Can't load embeddings from documents into the index

Support
,
1

Hi,

Recently I’ve tried to load a merge of two pdf documents into Pinecone DB.

I used the following code:

from langchain.text_splitter import RecursiveCharacterTextSplitter
from langchain.embeddings.openai import OpenAIEmbeddings
from langchain.vectorstores import Pinecone
from langchain.llms import OpenAI


def chunk_data(docs, chunk_size=800, chunk_overlap=50) -> list:
    text_splitter = RecursiveCharacterTextSplitter(chunk_size=chunk_size, chunk_overlap=chunk_overlap)
    split_docs = text_splitter.create_documents(docs)
    return split_docs

doc1 = chunk_data(doc, chunk_size=800, chunk_overlap=50)
doc2 = chunk_data(other_doc, chunk_size=800, chunk_overlap=50)

embeddings = OpenAIEmbeddings(api_key=openai_api_key)

index_name = 'index_name'

pinecone.Pinecone(
    api_key=pinecone_api_key,
    enviornment=environment  # Should be 'environment'
)

all_chunks = doc1 + doc2

index = Pinecone.from_texts(all_chunks, embeddings, index_name=index_name)

And then I get this error:

--------------------------------------------------------------------------- TypeError Traceback (most recent call last) Cell In[122], line 1 ----> 1 index = Pinecone.from_texts(doc_chunks, embeddings, index_name=index_name) File c:\Users\egora\ML\tartot_reader\venv\Lib\site-packages\langchain_community\vectorstores\pinecone.py:435, in Pinecone.from_texts(cls, texts, embedding, metadatas, ids, batch_size, text_key, namespace, index_name, upsert_kwargs, pool_threads, embeddings_chunk_size, **kwargs)
…
TypeError: expected string or buffer

Same thing happens when I try to upload only 1 document and not a combination of 2 pdf chunks.

2

I have the same issue.

And the most interesting that Python type() method tells me that my vector is a list, and pinecone_client 4.0.0 library raises error that vector is a string. It is so strange error.

I use the index with 1536 dimensions to host vectors from the text-embedding-3-small Openai model.
For debugging purposes I decided to print vector type with “type(vector)” and vector itself before upserting it to Pinecone. Here is what my code prints:

vector type: <class ‘list’>
vector: [-0.02244803, 0.020423306, 0.002095464, -0.026635814, -0.030433744, 0.012022587, 0.0017354779, 0.0020184363, 0.006860168, -0.029176151, -0.027189154, -0.004247519, -0.06881547, 0.009362778, -0.0018423733, -0.01892677, -0.069268204, 0.01886389, 0.02081316, -0.016160067, 0.0115006855, 0.028421596, 0.0044172946, -0.032722563, -0.002246375, -0.029402517, -0.04557516, -0.0036784587, 0.028144926, 0.021957569, 0.0042412314, -0.021278469, 0.03161588, -0.016285826, -0.044745147, -0.021655746, 0.045097277, -0.042079054, -0.020448457, 0.013255027, 0.021353925, 0.02386911, -0.00554284, -0.035187446, -0.03445804, -0.006247092, -0.05035401, 0.014097614, -0.034382585, 0.036998376, 0.010563779, 0.051611606, -0.010249381, 0.08586843, -0.021756355, -0.00864595, 0.03392985, 0.025516557, -0.008777997, 0.018084183, -0.003123546, -0.04222996, 0.0014085039, -0.01315442, -0.014663531, -0.03392985, -0.0009942843, 0.047662765, -0.047562156, 0.009494825, 0.026962787, 0.0060773166, -0.0145755, 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Error: Invalid vector value passed: cannot interpret type <class ‘str’>

I do not have any logic on my side that converts my vector to a string. So this error is tremendously strange because the Python thinks that the vector is a list, and the pinecone_client 4.0.0 library or Pinecone API thinks that it is a string.

Can someone from Pinecone support tell if it’s a bug from Pinecone side?

3

Hi @egor.a.kolpakov and welcome to the Pinecone forums!

It looks like you’re using outdated code:

from langchain... import Pinecone

Please review our updated LangChain guide and our doc on resolving the Pinecone attribute error

for working examples and resolution!

Hope this helps.

Best,
Zack

4

@egor.a.kolpakov and @klym - please share which tutorial / blog post / docs you were following when you found this code.

We want to identify it so we can work with the author to update their code examples.

Thanks so much!

5

Hi @zack.p ,

I was following Krish Naik YT.
Link to the video: https://www.youtube.com/watch?v=erUfLIi9OFM

The code which he’s referring to was working like 2 month back, but for a new project where I created a new environment it doesn’t. I guess because of updates.

6

@egor.a.kolpakov,

Thanks so much for your quick reply—we really appreciate it! I’ve reached out to Krish to explain we have updated code and left a link to our up-to-date LangChain guide.

Best,
Zack

7

I used a different code; the error was just a similar one. However, when I tried to reproduce the error with a simpler example than in my current code, I discovered what was causing it and fixed it. The error in my code occurred when I accidentally used syntax for the upsert method that was slightly different from the recommended syntax. Now, it has been fixed.

@ZacharyProser, thank you for your quick reply!

1 Like
8

@klym Awesome - so glad to hear you got it working!

Best,
Zack