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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,76 @@ | ||
| import { MilvusClient, DataType } from "@zilliz/milvus2-sdk-node"; | ||
|
|
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| if (!process.env.MILVUS_URL) { | ||
| throw new Error('MILVUS_URL is not defined'); | ||
| } | ||
|
|
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| const EMBEDDING_DIM = 1536; | ||
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| const BLOCK_FIELDS = [ | ||
| { | ||
| name: 'block_id', | ||
| description: 'The ID of the block (Same as the ID of the block in mongoDB)', | ||
| data_type: DataType.VarChar, | ||
| max_length: 24, | ||
| is_primary_key: true, | ||
| }, | ||
| { | ||
| name: 'page_id', | ||
| description: 'The ID of the page that the block belongs to', | ||
| max_length: 24, | ||
| data_type: DataType.VarChar, | ||
| }, | ||
| { | ||
| name: 'embedding', | ||
| description: 'The embedding of the block (Generated by OpenAI)', | ||
| data_type: DataType.FloatVector, | ||
| dim: EMBEDDING_DIM, | ||
| }, | ||
| { | ||
| name: 'content', | ||
| description: 'The content of the block', | ||
| data_type: DataType.VarChar, | ||
| max_length: 1000, | ||
| }, | ||
| { | ||
| name: 'context', | ||
| description: 'The context of the block', | ||
| data_type: DataType.VarChar, | ||
| max_length: (24 + 2) * 11 + 2, | ||
| } | ||
| ] | ||
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| const milvusClient = new MilvusClient( | ||
| process.env.MILVUS_URL, | ||
| true, | ||
| process.env.MILVUS_USERNAME, | ||
| process.env.MILVUS_PASSWORD | ||
| ); | ||
|
|
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| (async () => { | ||
| const doesCollectionExist = await milvusClient.hasCollection({ | ||
| collection_name: 'blocks', | ||
| }); | ||
|
|
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| if (doesCollectionExist.status.error_code !== 'Success') { | ||
| throw new Error(doesCollectionExist.status.reason); | ||
| } | ||
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|
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| if (doesCollectionExist.value) return; | ||
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| await milvusClient.createCollection({ | ||
| collection_name: 'blocks', | ||
| description: 'Collection for storing block embeddings', | ||
| fields: BLOCK_FIELDS, | ||
| }); | ||
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| await milvusClient.createIndex({ | ||
| collection_name: 'blocks', | ||
| field_name: 'embedding', | ||
| index_type: 'AUTOINDEX', | ||
| index_name: 'embedding_index', | ||
| metric_type: 'L2', | ||
| }); | ||
| })(); | ||
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| export default milvusClient; |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,14 @@ | ||
| import { Configuration, OpenAIApi } from 'openai'; | ||
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| if (!process.env.OPENAI_API_KEY) { | ||
| throw new Error('OPENAI_API_KEY is not defined'); | ||
| } | ||
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| const configuration = new Configuration({ | ||
| apiKey: process.env.OPENAI_API_KEY, | ||
| }); | ||
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| const OpenAIClient = new OpenAIApi(configuration); | ||
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|
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| export default OpenAIClient; | ||
|
|
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