Spaces:
Runtime error
Runtime error
Delete ask-multiple-pdfs-main
Browse files- ask-multiple-pdfs-main/.DS_Store +0 -0
- ask-multiple-pdfs-main/.gitignore +0 -160
- ask-multiple-pdfs-main/Pipfile +0 -19
- ask-multiple-pdfs-main/Pipfile.lock +0 -0
- ask-multiple-pdfs-main/__pycache__/htmlTemplates.cpython-39.pyc +0 -0
- ask-multiple-pdfs-main/app.py +0 -105
- ask-multiple-pdfs-main/htmlTemplates.py +0 -44
ask-multiple-pdfs-main/.DS_Store
DELETED
|
Binary file (6.15 kB)
|
|
|
ask-multiple-pdfs-main/.gitignore
DELETED
|
@@ -1,160 +0,0 @@
|
|
| 1 |
-
# Byte-compiled / optimized / DLL files
|
| 2 |
-
__pycache__/
|
| 3 |
-
*.py[cod]
|
| 4 |
-
*$py.class
|
| 5 |
-
|
| 6 |
-
# C extensions
|
| 7 |
-
*.so
|
| 8 |
-
|
| 9 |
-
# Distribution / packaging
|
| 10 |
-
.Python
|
| 11 |
-
build/
|
| 12 |
-
develop-eggs/
|
| 13 |
-
dist/
|
| 14 |
-
downloads/
|
| 15 |
-
eggs/
|
| 16 |
-
.eggs/
|
| 17 |
-
lib/
|
| 18 |
-
lib64/
|
| 19 |
-
parts/
|
| 20 |
-
sdist/
|
| 21 |
-
var/
|
| 22 |
-
wheels/
|
| 23 |
-
share/python-wheels/
|
| 24 |
-
*.egg-info/
|
| 25 |
-
.installed.cfg
|
| 26 |
-
*.egg
|
| 27 |
-
MANIFEST
|
| 28 |
-
|
| 29 |
-
# PyInstaller
|
| 30 |
-
# Usually these files are written by a python script from a template
|
| 31 |
-
# before PyInstaller builds the exe, so as to inject date/other infos into it.
|
| 32 |
-
*.manifest
|
| 33 |
-
*.spec
|
| 34 |
-
|
| 35 |
-
# Installer logs
|
| 36 |
-
pip-log.txt
|
| 37 |
-
pip-delete-this-directory.txt
|
| 38 |
-
|
| 39 |
-
# Unit test / coverage reports
|
| 40 |
-
htmlcov/
|
| 41 |
-
.tox/
|
| 42 |
-
.nox/
|
| 43 |
-
.coverage
|
| 44 |
-
.coverage.*
|
| 45 |
-
.cache
|
| 46 |
-
nosetests.xml
|
| 47 |
-
coverage.xml
|
| 48 |
-
*.cover
|
| 49 |
-
*.py,cover
|
| 50 |
-
.hypothesis/
|
| 51 |
-
.pytest_cache/
|
| 52 |
-
cover/
|
| 53 |
-
|
| 54 |
-
# Translations
|
| 55 |
-
*.mo
|
| 56 |
-
*.pot
|
| 57 |
-
|
| 58 |
-
# Django stuff:
|
| 59 |
-
*.log
|
| 60 |
-
local_settings.py
|
| 61 |
-
db.sqlite3
|
| 62 |
-
db.sqlite3-journal
|
| 63 |
-
|
| 64 |
-
# Flask stuff:
|
| 65 |
-
instance/
|
| 66 |
-
.webassets-cache
|
| 67 |
-
|
| 68 |
-
# Scrapy stuff:
|
| 69 |
-
.scrapy
|
| 70 |
-
|
| 71 |
-
# Sphinx documentation
|
| 72 |
-
docs/_build/
|
| 73 |
-
|
| 74 |
-
# PyBuilder
|
| 75 |
-
.pybuilder/
|
| 76 |
-
target/
|
| 77 |
-
|
| 78 |
-
# Jupyter Notebook
|
| 79 |
-
.ipynb_checkpoints
|
| 80 |
-
|
| 81 |
-
# IPython
|
| 82 |
-
profile_default/
|
| 83 |
-
ipython_config.py
|
| 84 |
-
|
| 85 |
-
# pyenv
|
| 86 |
-
# For a library or package, you might want to ignore these files since the code is
|
| 87 |
-
# intended to run in multiple environments; otherwise, check them in:
|
| 88 |
-
# .python-version
|
| 89 |
-
|
| 90 |
-
# pipenv
|
| 91 |
-
# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
|
| 92 |
-
# However, in case of collaboration, if having platform-specific dependencies or dependencies
|
| 93 |
-
# having no cross-platform support, pipenv may install dependencies that don't work, or not
|
| 94 |
-
# install all needed dependencies.
|
| 95 |
-
#Pipfile.lock
|
| 96 |
-
|
| 97 |
-
# poetry
|
| 98 |
-
# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
|
| 99 |
-
# This is especially recommended for binary packages to ensure reproducibility, and is more
|
| 100 |
-
# commonly ignored for libraries.
|
| 101 |
-
# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
|
| 102 |
-
#poetry.lock
|
| 103 |
-
|
| 104 |
-
# pdm
|
| 105 |
-
# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
|
| 106 |
-
#pdm.lock
|
| 107 |
-
# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
|
| 108 |
-
# in version control.
|
| 109 |
-
# https://pdm.fming.dev/#use-with-ide
|
| 110 |
-
.pdm.toml
|
| 111 |
-
|
| 112 |
-
# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
|
| 113 |
-
__pypackages__/
|
| 114 |
-
|
| 115 |
-
# Celery stuff
|
| 116 |
-
celerybeat-schedule
|
| 117 |
-
celerybeat.pid
|
| 118 |
-
|
| 119 |
-
# SageMath parsed files
|
| 120 |
-
*.sage.py
|
| 121 |
-
|
| 122 |
-
# Environments
|
| 123 |
-
.env
|
| 124 |
-
.venv
|
| 125 |
-
env/
|
| 126 |
-
venv/
|
| 127 |
-
ENV/
|
| 128 |
-
env.bak/
|
| 129 |
-
venv.bak/
|
| 130 |
-
|
| 131 |
-
# Spyder project settings
|
| 132 |
-
.spyderproject
|
| 133 |
-
.spyproject
|
| 134 |
-
|
| 135 |
-
# Rope project settings
|
| 136 |
-
.ropeproject
|
| 137 |
-
|
| 138 |
-
# mkdocs documentation
|
| 139 |
-
/site
|
| 140 |
-
|
| 141 |
-
# mypy
|
| 142 |
-
.mypy_cache/
|
| 143 |
-
.dmypy.json
|
| 144 |
-
dmypy.json
|
| 145 |
-
|
| 146 |
-
# Pyre type checker
|
| 147 |
-
.pyre/
|
| 148 |
-
|
| 149 |
-
# pytype static type analyzer
|
| 150 |
-
.pytype/
|
| 151 |
-
|
| 152 |
-
# Cython debug symbols
|
| 153 |
-
cython_debug/
|
| 154 |
-
|
| 155 |
-
# PyCharm
|
| 156 |
-
# JetBrains specific template is maintained in a separate JetBrains.gitignore that can
|
| 157 |
-
# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
|
| 158 |
-
# and can be added to the global gitignore or merged into this file. For a more nuclear
|
| 159 |
-
# option (not recommended) you can uncomment the following to ignore the entire idea folder.
|
| 160 |
-
.idea
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
ask-multiple-pdfs-main/Pipfile
DELETED
|
@@ -1,19 +0,0 @@
|
|
| 1 |
-
[[source]]
|
| 2 |
-
url = "https://pypi.org/simple"
|
| 3 |
-
verify_ssl = true
|
| 4 |
-
name = "pypi"
|
| 5 |
-
|
| 6 |
-
[packages]
|
| 7 |
-
langchain = "*"
|
| 8 |
-
pypdf2 = "==3.0.1"
|
| 9 |
-
python-dotenv = "==1.0.0"
|
| 10 |
-
streamlit = "==1.18.1"
|
| 11 |
-
openai = "==0.27.6"
|
| 12 |
-
faiss-cpu = "==1.7.4"
|
| 13 |
-
altair = "==4"
|
| 14 |
-
tiktoken = "==0.4.0"
|
| 15 |
-
|
| 16 |
-
[dev-packages]
|
| 17 |
-
|
| 18 |
-
[requires]
|
| 19 |
-
python_version = "3.10"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
ask-multiple-pdfs-main/Pipfile.lock
DELETED
|
The diff for this file is too large to render.
See raw diff
|
|
|
ask-multiple-pdfs-main/__pycache__/htmlTemplates.cpython-39.pyc
DELETED
|
Binary file (1.03 kB)
|
|
|
ask-multiple-pdfs-main/app.py
DELETED
|
@@ -1,105 +0,0 @@
|
|
| 1 |
-
import streamlit as st
|
| 2 |
-
from dotenv import load_dotenv
|
| 3 |
-
from PyPDF2 import PdfReader
|
| 4 |
-
from langchain.text_splitter import CharacterTextSplitter
|
| 5 |
-
from langchain.embeddings import OpenAIEmbeddings, HuggingFaceEmbeddings
|
| 6 |
-
from langchain.vectorstores import FAISS
|
| 7 |
-
from langchain.chat_models import ChatOpenAI
|
| 8 |
-
from langchain.memory import ConversationBufferMemory
|
| 9 |
-
from langchain.chains import ConversationalRetrievalChain
|
| 10 |
-
from htmlTemplates import css, bot_template, user_template
|
| 11 |
-
from langchain.llms import HuggingFaceHub
|
| 12 |
-
|
| 13 |
-
def get_pdf_text(pdf_docs):
|
| 14 |
-
text = ""
|
| 15 |
-
for pdf in pdf_docs:
|
| 16 |
-
pdf_reader = PdfReader(pdf)
|
| 17 |
-
for page in pdf_reader.pages:
|
| 18 |
-
text += page.extract_text()
|
| 19 |
-
return text
|
| 20 |
-
|
| 21 |
-
|
| 22 |
-
def get_text_chunks(text):
|
| 23 |
-
text_splitter = CharacterTextSplitter(
|
| 24 |
-
separator="\n",
|
| 25 |
-
chunk_size=1000,
|
| 26 |
-
chunk_overlap=200,
|
| 27 |
-
length_function=len
|
| 28 |
-
)
|
| 29 |
-
chunks = text_splitter.split_text(text)
|
| 30 |
-
return chunks
|
| 31 |
-
|
| 32 |
-
|
| 33 |
-
def get_vectorstore(text_chunks):
|
| 34 |
-
# embeddings = OpenAIEmbeddings()
|
| 35 |
-
embeddings = HuggingFaceEmbeddings(model_name="sentence-transformers/all-mpnet-base-v2")
|
| 36 |
-
vectorstore = FAISS.from_texts(texts=text_chunks, embedding=embeddings)
|
| 37 |
-
return vectorstore
|
| 38 |
-
|
| 39 |
-
|
| 40 |
-
def get_conversation_chain(vectorstore):
|
| 41 |
-
# llm = ChatOpenAI()
|
| 42 |
-
llm = HuggingFaceHub(repo_id="HuggingFaceH4/zephyr-7b-beta", model_kwargs={"temperature":0.5, "max_length":512})
|
| 43 |
-
|
| 44 |
-
memory = ConversationBufferMemory(
|
| 45 |
-
memory_key='chat_history', return_messages=True)
|
| 46 |
-
conversation_chain = ConversationalRetrievalChain.from_llm(
|
| 47 |
-
llm=llm,
|
| 48 |
-
retriever=vectorstore.as_retriever(),
|
| 49 |
-
memory=memory
|
| 50 |
-
)
|
| 51 |
-
return conversation_chain
|
| 52 |
-
|
| 53 |
-
|
| 54 |
-
def handle_userinput(user_question):
|
| 55 |
-
response = st.session_state.conversation({'question': user_question})
|
| 56 |
-
# st.session_state.chat_history = response['chat_history']
|
| 57 |
-
|
| 58 |
-
for i, message in enumerate(st.session_state.chat_history):
|
| 59 |
-
if i % 2 == 0:
|
| 60 |
-
st.write(user_template.replace(
|
| 61 |
-
"{{MSG}}", message.content), unsafe_allow_html=True)
|
| 62 |
-
else:
|
| 63 |
-
st.write(bot_template.replace(
|
| 64 |
-
"{{MSG}}", message.content), unsafe_allow_html=True)
|
| 65 |
-
|
| 66 |
-
|
| 67 |
-
def main():
|
| 68 |
-
load_dotenv()
|
| 69 |
-
st.set_page_config(page_title="Chat with multiple PDFs",
|
| 70 |
-
page_icon=":books:")
|
| 71 |
-
st.write(css, unsafe_allow_html=True)
|
| 72 |
-
|
| 73 |
-
if "conversation" not in st.session_state:
|
| 74 |
-
st.session_state.conversation = None
|
| 75 |
-
if "chat_history" not in st.session_state:
|
| 76 |
-
st.session_state.chat_history = None
|
| 77 |
-
|
| 78 |
-
st.header("Chat with multiple PDFs :books:")
|
| 79 |
-
user_question = st.text_input("Ask a question about your documents:")
|
| 80 |
-
if user_question:
|
| 81 |
-
handle_userinput(user_question)
|
| 82 |
-
|
| 83 |
-
with st.sidebar:
|
| 84 |
-
st.subheader("Your documents")
|
| 85 |
-
pdf_docs = st.file_uploader(
|
| 86 |
-
"Upload your PDFs here and click on 'Process'", accept_multiple_files=True)
|
| 87 |
-
if st.button("Process"):
|
| 88 |
-
with st.spinner("Processing"):
|
| 89 |
-
# get pdf text
|
| 90 |
-
raw_text = get_pdf_text(pdf_docs)
|
| 91 |
-
|
| 92 |
-
# get the text chunks
|
| 93 |
-
text_chunks = get_text_chunks(raw_text)
|
| 94 |
-
|
| 95 |
-
# create vector store
|
| 96 |
-
vectorstore = get_vectorstore(text_chunks)
|
| 97 |
-
|
| 98 |
-
# create conversation chain
|
| 99 |
-
st.session_state.conversation = get_conversation_chain(
|
| 100 |
-
vectorstore)
|
| 101 |
-
st.write("Processed Successfuly")
|
| 102 |
-
|
| 103 |
-
|
| 104 |
-
if __name__ == '__main__':
|
| 105 |
-
main()
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
ask-multiple-pdfs-main/htmlTemplates.py
DELETED
|
@@ -1,44 +0,0 @@
|
|
| 1 |
-
css = '''
|
| 2 |
-
<style>
|
| 3 |
-
.chat-message {
|
| 4 |
-
padding: 1.5rem; border-radius: 0.5rem; margin-bottom: 1rem; display: flex
|
| 5 |
-
}
|
| 6 |
-
.chat-message.user {
|
| 7 |
-
background-color: #2b313e
|
| 8 |
-
}
|
| 9 |
-
.chat-message.bot {
|
| 10 |
-
background-color: #475063
|
| 11 |
-
}
|
| 12 |
-
.chat-message .avatar {
|
| 13 |
-
width: 20%;
|
| 14 |
-
}
|
| 15 |
-
.chat-message .avatar img {
|
| 16 |
-
max-width: 78px;
|
| 17 |
-
max-height: 78px;
|
| 18 |
-
border-radius: 50%;
|
| 19 |
-
object-fit: cover;
|
| 20 |
-
}
|
| 21 |
-
.chat-message .message {
|
| 22 |
-
width: 80%;
|
| 23 |
-
padding: 0 1.5rem;
|
| 24 |
-
color: #fff;
|
| 25 |
-
}
|
| 26 |
-
'''
|
| 27 |
-
|
| 28 |
-
bot_template = '''
|
| 29 |
-
<div class="chat-message bot">
|
| 30 |
-
<div class="avatar">
|
| 31 |
-
<img src="/Users/mohamedabdallaoui/Desktop/ayoub_bot.png">
|
| 32 |
-
</div>
|
| 33 |
-
<div class="message">{{MSG}}</div>
|
| 34 |
-
</div>
|
| 35 |
-
'''
|
| 36 |
-
|
| 37 |
-
user_template = '''
|
| 38 |
-
<div class="chat-message user">
|
| 39 |
-
<div class="avatar">
|
| 40 |
-
<img src="/Users/mohamedabdallaoui/Desktop/mohamed_bot.png">
|
| 41 |
-
</div>
|
| 42 |
-
<div class="message">{{MSG}}</div>
|
| 43 |
-
</div>
|
| 44 |
-
'''
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|