Pinecone

app.py

@@ -9,6 +9,8 @@ import time
 from cnocr import CnOcr
 import pinecone
 
+from langchain.vectorstores import Pinecone
+from langchain.embeddings.openai import OpenAIEmbeddings
 
 # from langchain.document_loaders import PyPDFLoader
 from langchain.document_loaders import UnstructuredWordDocumentLoader
@@ -39,6 +41,24 @@ pinecone.init(api_key="ffb1f594-0915-4ebf-835f-c1eaa62fdcdc",environment = "us-w
 index = pinecone.Index(index_name="test")
 
 
+def pine(data):
+    char_text_spliter = CharacterTextSplitter(chunk_size = 1000, chunk_overlap=0)
+    doc_text = char_text_spliter.split_documents(data)
+
+    Embedding_model = "text-embedding-ada-002"
+    embeddings = OpenAIEmbeddings(openai_api_key="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")
+
+    pinecone.init(api_key = "ffb1f594-0915-4ebf-835f-c1eaa62fdcdc",
+              environment = "us-west4-gcp-free"
+              )
+
+    index_name = "test"
+    docstore = Pinecone.from_texts([d.page_content for d in doc_text],embeddings,index_name = index_name,namespace='a1')
+
+
+    
+
+
 def get_emb(text):
     emb_url = 'https://Raghav001-API.hf.space/embeddings'
     data = {"content": text}
@@ -251,7 +271,7 @@ with gr.Blocks() as demo:
             chat_bu = gr.Button(value='Clear', visible=False)
 
     file.change(up_file, [file], [txt, doc_bu, md]) #hiding the text
-    doc_bu.click(doc_emb, [txt], [doc_text_state, doc_emb_state, msg_txt, chat_bu, md, chat_bot])
+    doc_bu.click([doc_emb,pine], [txt], [doc_text_state, doc_emb_state, msg_txt, chat_bu, md, chat_bot])
     msg_txt.submit(get_response, [msg_txt, chat_bot,doc_text_state, doc_emb_state], [chat_bot],queue=False)
     chat_bu.click(lambda: None, None, chat_bot, queue=False)