Hello Friends:
I’m newbie to Pinecone so your help is greatly appreciated.
Here is my issue details:
-
Via the WebUI, I manually created the following index, specifying the text-embedding-3-large model: my-test-index
-
Then, using the first Python script below, I successfully uploaded a
./FAQ.txtdocument to it. It is the only document in the index, and it’s contents appears at the very bottom of this post. -
Finally, using the second Python script below, I queried the index with variations of the text: What classes are offered at your facility?
The issue I’m facing is that I always receive this response:
{'matches': [{'id': 'DOC0001', 'score': 0.576828599, 'values': []}],
'namespace': 'namespace01',
'usage': {'read_units': 6}}
Naturally, I’m missing something and would appreciate your guidance. Thank you in advance. 
(1) Document upsert Python script:
#! /usr/bin/env python3
import openai
from pinecone import Pinecone, ServerlessSpec
# ----------------------------------------------------------------------------------
openai.api_key = 'sk-proj-yyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyy'
PINECONE_API_KEY = 'pcsk_xxxxxx_xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx'
(DOC_PATH, DOC_UNIQUE_ID, DOC_PINECONE_NAMESPACE) = ('./FAQ.txt', 'DOC0001', 'namespace01')
(PINECONE_INDEX, PINECONE_INDEX_MODEL, PINECONE_ENVIRONMENT) = ('my-test-index',
'text-embedding-3-large',
'us-east-1')
# ----------------------------------------------------------------------------------
def get_openai_embeddings(text):
response = openai.embeddings.create(input=text, model=PINECONE_INDEX_MODEL)
return response.data[0].embedding
pc = Pinecone(api_key = PINECONE_API_KEY)
if not pc.has_index(PINECONE_INDEX):
pc.create_index(name=PINECONE_INDEX,
dimension=3072,
metric="cosine",
deletion_protection="disabled",
spec=ServerlessSpec(cloud="aws", region="us-east-1"))
with open(DOC_PATH, "r", encoding="utf-8") as f: text = f.read()
embedding = get_openai_embeddings(text)
index = pc.Index(PINECONE_INDEX)
index.upsert([(DOC_UNIQUE_ID, embedding),], namespace = DOC_PINECONE_NAMESPACE)
print(f"Document with ID '{DOC_UNIQUE_ID}' has been upserted into the Pinecone index.")
(2) Query Python script:
from pinecone import Pinecone, ServerlessSpec
import openai
OPENAI_API_KEY = 'sk-proj-yyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyy'
OPENAI_EMBEDDING_MODEL = 'text-embedding-3-large'
PINECONE_API_KEY = 'pcsk_xxxxxx_xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx'
PINECONE_INDEX = 'my-test-index'
PINECONE_ENVIRONMENT = 'us-east-1'
PINECONE_NAMESPACE = "namespace01"
openai.api_key = OPENAI_API_KEY
pc = Pinecone(api_key = PINECONE_API_KEY)
index = pc.Index(PINECONE_INDEX)
def get_embedding(text: str, model: str = OPENAI_EMBEDDING_MODEL) -> list:
response = openai.embeddings.create(input=text, model=model)
return response.data[0].embedding
def query_pinecone(embedding: list, top_k: int = 5) -> list:
query_response = index.query(
namespace=PINECONE_NAMESPACE,
top_k=top_k,
vector=embedding,
include_metadata=True
)
return [f"{query_response['namespace']}: {match}" for match in query_response['matches']]
def query_with_natural_language(query: str, top_k: int = 5) -> list:
embedding = get_embedding(query, model=OPENAI_EMBEDDING_MODEL)
responses = query_pinecone(embedding, top_k=top_k)
return responses
if __name__ == "__main__":
user_query = "What classes are offered at your facility?"
responses = query_with_natural_language(user_query, top_k=5)
print("\nTop Responses:")
for i, response in enumerate(responses, start=1):
print(f"{i}. {response}")
(3) Document contents:
Synergy Fitness Gym FAQ.
Q1: What are your hours of operation?
A1: Our gym is open Monday to Thursday from 5am to 10pm, Friday from 5am to 9pm, Saturday from 8am to 7pm, and Sunday from 9am to 6pm.
Q2: Do I need a membership to use the facilities?
A2: No, we offer day passes for out-of-town visitors or those who prefer not to commit to a membership. Day passes are available online or at the front desk.
Q3: What types of cardio equipment do you have?
A3: Our gym features treadmills, elliptical machines, stationary bikes, and rowing machines.
Q4: Can I take group fitness classes if I'm not a member?
A4: Yes, many of our group fitness classes are open to non-members. Please check the schedule at the front desk or online for availability.
Q5: How do I sign up for personal training sessions?
A5: To schedule a personal training session, please visit our website and fill out the online form. Our staff will contact you to arrange a time that suits your schedule.
Q6: Do you offer childcare services?
A6: Unfortunately, we do not offer on-site childcare services. However, there are several nearby daycare centers and family-friendly activities available in the area.
Q7: Can I bring my dog to the gym?
A7: No, dogs are not allowed inside the gym with the exception of service animals.
Q8: What is your policy on food and beverages?
A8: We have a small selection of healthy snacks and beverages for sale at our cafe. Outside food and drinks are permitted in designated areas only.
Q9: How do I cancel or modify my membership?
A9: To cancel or modify your membership, please contact our customer service team via phone or email.
Q10: Do you have showers and locker rooms available for members?
A10: Yes, we have clean and well-maintained showers and locker rooms available for use by all members.
Q11: Can I reserve a spot on a machine or equipment?
A11: Yes, we offer a reservation system for high-demand equipment such as treadmills and stationary bikes. Please check our website or mobile app for availability.
Q12: Do you offer discounts for students, seniors, or military personnel?
A12: Yes, we offer discounted membership rates for students, seniors, and military personnel with valid ID.
Q13: How do I track my workouts and progress?
A13: We provide access to our online fitness tracking platform, where you can log your workouts, view your progress, and set goals.
Q14: Can I rent equipment or machines if mine is not in working order?
A14: Yes, we offer a rental program for equipment that is not available for purchase. Please contact our staff to arrange a rental.
Q15: Do you have any special events or activities planned throughout the year?
A15: Yes, we regularly host workshops, seminars, and fitness events. Check our website or social media accounts for upcoming events and schedule updates.
Q16: How much does membership cost?
A16: There is a month-to-month membership costing $25/month; and a annual membership costing $275/year.
Q17: What Gym classes do you offer?
A17: We currently offer five (qty. 5) classes. They are: (1) Beginners Class, (2) Intermediate Class, (3) Cycling, (4) Jazzercise, and (5) Zumba.