one plugin representing each action type | ||
| plugins: [ | ||
| // model providers | ||
| googleAI({ | ||
| apiVersion: ['v1', 'v1beta'], | ||
| }), | ||
| ollama({ | ||
| models: [ | ||
| { name: 'llama2' }, | ||
| { name: 'llama3' }, | ||
| { | ||
| name: 'gemma', | ||
| type: 'generate', | ||
| }, | ||
| ], | ||
| serverAddress: 'http://127.0.0.1:11434', // default local address | ||
| }), | ||
| vertexAI({ | ||
| location: 'us-central1', | ||
| modelGardenModels: [claude3Haiku, claude3Sonnet, claude3Opus], | ||
| evaluation: { | ||
| metrics: [ | ||
| VertexAIEvaluationMetricType.BLEU, | ||
| VertexAIEvaluationMetricType.GROUNDEDNESS, | ||
| VertexAIEvaluationMetricType.SAFETY, | ||
| { | ||
| type: VertexAIEvaluationMetricType.ROUGE, | ||
| metricSpec: { | ||
| rougeType: 'rougeLsum', | ||
| useStemmer: true, | ||
| splitSummaries: 'true', | ||
| }, | ||
| }, | ||
| ], | ||
| }, | ||
| }), | ||
|
|
||
| // vector stores | ||
| chroma([ | ||
| { | ||
| collectionName: 'chroma-collection', | ||
| embedder: textEmbeddingGecko, | ||
| embedderOptions: { taskType: 'RETRIEVAL_DOCUMENT' }, | ||
| }, | ||
| ]), | ||
| devLocalVectorstore([ | ||
| { | ||
| indexName: 'naive-index', | ||
| embedder: textEmbeddingGecko, | ||
| embedderOptions: { taskType: 'RETRIEVAL_DOCUMENT' }, | ||
| }, | ||
| ]), | ||
| pinecone([ | ||
| { | ||
| indexId: 'pinecone-index', | ||
| embedder: textEmbeddingGecko, | ||
| embedderOptions: { taskType: 'RETRIEVAL_DOCUMENT' }, | ||
| }, | ||
| ]), | ||
|
|
||
| // evaluation | ||
| genkitEval({ | ||
| judge: geminiPro, | ||
| judgeConfig: PERMISSIVE_SAFETY_SETTINGS, | ||
| embedder: textEmbeddingGecko, | ||
| metrics: [ | ||
| GenkitMetric.ANSWER_RELEVANCY, | ||
| GenkitMetric.FAITHFULNESS, | ||
| GenkitMetric.MALICIOUSNESS, | ||
| ], | ||
| }), | ||
|
|
||
| // prompt files | ||
| dotprompt({ dir: './prompts' }), | ||
| ], | ||
| }); |
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