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import streamlit as st | |
from middlewares.utils import gen_augmented_prompt_via_websearch | |
from middlewares.chat_client import chat | |
import json | |
from pprint import pformat | |
from notion_client import Client | |
def safe_get(data, dot_chained_keys): | |
''' | |
{'a': {'b': [{'c': 1}]}} | |
safe_get(data, 'a.b.0.c') -> 1 | |
''' | |
keys = dot_chained_keys.split('.') | |
for key in keys: | |
try: | |
if isinstance(data, list): | |
data = data[int(key)] | |
else: | |
data = data[key] | |
except (KeyError, TypeError, IndexError): | |
return None | |
return data | |
def get_notion_data() : | |
integration_token = "secret_lTOe0q9dqqKQLRRb2KJwi7QFSl0vqoztroRFHW6MeQE" | |
notion_database_id = "6c0d877b823a4e3699016fa7083f3006" | |
client = Client(auth=integration_token) | |
first_db_rows = client.databases.query(notion_database_id) | |
rows = [] | |
for row in first_db_rows['results']: | |
price = safe_get(row, 'properties.($) Per Unit.number') | |
store_link = safe_get(row, 'properties.Store Link.url') | |
supplier_email = safe_get(row, 'properties.Supplier Email.email') | |
exp_del = safe_get(row, 'properties.Expected Delivery.date') | |
collections = safe_get(row, 'properties.Collection.multi_select') | |
collection_names = [] | |
for collection in collections : | |
collection_names.append(collection['name']) | |
status = safe_get(row, 'properties.Status.select.name') | |
sup_phone = safe_get(row, 'properties.Supplier Phone.phone_number') | |
stock_alert = safe_get(row, 'properties.Stock Alert.status.name') | |
prod_name = safe_get(row, 'properties.Product .title.0.text.content') | |
sku = safe_get(row, 'properties.SKU.number') | |
shipped_date = safe_get(row, 'properties.Shipped On.date') | |
on_order = safe_get(row, 'properties.On Order.number') | |
on_hand = safe_get(row, 'properties.On Hand.number') | |
size_names = [] | |
sizes = safe_get(row, 'properties.Size.multi_select') | |
for size in sizes : | |
size_names.append(size['name']) | |
rows.append({ | |
'Price Per unit': price, | |
'Store Link' : store_link, | |
'Supplier Email' : supplier_email, | |
'Expected Delivery' : exp_del, | |
'Collection' : collection_names, | |
'Status' : status, | |
'Supplier Phone' : sup_phone, | |
'Stock Alert' : stock_alert, | |
'Product Name' : prod_name, | |
'SKU' : sku, | |
'Sizes' : size_names, | |
'Shipped Date' : shipped_date, | |
'On Order' : on_order, | |
"On Hand" : on_hand, | |
}) | |
notion_data_string = pformat(rows) | |
return notion_data_string | |
def generate_chat_stream(session_state, query, config): | |
# 1. augments prompt according to the template | |
# 2. returns chat_stream and source links | |
# 3. chat_stream and source links are used by stream_handler and show_source | |
chat_bot_dict = config["CHAT_BOTS"] | |
links = [] | |
if session_state.rag_enabled: | |
with st.spinner("Fetching relevent documents from Web...."): | |
query, links = gen_augmented_prompt_via_websearch( | |
prompt=query, | |
pre_context=session_state.pre_context, | |
post_context=session_state.post_context, | |
pre_prompt=session_state.pre_prompt, | |
post_prompt=session_state.post_prompt, | |
search_vendor=session_state.search_vendor, | |
top_k=session_state.top_k, | |
n_crawl=session_state.n_crawl, | |
pass_prev=session_state.pass_prev, | |
prev_output=session_state.history[-1][1], | |
) | |
notion_data = get_notion_data() | |
with st.spinner("Generating response..."): | |
chat_stream = chat(session_state, notion_data + " " + query , config) | |
return chat_stream, links | |