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init file
Browse files- .gitignore +164 -0
- .streamlit/config.toml +3 -0
- LICENSE +201 -0
- app.py +105 -0
- chatbot_helper.py +39 -0
- packages.txt +6 -0
- requirements.txt +6 -0
.gitignore
ADDED
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+
.streamlit/secrets.toml
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# Byte-compiled / optimized / DLL files
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+
__pycache__/
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+
*.py[cod]
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+
*$py.class
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7 |
+
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# C extensions
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9 |
+
*.so
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+
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+
# Distribution / packaging
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12 |
+
.Python
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+
build/
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+
develop-eggs/
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+
dist/
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+
downloads/
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+
eggs/
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+
.eggs/
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19 |
+
lib/
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+
lib64/
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+
parts/
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+
sdist/
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+
var/
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+
wheels/
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+
share/python-wheels/
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+
*.egg-info/
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+
.installed.cfg
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*.egg
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+
MANIFEST
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+
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+
# PyInstaller
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# Usually these files are written by a python script from a template
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+
# before PyInstaller builds the exe, so as to inject date/other infos into it.
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34 |
+
*.manifest
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35 |
+
*.spec
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36 |
+
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37 |
+
# Installer logs
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38 |
+
pip-log.txt
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39 |
+
pip-delete-this-directory.txt
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40 |
+
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41 |
+
# Unit test / coverage reports
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42 |
+
htmlcov/
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43 |
+
.tox/
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44 |
+
.nox/
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45 |
+
.coverage
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+
.coverage.*
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+
.cache
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48 |
+
nosetests.xml
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49 |
+
coverage.xml
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50 |
+
*.cover
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+
*.py,cover
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+
.hypothesis/
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+
.pytest_cache/
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+
cover/
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+
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+
# Translations
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+
*.mo
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+
*.pot
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59 |
+
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# Django stuff:
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61 |
+
*.log
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62 |
+
local_settings.py
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+
db.sqlite3
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+
db.sqlite3-journal
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65 |
+
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+
# Flask stuff:
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67 |
+
instance/
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68 |
+
.webassets-cache
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69 |
+
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70 |
+
# Scrapy stuff:
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71 |
+
.scrapy
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72 |
+
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+
# Sphinx documentation
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74 |
+
docs/_build/
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+
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# PyBuilder
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+
.pybuilder/
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target/
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+
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# Jupyter Notebook
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+
.ipynb_checkpoints
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+
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# IPython
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+
profile_default/
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+
ipython_config.py
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+
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# pyenv
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+
# For a library or package, you might want to ignore these files since the code is
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+
# intended to run in multiple environments; otherwise, check them in:
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+
# .python-version
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+
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# pipenv
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# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
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# However, in case of collaboration, if having platform-specific dependencies or dependencies
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# having no cross-platform support, pipenv may install dependencies that don't work, or not
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# install all needed dependencies.
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+
#Pipfile.lock
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+
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# poetry
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# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
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# This is especially recommended for binary packages to ensure reproducibility, and is more
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# commonly ignored for libraries.
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# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
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#poetry.lock
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+
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# pdm
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# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
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108 |
+
#pdm.lock
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109 |
+
# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
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# in version control.
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# https://pdm.fming.dev/latest/usage/project/#working-with-version-control
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+
.pdm.toml
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.pdm-python
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.pdm-build/
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# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
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__pypackages__/
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# Celery stuff
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+
celerybeat-schedule
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+
celerybeat.pid
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+
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# SageMath parsed files
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*.sage.py
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+
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# Environments
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+
.env
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.venv
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env/
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venv/
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ENV/
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env.bak/
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venv.bak/
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+
|
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# Spyder project settings
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+
.spyderproject
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+
.spyproject
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+
|
139 |
+
# Rope project settings
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+
.ropeproject
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+
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# mkdocs documentation
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+
/site
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+
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# mypy
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+
.mypy_cache/
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+
.dmypy.json
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+
dmypy.json
|
149 |
+
|
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+
# Pyre type checker
|
151 |
+
.pyre/
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152 |
+
|
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# pytype static type analyzer
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154 |
+
.pytype/
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+
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156 |
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# Cython debug symbols
|
157 |
+
cython_debug/
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158 |
+
|
159 |
+
# PyCharm
|
160 |
+
# JetBrains specific template is maintained in a separate JetBrains.gitignore that can
|
161 |
+
# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
|
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+
# and can be added to the global gitignore or merged into this file. For a more nuclear
|
163 |
+
# option (not recommended) you can uncomment the following to ignore the entire idea folder.
|
164 |
+
#.idea/
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.streamlit/config.toml
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[secret]
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PINECONE_API_KEY = "595c294f-e189-4051-9023-35461b30dc47"
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+
GROQ_API_KEY = "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"
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LICENSE
ADDED
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Apache License
|
2 |
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Version 2.0, January 2004
|
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http://www.apache.org/licenses/
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TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
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"License" shall mean the terms and conditions for use, reproduction,
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and distribution as defined by Sections 1 through 9 of this document.
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app.py
ADDED
@@ -0,0 +1,105 @@
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|
1 |
+
import streamlit as st
|
2 |
+
import os
|
3 |
+
import getpass
|
4 |
+
import time
|
5 |
+
from chatbot_helper import generate, get_docs
|
6 |
+
from llama_index.core.llms import ChatMessage
|
7 |
+
# from groq import Groq
|
8 |
+
from pinecone import Pinecone
|
9 |
+
from llama_index.llms.groq import Groq
|
10 |
+
from semantic_router.encoders import HuggingFaceEncoder
|
11 |
+
|
12 |
+
st.title("🤖 Welcome in :blue[_fam_ _properties_] ChatBot :sunglasses:")
|
13 |
+
|
14 |
+
index_name = "fam-rag"
|
15 |
+
docs = []
|
16 |
+
|
17 |
+
encoder = HuggingFaceEncoder(name="dwzhu/e5-base-4k")
|
18 |
+
|
19 |
+
# groq_client = Groq(api_key="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")
|
20 |
+
# st.secrets['REPLICATE_API_TOKEN']
|
21 |
+
llm = Groq(model="llama3-70b-8192", api_key="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")
|
22 |
+
|
23 |
+
# configure client
|
24 |
+
pc = Pinecone(api_key="595c294f-e189-4051-9023-35461b30dc47")
|
25 |
+
|
26 |
+
index = pc.Index(index_name)
|
27 |
+
time.sleep(1)
|
28 |
+
|
29 |
+
|
30 |
+
if "messages" not in st.session_state:
|
31 |
+
st.session_state.messages = [
|
32 |
+
|
33 |
+
ChatMessage(role="system", content="You are a real state assistant that helps users find best properties in Dubai that fit there requirement")
|
34 |
+
]
|
35 |
+
|
36 |
+
# Display the existing chat messages via `st.chat_message`.
|
37 |
+
for message in st.session_state.messages:
|
38 |
+
if message.role != "system":
|
39 |
+
with st.chat_message(message.role):
|
40 |
+
st.markdown(message.content)
|
41 |
+
|
42 |
+
# Create a chat input field to allow the user to enter a message. This will display
|
43 |
+
# automatically at the bottom of the page.
|
44 |
+
if prompt := st.chat_input("What is up?"):
|
45 |
+
|
46 |
+
# Store and display the current prompt.
|
47 |
+
|
48 |
+
# Generate a response using the OpenAI API.
|
49 |
+
# stream = client.chat.completions.create(
|
50 |
+
# model="gpt-3.5-turbo",
|
51 |
+
# messages=[
|
52 |
+
# {"role": m["role"], "content": m["content"]}
|
53 |
+
# for m in st.session_state.messages
|
54 |
+
# ],
|
55 |
+
# stream=True,
|
56 |
+
# )
|
57 |
+
with st.chat_message("user"):
|
58 |
+
st.markdown(prompt)
|
59 |
+
|
60 |
+
if not prompt.__contains__("Yes") or not prompt.__contains__("No"):
|
61 |
+
docs = get_docs(prompt, 3,encoder, index)
|
62 |
+
docs = [str(i) for i in docs]
|
63 |
+
|
64 |
+
# result = generate(prompt, docs, groq_client, st.session_state.messages)
|
65 |
+
|
66 |
+
docs = "\n---\n".join(docs)
|
67 |
+
|
68 |
+
system_message =f'''
|
69 |
+
You are a real state assistant act as that and help users find best properties in Dubai that fit there requirement using the
|
70 |
+
context and chat history provided below.
|
71 |
+
please be precise when you answer the user and get the answer from your history if the question is not related to the context.
|
72 |
+
if you ask the user a yes/no question do not use the provided context for response, use chat history for answer instead.
|
73 |
+
|
74 |
+
if the context or the chat history may not have the answer of the question get the answer from chat history if not related please
|
75 |
+
ask user to provide you more information
|
76 |
+
\n\n
|
77 |
+
CONTEXT:\n
|
78 |
+
{docs}
|
79 |
+
'''
|
80 |
+
for i, k in enumerate(st.session_state.messages):
|
81 |
+
if k.role =="system":
|
82 |
+
st.session_state.messages[i].content = system_message
|
83 |
+
|
84 |
+
st.session_state.messages.append(ChatMessage(role= "user", content=prompt))
|
85 |
+
|
86 |
+
# generate response
|
87 |
+
# chat_response = groq_client.chat.completions.create(
|
88 |
+
# model="llama3-70b-8192",
|
89 |
+
# messages=[
|
90 |
+
# {"role": m["role"], "content": m["content"]}
|
91 |
+
# for m in st.session_state.messages
|
92 |
+
# ],
|
93 |
+
# stream=True
|
94 |
+
# )
|
95 |
+
resp = llm.stream_chat(st.session_state.messages)
|
96 |
+
print(st.session_state.messages)
|
97 |
+
|
98 |
+
# Stream the response to the chat using `st.write_stream`, then store it in
|
99 |
+
# session state.
|
100 |
+
print(resp)
|
101 |
+
res = [i.delta for i in resp ]
|
102 |
+
with st.chat_message("assistant"):
|
103 |
+
response = st.write_stream(res)
|
104 |
+
|
105 |
+
st.session_state.messages.append(ChatMessage(role= "assistant", content= "".join([i for i in response])))
|
chatbot_helper.py
ADDED
@@ -0,0 +1,39 @@
|
|
|
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|
|
|
|
|
|
|
|
1 |
+
def get_docs(question: str, top_k: int, encoder, pinecone_index) -> list[str]:
|
2 |
+
# encode query
|
3 |
+
xq = encoder([question])
|
4 |
+
# search pinecone index
|
5 |
+
res = pinecone_index.query(vector=xq, top_k=top_k, include_metadata=True)
|
6 |
+
# get doc text
|
7 |
+
print(res)
|
8 |
+
docs = [x["metadata"] for x in res["matches"]]
|
9 |
+
return docs
|
10 |
+
|
11 |
+
def generate(query: str, docs: list[str], groq_client, messages):
|
12 |
+
docs = "\n---\n".join(docs)
|
13 |
+
system_message =f'''
|
14 |
+
You are a real state assistant that answers questions about properties in Dubai using the
|
15 |
+
context provided below that is you information.
|
16 |
+
then please generate the response like this schema
|
17 |
+
[ANS]
|
18 |
+
```json
|
19 |
+
{{
|
20 |
+
answer: HERE THE RESPONSE OF LLM
|
21 |
+
}}```
|
22 |
+
[\ANS]
|
23 |
+
if the context may not have the answer of the question please
|
24 |
+
ask user to provide you more information
|
25 |
+
\n\n
|
26 |
+
CONTEXT:\n
|
27 |
+
{docs}
|
28 |
+
'''
|
29 |
+
|
30 |
+
# generate response
|
31 |
+
chat_response = groq_client.chat.completions.create(
|
32 |
+
model="llama3-70b-8192",
|
33 |
+
messages=messages,
|
34 |
+
stream=True
|
35 |
+
)
|
36 |
+
print(chat_response)
|
37 |
+
for chunk in chat_response:
|
38 |
+
return chunk.choices[0].delta.content
|
39 |
+
# return chat_response.choices[0].message.content
|
packages.txt
ADDED
@@ -0,0 +1,6 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
--only-upgrade
|
2 |
+
--only-upgrade build-essential
|
3 |
+
--only-upgrade pkg-config
|
4 |
+
--only-upgrade cmake
|
5 |
+
--only-upgrade libpthread-stubs0-dev
|
6 |
+
--only-upgrade stdc++
|
requirements.txt
ADDED
@@ -0,0 +1,6 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
streamlit
|
2 |
+
accelerate
|
3 |
+
pinecone-client==4.1.0
|
4 |
+
semantic-router[local]==0.0.45
|
5 |
+
llama-index-llms-groq
|
6 |
+
llama-index
|