init

README.md

@@ -1,13 +1,29 @@
----
-title: Legislation Chatbot
-emoji: 📉
-colorFrom: green
-colorTo: yellow
-sdk: streamlit
-sdk_version: 1.28.2
-app_file: app.py
-pinned: false
-license: mit
----
-
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+# legislation-chatbot
+
+### [Link](https://legislation-chat.streamlit.app/) to Web App
+### What is this?
+An intelligent, ChatGPT-like chatbot for asking about US legislation, built on
+cutting-edge LLMs and a database of thousands of Congressional documents. It is
+also accessible as an API.
+
+### Why?
+Federal legislation impacts the entire nation, but there are hundreds
+of thousands of documents to sift through. Unfortunately, that makes it
+possible to hide important changes from the people. Use it to learn more about
+issues you care about or even as a research assistant.
+
+### How?
+Utilizing the Congress API, sentence transformers, Google Cloud functions, and
+built off of Anthropic's Claude-2 (shout-out to Anthropic for
+providing an API key!), we've created a complex retrieval-augmented generative AI to answer your
+queries.
+
+### How do I use this?
+Try to ask about bills related to a topic you care about, ask for details about
+a specific bill, or anything you think is important! **Power to the people :fist:**
+
+**More info** [here](https://devpost.com/software/legislation-llm), including potential future features (like notifications
+for topics you care about)!
+
+**Authors: [Nicholas Polimeni](https://www.linkedin.com/in/nickpolimeni/), 
+[Faris Durrani](https://www.linkedin.com/in/farisdurrani/), [Justin Singh](https://www.linkedin.com/in/justin-singh-/)

chatbot.py

@@ -0,0 +1,83 @@
+import requests
+import json
+import ast
+import re
+
+import streamlit as st
+
+
+def query_llm(query):
+    url = "https://us-east4-legistlation-llm.cloudfunctions.net/llm-backend"
+    data = {"query": query}
+    response = requests.post(
+        url, data=json.dumps(data), headers={"Content-Type": "application/json"}
+    ).json()
+    return response["answer"], response["context"]
+
+
+def main():
+    st.set_page_config(layout="wide", page_title="Legislation Chatbot")
+    left, right = st.columns(2, gap="large")
+    answer = None
+
+    with left:
+        st.title("US Legislation Chatbot")
+        st.subheader("Enter a query about US legislation")
+        user_input = st.text_input("Input", label_visibility="hidden")
+        if user_input:
+            with st.spinner(
+                "Please wait while we analyze thousands of documents (average response time: 30 sec)..."
+            ):
+                answer, context = query_llm(user_input)
+        st.divider()
+        st.write(
+            """
+            ### What is this?
+            An intelligent, ChatGPT-like chatbot for asking about US legislation, built on
+            cutting-edge LLMs and a database of thousands of Congressional documents. It is
+            also accessible as an API.
+
+            ### Why?
+            Federal legislation impacts the entire nation, but there are hundreds
+            of thousands of documents to sift through. Unfortunately, that makes it
+            possible to hide important changes from the people. Use it to learn more about
+            issues you care about or even as a research assistant.
+
+            ### How?
+            Utilizing the Congress API, sentence transformers, Google Cloud functions, and
+            built off of Anthropic's Claude-2 (shout-out to Anthropic for
+            providing an API key!), we've created a complex retrieval-augmented generative AI to answer your
+            queries.
+
+            ### How do I use this?
+            Try to ask about bills related to a topic you care about, ask for details about
+            a specific bill, or anything you think is important! **Power to the people :fist:**
+
+            **More info** [here](https://devpost.com/software/legislation-llm), including potential future features (like notifications
+            for topics you care about)!
+            
+            **Authors: [Nicholas Polimeni](https://www.linkedin.com/in/nickpolimeni/), 
+            [Faris Durrani](https://www.linkedin.com/in/farisdurrani/), [Justin Singh](https://www.linkedin.com/in/justin-singh-/)**
+            """
+        )
+
+    with right:
+        if answer:
+            context = [ast.literal_eval(item) for item in context]
+            st.header("Answer")
+            st.write(answer)
+            st.write("")
+            st.subheader("Related Bills and Sub-sections")
+            for bill in context:
+                for key, val in bill.items():
+                    key = key.replace(".txt", "").upper()
+
+                    exp = r"[^\w\n .()]+"
+                    val = re.sub(exp, "", val)
+
+                    with st.expander(f"BILL {key}"):
+                        st.text(val)
+
+
+if __name__ == "__main__":
+    main()

requirements.txt

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+# This file may be used to create an environment using:
+# $ conda create --name <env> --file <this file>
+# platform: win-64
+altair=5.1.2=pypi_0
+attrs=23.1.0=pypi_0
+blinker=1.7.0=pypi_0
+bzip2=1.0.8=he774522_0
+ca-certificates=2023.08.22=haa95532_0
+cachetools=5.3.2=pypi_0
+certifi=2023.11.17=pypi_0
+charset-normalizer=3.3.2=pypi_0
+click=8.1.7=pypi_0
+colorama=0.4.6=pypi_0
+expat=2.5.0=hd77b12b_0
+gitdb=4.0.11=pypi_0
+gitpython=3.1.40=pypi_0
+idna=3.4=pypi_0
+importlib-metadata=6.8.0=pypi_0
+jinja2=3.1.2=pypi_0
+jsonschema=4.20.0=pypi_0
+jsonschema-specifications=2023.11.1=pypi_0
+libffi=3.4.4=hd77b12b_0
+markdown-it-py=3.0.0=pypi_0
+markupsafe=2.1.3=pypi_0
+mdurl=0.1.2=pypi_0
+numpy=1.26.2=pypi_0
+openssl=3.0.12=h2bbff1b_0
+packaging=23.2=pypi_0
+pandas=2.1.3=pypi_0
+pillow=10.1.0=pypi_0
+pip=23.3=py312haa95532_0
+protobuf=4.25.1=pypi_0
+pyarrow=14.0.1=pypi_0
+pydeck=0.8.1b0=pypi_0
+pygments=2.17.1=pypi_0
+python=3.12.0=h1d929f7_0
+python-dateutil=2.8.2=pypi_0
+pytz=2023.3.post1=pypi_0
+referencing=0.31.0=pypi_0
+requests=2.31.0=pypi_0
+rich=13.7.0=pypi_0
+rpds-py=0.13.0=pypi_0
+setuptools=68.0.0=py312haa95532_0
+six=1.16.0=pypi_0
+smmap=5.0.1=pypi_0
+sqlite=3.41.2=h2bbff1b_0
+streamlit=1.28.2=pypi_0
+tenacity=8.2.3=pypi_0
+tk=8.6.12=h2bbff1b_0
+toml=0.10.2=pypi_0
+toolz=0.12.0=pypi_0
+tornado=6.3.3=pypi_0
+typing-extensions=4.8.0=pypi_0
+tzdata=2023.3=pypi_0
+tzlocal=5.2=pypi_0
+urllib3=2.1.0=pypi_0
+validators=0.22.0=pypi_0
+vc=14.2=h21ff451_1
+vs2015_runtime=14.27.29016=h5e58377_2
+watchdog=3.0.0=pypi_0
+wheel=0.41.2=py312haa95532_0
+xz=5.4.2=h8cc25b3_0
+zipp=3.17.0=pypi_0
+zlib=1.2.13=h8cc25b3_0