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@rennokki
Last active October 10, 2023 07:52
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// Create a smol embedding; CloudflareWorkersAIEmbeddings is provided by langchain
function setupEmbeddings(env: Env): CloudflareWorkersAIEmbeddings {
return new CloudflareWorkersAIEmbeddings({
binding: env.AI as unknown as Fetcher,
modelName: '@cf/baai/bge-small-en-v1.5',
stripNewLines: true,
onFailedAttempt: (error) => {
console.log('Failed attempt on embed', error);
}
});
};
// CloudflareVectorizeStore is provided by langchain
function vectorStorage(env: Env): CloudflareVectorizeStore {
return new CloudflareVectorizeStore(setupEmbeddings(env), {
index: env.V1_VECTORIZE, // index
onFailedAttempt: (error) => {
console.log('Failed attempt on vectorize', error);
},
});
};
// Just a wiki article, tried to find smth small
const content = 'https://en.wikipedia.org/wiki/Attiki,_Athens';
// Get the Cheerio Web Loader and split docs
const rawDocs = await new CheerioWebBaseLoader(content as string).load(); // tried loadAndSplit() too
// HTML -> Docs splitter
const splitter = RecursiveCharacterTextSplitter.fromLanguage('html');
const sequence = splitter.pipe(new HtmlToTextTransformer());
// Make the sequence pass through HtmlToTextTransformer() to get the final docs
const documents = await sequence.invoke(rawDocs);
// This call triggers the error.
await vectorStorage(env).addDocuments(documents);
Script modified; context reset.
Script modified; context reset.
Failed attempt on vectorize Error: VECTOR_UPSERT_ERROR (code = 4006): Bad Request: Request body JSON schema is invalid; [
{
"code": "invalid_union",
"unionErrors": [
{
"issues": [
{
"code": "invalid_union",
"unionErrors": [
{
"issues": [
{
"code": "invalid_type",
"expected": "string",
"received": "object",
"path": [
"vectors",
0,
"metadata",
"loc"
],
"message": "Expected string, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "number",
"received": "object",
"path": [
"vectors",
0,
"metadata",
"loc"
],
"message": "Expected number, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "boolean",
"received": "object",
"path": [
"vectors",
0,
"metadata",
"loc"
],
"message": "Expected boolean, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "array",
"received": "object",
"path": [
"vectors",
0,
"metadata",
"loc"
],
"message": "Expected array, received object"
}
],
"name": "ZodError"
}
],
"path": [
"vectors",
0,
"metadata",
"loc"
],
"message": "Invalid input"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_union",
"unionErrors": [
{
"issues": [
{
"code": "invalid_type",
"expected": "string",
"received": "object",
"path": [
"vectors",
0,
"metadata",
"loc",
"lines"
],
"message": "Expected string, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "number",
"received": "object",
"path": [
"vectors",
0,
"metadata",
"loc",
"lines"
],
"message": "Expected number, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "boolean",
"received": "object",
"path": [
"vectors",
0,
"metadata",
"loc",
"lines"
],
"message": "Expected boolean, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "array",
"received": "object",
"path": [
"vectors",
0,
"metadata",
"loc",
"lines"
],
"message": "Expected array, received object"
}
],
"name": "ZodError"
}
],
"path": [
"vectors",
0,
"metadata",
Uncaught (in promise) Error: VECTOR_UPSERT_ERROR (code = 4006): Bad Request: Request body JSON schema is invalid; [
{
"code": "invalid_union",
"unionErrors": [
{
"issues": [
{
"code": "invalid_union",
"unionErrors": [
{
"issues": [
{
"code": "invalid_type",
"expected": "string",
"received": "object",
"path": [
"vectors",
0,
"metadata",
"loc"
],
"message": "Expected string, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "number",
"received": "object",
"path": [
"vectors",
0,
"metadata",
"loc"
],
"message": "Expected number, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "boolean",
"received": "object",
"path": [
"vectors",
0,
"metadata",
"loc"
],
"message": "Expected boolean, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "array",
"received": "object",
"path": [
"vectors",
0,
"metadata",
"loc"
],
"message": "Expected array, received object"
}
],
"name": "ZodError"
}
],
"path": [
"vectors",
0,
"metadata",
"loc"
],
"message": "Invalid input"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_union",
"unionErrors": [
{
"issues": [
{
"code": "invalid_type",
"expected": "string",
"received": "object",
"path": [
"vectors",
0,
"metadata",
"loc",
"lines"
],
"message": "Expected string, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "number",
"received": "object",
"path": [
"vectors",
0,
"metadata",
"loc",
"lines"
],
"message": "Expected number, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "boolean",
"received": "object",
"path": [
"vectors",
0,
"metadata",
"loc",
"lines"
],
"message": "Expected boolean, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "array",
"received": "object",
"path": [
"vectors",
0,
"metadata",
"loc",
"lines"
],
"message": "Expected array, received object"
}
],
"name": "ZodError"
}
],
"path": [
"vectors",
0,
"metadata",
_send @ cloudflare-internal:vectorize-api:109
Uncaught (in response) Error: VECTOR_UPSERT_ERROR (code = 4006): Bad Request: Request body JSON schema is invalid; [
{
"code": "invalid_union",
"unionErrors": [
{
"issues": [
{
"code": "invalid_union",
"unionErrors": [
{
"issues": [
{
"code": "invalid_type",
"expected": "string",
"received": "object",
"path": [
"vectors",
0,
"metadata",
"loc"
],
"message": "Expected string, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "number",
"received": "object",
"path": [
"vectors",
0,
"metadata",
"loc"
],
"message": "Expected number, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "boolean",
"received": "object",
"path": [
"vectors",
0,
"metadata",
"loc"
],
"message": "Expected boolean, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "array",
"received": "object",
"path": [
"vectors",
0,
"metadata",
"loc"
],
"message": "Expected array, received object"
}
],
"name": "ZodError"
}
],
"path": [
"vectors",
0,
"metadata",
"loc"
],
"message": "Invalid input"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_union",
"unionErrors": [
{
"issues": [
{
"code": "invalid_type",
"expected": "string",
"received": "object",
"path": [
"vectors",
0,
"metadata",
"loc",
"lines"
],
"message": "Expected string, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "number",
"received": "object",
"path": [
"vectors",
0,
"metadata",
"loc",
"lines"
],
"message": "Expected number, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "boolean",
"received": "object",
"path": [
"vectors",
0,
"metadata",
"loc",
"lines"
],
"message": "Expected boolean, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "array",
"received": "object",
"path": [
"vectors",
0,
"metadata",
"loc",
"lines"
],
"message": "Expected array, received object"
}
],
"name": "ZodError"
}
],
"path": [
"vectors",
0,
"metadata",
"loc",
"lines"
],
"message": "Invalid input"
}
],
"name": "ZodError"
}
],
"path": [
"vectors",
0,
"metadata",
"loc"
],
"message": "Invalid input"
},
{
"code": "invalid_union",
"unionErrors": [
{
"issues": [
{
"code": "invalid_union",
"unionErrors": [
{
"issues": [
{
"code": "invalid_type",
"expected": "string",
"received": "object",
"path": [
"vectors",
1,
"metadata",
"loc"
],
"message": "Expected string, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "number",
"received": "object",
"path": [
"vectors",
1,
"metadata",
"loc"
],
"message": "Expected number, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "boolean",
"received": "object",
"path": [
"vectors",
1,
"metadata",
"loc"
],
"message": "Expected boolean, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "array",
"received": "object",
"path": [
"vectors",
1,
"metadata",
"loc"
],
"message": "Expected array, received object"
}
],
"name": "ZodError"
}
],
"path": [
"vectors",
1,
"metadata",
"loc"
],
"message": "Invalid input"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_union",
"unionErrors": [
{
"issues": [
{
"code": "invalid_type",
"expected": "string",
"received": "object",
"path": [
"vectors",
1,
"metadata",
"loc",
"lines"
],
"message": "Expected string, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "number",
"received": "object",
"path": [
"vectors",
1,
"metadata",
"loc",
"lines"
],
"message": "Expected number, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "boolean",
"received": "object",
"path": [
"vectors",
1,
"metadata",
"loc",
"lines"
],
"message": "Expected boolean, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "array",
"received": "object",
"path": [
"vectors",
1,
"metadata",
"loc",
"lines"
],
"message": "Expected array, received object"
}
],
"name": "ZodError"
}
],
"path": [
"vectors",
1,
"metadata",
"loc",
"lines"
],
"message": "Invalid input"
}
],
"name": "ZodError"
}
],
"path": [
"vectors",
1,
"metadata",
"loc"
],
"message": "Invalid input"
},
{
"code": "invalid_union",
"unionErrors": [
{
"issues": [
{
"code": "invalid_union",
"unionErrors": [
{
"issues": [
{
"code": "invalid_type",
"expected": "string",
"received": "object",
"path": [
"vectors",
2,
"metadata",
"loc"
],
"message": "Expected string, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "number",
"received": "object",
"path": [
"vectors",
2,
"metadata",
"loc"
],
"message": "Expected number, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "boolean",
"received": "object",
"path": [
"vectors",
2,
"metadata",
"loc"
],
"message": "Expected boolean, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "array",
"received": "object",
"path": [
"vectors",
2,
"metadata",
"loc"
],
"message": "Expected array, received object"
}
],
"name": "ZodError"
}
],
"path": [
"vectors",
2,
"metadata",
"loc"
],
"message": "Invalid input"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_union",
"unionErrors": [
{
"issues": [
{
"code": "invalid_type",
"expected": "string",
"received": "object",
"path": [
"vectors",
2,
"metadata",
"loc",
"lines"
],
"message": "Expected string, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "number",
"received": "object",
"path": [
"vectors",
2,
"metadata",
"loc",
"lines"
],
"message": "Expected number, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "boolean",
"received": "object",
"path": [
"vectors",
2,
"metadata",
"loc",
"lines"
],
"message": "Expected boolean, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "array",
"received": "object",
"path": [
"vectors",
2,
"metadata",
"loc",
"lines"
],
"message": "Expected array, received object"
}
],
"name": "ZodError"
}
],
"path": [
"vectors",
2,
"metadata",
"loc",
"lines"
],
"message": "Invalid input"
}
],
"name": "ZodError"
}
],
"path": [
"vectors",
2,
"metadata",
"loc"
],
"message": "Invalid input"
},
{
"code": "invalid_union",
"unionErrors": [
{
"issues": [
{
"code": "invalid_union",
"unionErrors": [
{
"issues": [
{
"code": "invalid_type",
"expected": "string",
"received": "object",
"path": [
"vectors",
3,
"metadata",
"loc"
],
"message": "Expected string, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "number",
"received": "object",
"path": [
"vectors",
3,
"metadata",
"loc"
],
"message": "Expected number, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "boolean",
"received": "object",
"path": [
"vectors",
3,
"metadata",
"loc"
],
"message": "Expected boolean, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "array",
"received": "object",
"path": [
"vectors",
3,
"metadata",
"loc"
],
"message": "Expected array, received object"
}
],
"name": "ZodError"
}
],
"path": [
"vectors",
3,
"metadata",
"loc"
],
"message": "Invalid input"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_union",
"unionErrors": [
{
"issues": [
{
"code": "invalid_type",
"expected": "string",
"received": "object",
"path": [
"vectors",
3,
"metadata",
"loc",
"lines"
],
"message": "Expected string, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "number",
"received": "object",
"path": [
"vectors",
3,
"metadata",
"loc",
"lines"
],
"message": "Expected number, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "boolean",
"received": "object",
"path": [
"vectors",
3,
"metadata",
"loc",
"lines"
],
"message": "Expected boolean, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "array",
"received": "object",
"path": [
"vectors",
3,
"metadata",
"loc",
"lines"
],
"message": "Expected array, received object"
}
],
"name": "ZodError"
}
],
"path": [
"vectors",
3,
"metadata",
"loc",
"lines"
],
"message": "Invalid input"
}
],
"name": "ZodError"
}
],
"path": [
"vectors",
3,
"metadata",
"loc"
],
"message": "Invalid input"
},
{
"code": "invalid_union",
"unionErrors": [
{
"issues": [
{
"code": "invalid_union",
"unionErrors": [
{
"issues": [
{
"code": "invalid_type",
"expected": "string",
"received": "object",
"path": [
"vectors",
4,
"metadata",
"loc"
],
"message": "Expected string, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "number",
"received": "object",
"path": [
"vectors",
4,
"metadata",
"loc"
],
"message": "Expected number, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "boolean",
"received": "object",
"path": [
"vectors",
4,
"metadata",
"loc"
],
"message": "Expected boolean, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "array",
"received": "object",
"path": [
"vectors",
4,
"metadata",
"loc"
],
"message": "Expected array, received object"
}
],
"name": "ZodError"
}
],
"path": [
"vectors",
4,
"metadata",
"loc"
],
"message": "Invalid input"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_union",
"unionErrors": [
{
"issues": [
{
"code": "invalid_type",
"expected": "string",
"received": "object",
"path": [
"vectors",
4,
"metadata",
"loc",
"lines"
],
"message": "Expected string, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "number",
"received": "object",
"path": [
"vectors",
4,
"metadata",
"loc",
"lines"
],
"message": "Expected number, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "boolean",
"received": "object",
"path": [
"vectors",
4,
"metadata",
"loc",
"lines"
],
"message": "Expected boolean, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "array",
"received": "object",
"path": [
"vectors",
4,
"metadata",
"loc",
"lines"
],
"message": "Expected array, received object"
}
],
"name": "ZodError"
}
],
"path": [
"vectors",
4,
"metadata",
"loc",
"lines"
],
"message": "Invalid input"
}
],
"name": "ZodError"
}
],
"path": [
"vectors",
4,
"metadata",
"loc"
],
"message": "Invalid input"
},
{
"code": "invalid_union",
"unionErrors": [
{
"issues": [
{
"code": "invalid_union",
"unionErrors": [
{
"issues": [
{
"code": "invalid_type",
"expected": "string",
"received": "object",
"path": [
"vectors",
5,
"metadata",
"loc"
],
"message": "Expected string, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "number",
"received": "object",
"path": [
"vectors",
5,
"metadata",
"loc"
],
"message": "Expected number, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "boolean",
"received": "object",
"path": [
"vectors",
5,
"metadata",
"loc"
],
"message": "Expected boolean, received object"
}
],
"name": "ZodError"
},
{
"issues": [
{
"code": "invalid_type",
"expected": "array",
"received": "object",
"path": [
"vectors",
5,
"metadata",
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