feat: ups deps, add dotenv
This commit is contained in:
parent
0730db5727
commit
6d7600e47e
GPG Key ID:
65C4A02E1F5371A4
1
.gitignore
vendored
1
.gitignore
vendored
@ -1,3 +1,4 @@
|
||||
.env
|
||||
/transcripts
|
||||
/index
|
||||
/.idea
|
||||
|
||||
@ -5,26 +5,30 @@ import json
|
||||
|
||||
folder_path = "transcripts"
|
||||
|
||||
if not os.path.exists(folder_path):
|
||||
os.makedirs(folder_path)
|
||||
if __name__ == '__main__':
|
||||
if not os.path.exists(folder_path):
|
||||
os.makedirs(folder_path)
|
||||
|
||||
for i in range(1, 139):
|
||||
try:
|
||||
url = f"https://darknetdiaries.com/transcript/{i}"
|
||||
r = requests.get(url)
|
||||
soup = BeautifulSoup(r.text, 'html.parser')
|
||||
for i in range(1, 139):
|
||||
try:
|
||||
# fetch transcript
|
||||
url = f"https://darknetdiaries.com/transcript/{i}"
|
||||
r = requests.get(url)
|
||||
soup = BeautifulSoup(r.text, 'html.parser')
|
||||
|
||||
transcript = soup.find('pre').get_text()
|
||||
transcript = soup.find('pre').get_text()
|
||||
|
||||
url = f"https://api.darknetdiaries.com/{i}.json"
|
||||
r = requests.get(url)
|
||||
parsed_json = json.loads(r.text)
|
||||
title = parsed_json["episode_name"]
|
||||
number = parsed_json["episode_number"]
|
||||
downloads = parsed_json["total_downloads"]
|
||||
# fetch transcript metadata
|
||||
url = f"https://api.darknetdiaries.com/{i}.json"
|
||||
r = requests.get(url)
|
||||
parsed_json = json.loads(r.text)
|
||||
title = parsed_json["episode_name"]
|
||||
number = parsed_json["episode_number"]
|
||||
downloads = parsed_json["total_downloads"]
|
||||
|
||||
with open(f"{folder_path}/episode_{number}.txt", "w") as f:
|
||||
f.write(f"{title}\n{downloads}\n{transcript}")
|
||||
print(f"{number} {title}")
|
||||
except Exception:
|
||||
print(f"Failed scraping episode {i}")
|
||||
# write transcript
|
||||
with open(f"{folder_path}/episode_{number}.txt", "w", encoding='utf-8') as f:
|
||||
f.write(f"{title}\n{downloads}\n{transcript}")
|
||||
print(f"{number} {title}")
|
||||
except Exception as err:
|
||||
print(f"Failed scraping episode {i} : [{err}]")
|
||||
|
||||
174
main.py
174
main.py
@ -6,100 +6,108 @@ from llama_index.llms import OpenAI, ChatMessage, MessageRole
|
||||
from llama_index.prompts import ChatPromptTemplate
|
||||
# from llama_index import set_global_handler
|
||||
from llama_index.chat_engine.types import ChatMode
|
||||
from dotenv import load_dotenv
|
||||
import os
|
||||
import re
|
||||
|
||||
# set_global_handler("simple")
|
||||
|
||||
llm = OpenAI(model="gpt-4", temperature=0, max_tokens=256)
|
||||
# load .env
|
||||
load_dotenv()
|
||||
OPEN_API_KEY = os.getenv('OPEN_API_KEY')
|
||||
|
||||
# config llm context
|
||||
llm = OpenAI(model="gpt-4", temperature=0, max_tokens=256, api_key="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")
|
||||
service_context = ServiceContext.from_defaults(llm=llm)
|
||||
set_global_service_context(service_context)
|
||||
|
||||
if not os.path.exists("./index/lock"):
|
||||
documents = []
|
||||
for filename in os.listdir("./transcripts"):
|
||||
episode_number = re.search(r'\d+', filename).group()
|
||||
with open("./transcripts/" + filename, 'r') as f:
|
||||
title = f.readline().strip()
|
||||
downloads = f.readline().strip()
|
||||
content = f.read()
|
||||
document = Document(
|
||||
text=content,
|
||||
doc_id=filename,
|
||||
metadata={
|
||||
"episode_number": episode_number,
|
||||
"episode_title": title,
|
||||
"episode_downloads": downloads,
|
||||
"episode_url": f"https://darknetdiaries.com/episode/{episode_number}/"
|
||||
}
|
||||
)
|
||||
documents.append(document)
|
||||
# TODO split in small functions
|
||||
if __name__ == '__main__':
|
||||
if not os.path.exists("./index/lock"):
|
||||
documents = []
|
||||
for filename in os.listdir("./transcripts"):
|
||||
episode_number = re.search(r'\d+', filename).group()
|
||||
with open("./transcripts/" + filename, 'r') as f:
|
||||
title = f.readline().strip()
|
||||
downloads = f.readline().strip()
|
||||
content = f.read()
|
||||
document = Document(
|
||||
text=content,
|
||||
doc_id=filename,
|
||||
metadata={
|
||||
"episode_number": episode_number,
|
||||
"episode_title": title,
|
||||
"episode_downloads": downloads,
|
||||
"episode_url": f"https://darknetdiaries.com/episode/{episode_number}/"
|
||||
}
|
||||
)
|
||||
documents.append(document)
|
||||
|
||||
parser = SimpleNodeParser.from_defaults()
|
||||
nodes = parser.get_nodes_from_documents(documents)
|
||||
parser = SimpleNodeParser.from_defaults()
|
||||
nodes = parser.get_nodes_from_documents(documents)
|
||||
|
||||
index = VectorStoreIndex(nodes, show_progress=True)
|
||||
index.storage_context.persist(persist_dir="./index")
|
||||
open("./index/lock", 'a').close()
|
||||
else:
|
||||
print("Loading index...")
|
||||
storage_context = StorageContext.from_defaults(persist_dir="./index")
|
||||
index = load_index_from_storage(storage_context)
|
||||
index = VectorStoreIndex(nodes, show_progress=True)
|
||||
index.storage_context.persist(persist_dir="./index")
|
||||
open("./index/lock", 'a').close()
|
||||
else:
|
||||
print("Loading index...")
|
||||
storage_context = StorageContext.from_defaults(persist_dir="./index")
|
||||
index = load_index_from_storage(storage_context)
|
||||
|
||||
chat_text_qa_msgs = [
|
||||
ChatMessage(
|
||||
role=MessageRole.SYSTEM,
|
||||
content=(
|
||||
"You have been trained on the Darknet Diaries podcast transcripts with data from october 6 2023."
|
||||
"You are an expert about it and will answer as such. You know about every episode up to number 138."
|
||||
"Always answer the question, even if the context isn't helpful."
|
||||
"Mention the number and title of the episodes you are referring to."
|
||||
)
|
||||
),
|
||||
ChatMessage(
|
||||
role=MessageRole.USER,
|
||||
content=(
|
||||
"Context information is below.\n"
|
||||
"---------------------\n"
|
||||
"{context_str}\n"
|
||||
"---------------------\n"
|
||||
"Given the context information and not prior knowledge,"
|
||||
"answer the question: {query_str}\n"
|
||||
)
|
||||
)
|
||||
]
|
||||
text_qa_template = ChatPromptTemplate(chat_text_qa_msgs)
|
||||
|
||||
chat_refine_msgs = [
|
||||
ChatMessage(
|
||||
role=MessageRole.SYSTEM,
|
||||
content="Always answer the question, even if the context isn't helpful.",
|
||||
),
|
||||
ChatMessage(
|
||||
role=MessageRole.USER,
|
||||
content=(
|
||||
"We have the opportunity to refine the original answer "
|
||||
"(only if needed) with some more context below.\n"
|
||||
"------------\n"
|
||||
"{context_msg}\n"
|
||||
"------------\n"
|
||||
"Given the new context, refine the original answer to better "
|
||||
"answer the question: {query_str}. "
|
||||
"If the context isn't useful, output the original answer again.\n"
|
||||
"Original Answer: {existing_answer}"
|
||||
chat_text_qa_msgs = [
|
||||
ChatMessage(
|
||||
role=MessageRole.SYSTEM,
|
||||
content=(
|
||||
"You have been trained on the Darknet Diaries podcast transcripts with data from october 6 2023."
|
||||
"You are an expert about it and will answer as such. You know about every episode up to number 138."
|
||||
"Always answer the question, even if the context isn't helpful."
|
||||
"Mention the number and title of the episodes you are referring to."
|
||||
)
|
||||
),
|
||||
),
|
||||
]
|
||||
refine_template = ChatPromptTemplate(chat_refine_msgs)
|
||||
ChatMessage(
|
||||
role=MessageRole.USER,
|
||||
content=(
|
||||
"Context information is below.\n"
|
||||
"---------------------\n"
|
||||
"{context_str}\n"
|
||||
"---------------------\n"
|
||||
"Given the context information and not prior knowledge,"
|
||||
"answer the question: {query_str}\n"
|
||||
)
|
||||
)
|
||||
]
|
||||
text_qa_template = ChatPromptTemplate(chat_text_qa_msgs)
|
||||
|
||||
chat_engine = index.as_chat_engine(
|
||||
text_qa_template=text_qa_template,
|
||||
refine_template=refine_template,
|
||||
chat_mode=ChatMode.OPENAI
|
||||
)
|
||||
chat_refine_msgs = [
|
||||
ChatMessage(
|
||||
role=MessageRole.SYSTEM,
|
||||
content="Always answer the question, even if the context isn't helpful.",
|
||||
),
|
||||
ChatMessage(
|
||||
role=MessageRole.USER,
|
||||
content=(
|
||||
"We have the opportunity to refine the original answer "
|
||||
"(only if needed) with some more context below.\n"
|
||||
"------------\n"
|
||||
"{context_msg}\n"
|
||||
"------------\n"
|
||||
"Given the new context, refine the original answer to better "
|
||||
"answer the question: {query_str}. "
|
||||
"If the context isn't useful, output the original answer again.\n"
|
||||
"Original Answer: {existing_answer}"
|
||||
),
|
||||
),
|
||||
]
|
||||
refine_template = ChatPromptTemplate(chat_refine_msgs)
|
||||
|
||||
while True:
|
||||
try:
|
||||
chat_engine.chat_repl()
|
||||
except KeyboardInterrupt:
|
||||
break
|
||||
chat_engine = index.as_chat_engine(
|
||||
text_qa_template=text_qa_template,
|
||||
refine_template=refine_template,
|
||||
chat_mode=ChatMode.OPENAI
|
||||
)
|
||||
|
||||
while True:
|
||||
try:
|
||||
chat_engine.chat_repl()
|
||||
except KeyboardInterrupt:
|
||||
break
|
||||
|
||||
@ -1,8 +1,15 @@
|
||||
# =====================
|
||||
# Required dependencies
|
||||
# =====================
|
||||
llama-index==0.8.*
|
||||
beautifulsoup4==4.12.*
|
||||
# general deps
|
||||
requests~=2.31.0
|
||||
llama-index~=0.8.40
|
||||
beautifulsoup4~=4.12.2
|
||||
python-dotenv~=1.0.0
|
||||
|
||||
# llama sub deps
|
||||
transformers~=4.34.0
|
||||
torch~=2.1.0
|
||||
|
||||
# =====================
|
||||
# Development dependencies
|
||||
|
||||
Loading…
Reference in New Issue
Block a user