From 8cc83ff365821cf06234732228a987aeeb0e2c98 Mon Sep 17 00:00:00 2001
From: Josh Bradley <joshbradley@microsoft.com>
Date: Mon, 1 Jul 2024 16:23:30 -0400
Subject: [PATCH] Remove legacy frontend (#40)

---
 .github/workflows/dev.yaml         |  13 -
 docker/Dockerfile-frontend         |  18 -
 docs/DEVELOPMENT-GUIDE.md          |   2 +-
 frontend/.streamlit/config.toml    |   5 -
 frontend/README.md                 |  22 --
 frontend/app.py                    | 582 ----------------------------
 frontend/static/Microsoft_logo.png | Bin 13581 -> 0 bytes
 frontend/static/microsoft.png      | Bin 6654 -> 0 bytes
 frontend/style.css                 |  84 ----
 poetry.lock                        | 589 +++++++++++++++--------------
 pyproject.toml                     |   2 +-
 11 files changed, 312 insertions(+), 1005 deletions(-)
 delete mode 100644 docker/Dockerfile-frontend
 delete mode 100644 frontend/.streamlit/config.toml
 delete mode 100644 frontend/README.md
 delete mode 100644 frontend/app.py
 delete mode 100644 frontend/static/Microsoft_logo.png
 delete mode 100644 frontend/static/microsoft.png
 delete mode 100644 frontend/style.css

diff --git a/.github/workflows/dev.yaml b/.github/workflows/dev.yaml
index 889741c..24938ff 100644
--- a/.github/workflows/dev.yaml
+++ b/.github/workflows/dev.yaml
@@ -52,16 +52,3 @@ jobs:
           context: .
           file: docker/Dockerfile-backend
           push: false
-  build-frontend:
-    needs: [lint-check]
-    runs-on: ubuntu-latest
-    if: ${{ !github.event.pull_request.draft }}
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@v4
-      - name: Build docker image
-        uses: docker/build-push-action@v2
-        with:
-          context: .
-          file: docker/Dockerfile-frontend
-          push: false
diff --git a/docker/Dockerfile-frontend b/docker/Dockerfile-frontend
deleted file mode 100644
index 08c8ab1..0000000
--- a/docker/Dockerfile-frontend
+++ /dev/null
@@ -1,18 +0,0 @@
-# Copyright (c) Microsoft Corporation.
-# Licensed under the MIT License.
-
-FROM python:3.10
-
-ENV PIP_ROOT_USER_ACTION=ignore
-ENV PIP_DISABLE_PIP_VERSION_CHECK=1
-ENV SETUPTOOLS_USE_DISTUTILS=stdlib
-
-COPY poetry.lock pyproject.toml /
-COPY frontend /frontend
-RUN pip install poetry \
-    && poetry config virtualenvs.create false \
-    && poetry install --without backend
-
-WORKDIR /frontend
-EXPOSE 8080
-CMD ["streamlit", "run", "app.py", "--server.port", "8080"]
diff --git a/docs/DEVELOPMENT-GUIDE.md b/docs/DEVELOPMENT-GUIDE.md
index 34253f3..f05f155 100644
--- a/docs/DEVELOPMENT-GUIDE.md
+++ b/docs/DEVELOPMENT-GUIDE.md
@@ -42,7 +42,7 @@ Development is best done in a unix environment (Linux, Mac, or [Windows WSL](htt
         - Most dependencies (packages or tools) should be added to the environment through the Dockerfile. This allows us to maintain a consistent development enviornment. If you need a tool added, please make the appropriate changes to the Dockerfile and submit a Pull Request.
 
 ### Deploying GraphRAG
-The GraphRAG service consist of two components (a `backend` application and a `frontend` application). GraphRAG can be launched in multiple ways depending on where in the application stack you are developing and debugging.
+The GraphRAG service consist of two components - a `backend` application and a `frontend` UI application (coming soon). GraphRAG can be launched in multiple ways depending on where in the application stack you are developing and debugging.
 
 - In Azure Kubernetes Service (AKS):
 
diff --git a/frontend/.streamlit/config.toml b/frontend/.streamlit/config.toml
deleted file mode 100644
index 8b3ac29..0000000
--- a/frontend/.streamlit/config.toml
+++ /dev/null
@@ -1,5 +0,0 @@
-# Copyright (c) Microsoft Corporation.
-# Licensed under the MIT License.
-
-[server]
-enableXsrfProtection = false
\ No newline at end of file
diff --git a/frontend/README.md b/frontend/README.md
deleted file mode 100644
index ef452c5..0000000
--- a/frontend/README.md
+++ /dev/null
@@ -1,22 +0,0 @@
-# Launch Instructions
-
-1. Deploy the GraphRAG solution accelerator.
-Follow instructions from the [deployment guide](../docs/DEPLOYMENT-GUIDE.md) to deploy a full instance of the solution accelerator.
-
-2. Create a `.env` file with the following environment variables defined:
-
-| Variable Name | Description |
-| :--- | ---: |
-DEPLOYMENT_URL        | Base url of the deployed graphrag API. Also referred to as the APIM Gateway URL.
-APIM_SUBSCRIPTION_KEY | A subscription key generated by APIM.
-DEPLOYER_EMAIL        | (optional) The email address of the person/organization that deployed the solution accelerator. Will default to `deployer@email.com`.
-
-The frontend application is a simple streamlit app meant to demonstrate how to build a UI on top of the solution accelerator API. It can run as a docker container locally:
-```
-# cd to the root directory of the repo
-> docker build -t graphrag:frontend -f docker/Dockerfile-frontend .
-> docker run --env-file <env_file> -p 8080:8080 graphrag:frontend
-```
-To access the app , visit `localhost:8080` in your browser.
-
-This UI application can also be hosted in Azure as a [Web App](https://azure.microsoft.com/en-us/products/app-service/web) for example.
diff --git a/frontend/app.py b/frontend/app.py
deleted file mode 100644
index 03e4c5c..0000000
--- a/frontend/app.py
+++ /dev/null
@@ -1,582 +0,0 @@
-# Copyright (c) Microsoft Corporation.
-# Licensed under the MIT License.
-
-import asyncio
-import json
-import os
-import time
-
-import numpy as np
-import pandas as pd
-import requests
-import streamlit as st
-import streamlit_nested_layout  # noqa
-from dotenv import load_dotenv
-
-load_dotenv()
-
-
-headers = {
-    "Ocp-Apim-Subscription-Key": os.environ["APIM_SUBSCRIPTION_KEY"],
-    "Content-Type": "application/json",  # Include other headers as needed
-}
-
-headers_upload = {"Ocp-Apim-Subscription-Key": os.environ["APIM_SUBSCRIPTION_KEY"]}
-st.set_page_config(initial_sidebar_state="expanded", layout="wide")
-# API endpoint URL
-api_url = os.environ["DEPLOYMENT_URL"]
-input_storage_name = ""
-select_storage_name = ""
-
-with open("style.css") as f:
-    st.markdown(f"<style>{f.read()}</style>", unsafe_allow_html=True)
-
-
-KILOBYTE = 1024
-
-
-# Function to call the REST API and return storage data
-def get_storage_data(api_url: str) -> dict | None:
-    try:
-        response = requests.get(f"{api_url}/data", headers=headers)
-        if response.status_code == 200:
-            return response.json()
-        else:
-            st.error(f"Error: {response.status_code}")
-            return None
-    except Exception:
-        return None
-
-
-# Function to call the REST API and return existing entity config
-def get_entity_data(api_url: str) -> dict | None:
-    try:
-        response = requests.get(f"{api_url}/index/config/entity", headers=headers)
-        if response.status_code == 200:
-            return response.json()
-        else:
-            st.error(f"Error: {response.status_code}")
-            return None
-    except Exception:
-        return None
-
-
-# Function to call the REST API and return existing entity config
-def get_indexes_data(api_url: str) -> dict | None:
-    try:
-        response = requests.get(f"{api_url}/index", headers=headers)
-        if response.status_code == 200:
-            return response.json()
-        else:
-            st.error(f"Error: {response.status_code}")
-            return None
-    except Exception:
-        return None
-
-
-def upload_files(files: list) -> dict:
-    if files is not None:
-        # Create a dictionary to store the files
-        files_dict = {}
-
-    # Iterate over the files and create a dictionary with file name and contents
-    for file in files:
-        files_dict[file.name] = file.getvalue()
-
-    return files_dict
-
-
-async def query_index(index_name: list[str], query_type: str, query: str):
-    try:
-        request = {
-            "index_name": index_name,
-            "query": query,
-            "reformat_context_data": True,
-        }
-        response = requests.post(
-            f"{api_url}/query/{query_type.lower()}", headers=headers, json=request
-        )
-
-        if response.status_code == 200:
-            return response.json()
-        else:
-            st.error(f"Error: {response.status_code} {response.json()}")
-            return None
-    except Exception:
-        return None
-
-
-def get_source_entity(index_name: str, entity_id: str) -> dict | None:
-    try:
-        response = requests.get(
-            f"{api_url}/source/entity/{index_name}/{entity_id}", headers=headers
-        )
-        if response.status_code == 200:
-            return response.json()
-        else:
-            st.error(f"Error: {response.status_code} {response.json()}")
-            return None
-    except Exception:
-        return None
-
-
-async def app():
-    # main entry point
-
-    # Call the API and get data
-    data = get_storage_data(api_url)
-
-    if "entity_config" not in st.session_state:
-        st.session_state["entity_config"] = ["DEFAULT"] + get_entity_data(api_url)[
-            "entity_configuration_name"
-        ]
-
-    # Check if data is retrieved successfully
-    with st.sidebar:
-        st.title("Index Pipeline")
-        # image = Image.open("./static/Microsoft_logo.png")
-        # st.sidebar.image(image, width=200)
-        data_containers = [""]
-        try:
-            data_containers = data_containers + data["storage_name"]
-        except Exception:
-            print("No data containers found, continuing...")
-
-        disable_other_input = False
-
-        st.header(
-            "1. Data Storage",
-            divider=True,
-            help="Upload your own files to a new data storage container, or select an existing data storage created. This step creates a blob container and CosmosDB entry that will contain your data necessary for indexing.",
-        )
-
-        select_storage_name = st.sidebar.selectbox(
-            "Select an existing data storage.", data_containers
-        )
-
-        if select_storage_name != "":
-            disable_other_input = True
-
-        with st.expander("Upload data to a storage container."):
-            input_storage_name = st.text_input(
-                "Enter Storage Name", disabled=disable_other_input
-            )
-            file_upload = st.file_uploader(
-                "Upload Data",
-                type=["txt"],
-                accept_multiple_files=True,
-                disabled=disable_other_input,
-            )
-
-            if st.button(
-                "Upload Files", disabled=disable_other_input or input_storage_name == ""
-            ):
-                if file_upload and input_storage_name != "":
-                    file_payloads = []
-                    for file in file_upload:
-                        file_payload = ("files", (file.name, file.read(), file.type))
-                        file_payloads.append((file_payload))
-
-                    response = requests.post(
-                        api_url + "/data",
-                        headers=headers_upload,
-                        files=dict(file_payloads),
-                        params={"storage_name": input_storage_name},
-                    )
-                    if response.status_code == 200:
-                        st.success("Files uploaded successfully!")
-                    else:
-                        st.error(f"Error: {json.loads(response.text)}")
-            if select_storage_name != "":
-                disable_other_input = True
-                input_storage_name = ""
-
-        st.header(
-            "2. Entity Config",
-            divider=True,
-            help="Create an entity configuration or select an existing entity configuration that has been previously created. The entity configuration directs the LLM what entities to extract by through annotated text examples. You may either use the form to input the necessary information, or enter a raw json configuration. Please ensure to enter the entity configuration name as well. ",
-        )
-
-        try:
-            st.session_state["entity_config"] = ["DEFAULT"] + get_entity_data(api_url)[
-                "entity_configuration_name"
-            ]
-        except Exception:
-            st.session_state.entity_config = [""]
-            print("No entity configurations found, continuing...")
-
-        disable_entity_input = False
-        st.session_state.update(st.session_state)
-        entity_config_name_select = st.sidebar.selectbox(
-            "Select an existing entity configuration.",
-            st.session_state["entity_config"],
-            index=0,
-            key="entity_select_key",
-        )
-
-        if entity_config_name_select != "DEFAULT":
-            disable_entity_input = True
-
-        with st.expander("Create new entity configuration"):
-            if "entity_examples" not in st.session_state:
-                st.session_state["entity_examples"] = []
-
-            with open("./entity_config.json", "r") as file:
-                entity_data = json.load(file)
-            entity_data = json.dumps(entity_data)
-
-            entity_config_json = st.text_area(
-                "Raw Entity Config Json",
-                value=entity_data,
-                disabled=disable_entity_input,
-            )
-
-            if st.button(
-                "Create Entity Configuration from JSON", disabled=disable_entity_input
-            ):
-                url = api_url + "/index/config/entity"
-                parsed_json = json.loads(entity_config_json)
-                response = requests.post(url, json=parsed_json, headers=headers)
-                if response.status_code == 200:
-                    st.success("Entity configuration created successfully!")
-                    new_entity_json = [parsed_json.get("entity_configuration_name", [])]
-                    st.session_state["entity_config"] += new_entity_json
-
-                    print(st.session_state.entity_config)
-                else:
-                    st.error(
-                        f"Failed to create entity configuration. {json.loads(response.text)['detail']}"
-                    )
-
-        st.header(
-            "3. Build Index",
-            divider=True,
-            help="After selecting/creating a data storage and entity configuration, enter an index name and select build index. Building an index will process the data with the LLM to be in a proper format for querying. To track the status of an indexing job, use the check index status below.",
-        )
-        index_name = st.text_input("Enter Index Name")
-        st.write(
-            f"Selected Storage Container: {select_storage_name} {input_storage_name}"
-        )
-        st.write(f"Selected Entity Config:  {entity_config_name_select}")
-        if st.button("Build Index"):
-            if select_storage_name != "":
-                final_storage_name = select_storage_name
-            elif input_storage_name != "":
-                final_storage_name = input_storage_name
-
-            if entity_config_name_select != "":
-                final_entity_name = entity_config_name_select
-            if (
-                final_entity_name == "DEFAULT"
-            ):  # no entity config selected, so creating and using the default config at runtime.
-                request = {
-                    "storage_name": final_storage_name,
-                    "index_name": index_name,
-                }
-            else:
-                request = {
-                    "storage_name": final_storage_name,
-                    "index_name": index_name,
-                    "entity_config_name": final_entity_name,
-                }
-
-            url = api_url + "/index"
-
-            response = requests.post(url, json=request, headers=headers)
-
-            if response.status_code == 200:
-                st.success("Job submitted successfully!")
-            else:
-                st.error(f"Failed to submit job.\nStatus: {response.text}")
-        st.divider()
-        st.header(
-            "Check Index Status",
-            divider=True,
-            help="Select the created index to check status at what steps it is at in indexing. Indexing must be complete in order to be able to query properly.",
-        )
-
-        indexes = get_indexes_data(api_url)
-        options_indexes = [""]
-        try:
-            options_indexes = options_indexes + indexes["index_name"]
-        except Exception:
-            print("No indexes found, continuing...")
-
-        index_name_select = st.sidebar.selectbox(
-            "Select an index to check its status.", options_indexes
-        )
-
-        progress_bar = st.progress(0)
-
-        if st.button("Check Status"):
-            status_url = api_url + f"/index/status/{index_name_select}"
-            status_response = requests.get(url=status_url, headers=headers)
-            status_response_text = json.loads(status_response.text)
-            if (
-                status_response.status_code == 200
-                and status_response_text["status"] != ""
-            ):
-                try:
-                    percent_complete = status_response_text["percent_complete"]
-                    st.success(f"Status: {status_response_text['status']}")
-                except Exception:
-                    pass
-                try:
-                    progress_bar.progress(float(percent_complete) / 100)
-                    st.success(f"Percent Complete: {percent_complete}% ")
-                except Exception:
-                    pass
-                try:
-                    progress_status = status_response_text["progress"]
-                    st.success(f"Progress: {progress_status } ")
-                except Exception:
-                    pass
-            else:
-                st.error(f"Status: No workflow associated with {index_name}")
-
-    st.title("Microsoft GraphRAG Copilot")
-
-    col1, col2, col3, col4 = st.columns([0.4, 0.23, 0.22, 0.1])
-
-    # image = Image.open("./static/Microsoft_logo.png")
-    # logo = col1.image(image)
-
-    search_bar = col1.text_input("Query")
-    query_type = col2.selectbox(
-        "Query Type",
-        ["Global", "Local", "Global Streaming"],
-        help="Select the query type - Each yeilds different results of specificity. Global queries focus on the entire graph structure. Local queries focus on a set of communities (subgraphs) in the graph that are more connected to each other than they are to the rest of the graph structure and can focus on very specific entities in the graph. Global streaming is a global query that displays results as they appear live.",
-    )
-    select_index_search = col3.multiselect(
-        "Index",
-        options_indexes,
-        help="Select the index(es) to query. The selected index(es) must have a complete status in order to yield query results without error. Use Check Index Status to confirm status.",
-    )
-    search_button = col4.button("Search")
-    url = "https://github.com/Azure-Samples/graphrag-accelerator/blob/main/docs/TRANSPARENCY.md"
-    content = f"""
-    ##  Welcome to GraphRAG!
-    Diving into complex information and uncovering semantic relationships utilizing generative AI has never been easier. Here's how you can get started with just a few clicks:
-    - *Set Up:* In the left pane, select or upload your data storage, configure entities, and name your index to begin building an index.
-    - *Explore:* On the query side, choose your index, specify the query type, and click search to see insights.
-
-    [GraphRAG]({url}) turns complex data tasks into a breeze, giving you insights at your fingertips.
-    """
-    # Display text in the gray box
-    container_placeholder = st.markdown(content, unsafe_allow_html=False)
-
-    deployer_email = os.environ.get("DEPLOYER_EMAIL", "deployer@email.com")
-    footer = f"""
-        <div class="footer">
-            <p> Responses may be inaccurate; please review all responses for accuracy. Learn more about Azure OpenAI code of conduct <a href="https://learn.microsoft.com/en-us/legal/cognitive-services/openai/code-of-conduct"> here</a>. </br> For feedback, email us at <a href="mailto:{deployer_email}">{deployer_email}</a>.</p>
-        </div>
-    """
-
-    st.markdown(footer, unsafe_allow_html=True)
-
-    # container_placeholder = st.empty()
-
-    # st.markdown('</div>', unsafe_allow_html=True)
-
-    async def search_button_clicked():
-        query_response = {}
-        container_placeholder.empty()
-
-        idler_message_list = [
-            "Querying the graph...",
-            "Processing the query...",
-            "The graph is working hard...",
-            "Fetching the results...",
-            "Reticulating splines...",
-            "Almost there...",
-            "The report format is customizable, for this demo we report back in executive summary format. It's prompt driven to change as you like!",
-            "Just a few more seconds...",
-            "You probably know these messages are just for fun...",
-            "In the meantime, here's a fun fact: Did you know that the Microsoft GraphRAG Copilot is built on top of the Microsoft GraphRAG Solution Accelerator?",
-            "The average graph query processes several textbooks worth of information to get you your answer.  I hope it was a good question!",
-            "Shamelessly buying time...",
-            "When the answer comes, make sure to check the context reports, the detail there is incredible!",
-            "When we ingest data into the graph, the structure of language itself is used to create the graph structure. It's like a language-based neural network, using neural networks to understand language to network. It's a network-ception!",
-            "The answers will come eventually, I promise.  In the meantime, I recommend a doppio espresso, or a nice cup of tea.  Or both!  The GraphRAG team runs on caffeine.",
-            "The graph is a complex structure, but it's working hard to get you the answer you need.",
-            "GraphRAG is step one in a long journey of understanding the world through language.  It's a big step, but there's so much more to come.",
-            "The results are on their way...",
-        ]
-
-        query_response = None
-        try:
-            while query_response is None:
-                for _ in range(3):
-                    # wait 5 seconds
-                    message = np.random.choice(idler_message_list)
-                    with st.spinner(text=message):
-                        time.sleep(5)
-
-                if query_type == "Global" or query_type == "Local":
-                    with st.spinner():
-                        query_response = await query_index(
-                            select_index_search, query_type, search_bar
-                        )
-                elif query_type == "Global Streaming":
-                    with st.spinner():
-                        url = f"{api_url}/experimental/query/global/streaming"
-                        query_response = requests.post(
-                            url,
-                            json={
-                                "index_name": select_index_search,
-                                "query": search_bar,
-                            },
-                            headers=headers,
-                            stream=True,
-                        )
-                        assistant_response = ""
-                        context_list = []
-                        if query_response.status_code == 200:
-                            text_placeholder = st.empty()
-                            reports_context_expander = None
-                            for chunk in query_response.iter_lines(
-                                # allow up to 256KB to avoid excessive many reads
-                                chunk_size=256 * KILOBYTE,
-                                decode_unicode=True,
-                            ):
-                                try:
-                                    payload = json.loads(chunk)
-                                except json.JSONDecodeError:
-                                    # In the event that a chunk is not a complete JSON object,
-                                    # document it for further analysis.
-                                    print("Error decoding JSON chunk.")
-                                    pass
-
-                                token = payload["token"]
-                                context = payload["context"]
-                                if (token != "<EOM>") and (context is None):
-                                    assistant_response += token
-                                    text_placeholder.write(assistant_response)
-                                elif (token == "<EOM>") and (context is None):
-                                    # Message is over, you will not receive the context values
-                                    reports_context_expander = st.expander(
-                                        "Expand to see context reports"
-                                    )
-                                elif (token == "<EOM>") and (context is not None):
-                                    context_list.append(context)
-                                    with reports_context_expander:
-                                        with st.expander(context["title"]):
-                                            df_context = pd.DataFrame.from_dict(
-                                                [context]
-                                            )
-                                            if "id" in df_context.columns:
-                                                df_context = df_context.drop(
-                                                    "id", axis=1
-                                                )
-                                            if "title" in df_context.columns:
-                                                df_context = df_context.drop(
-                                                    "title", axis=1
-                                                )
-                                            if "index_id" in df_context.columns:
-                                                df_context = df_context.drop(
-                                                    "index_id", axis=1
-                                                )
-                                            st.dataframe(
-                                                df_context, use_container_width=True
-                                            )
-                                else:
-                                    print(chunk)
-                                    raise Exception(
-                                        "Received unexpected response from server"
-                                    )
-
-            if query_type == "Global" or query_type == "Local":
-                container_placeholder.empty()
-
-                if query_response["result"] != "":
-                    with st.expander("Results", expanded=True):
-                        st.write(query_response["result"])
-
-                if query_response["context_data"]["reports"] != []:
-                    with st.expander(
-                        f"View context for this response from {query_type} method:"
-                    ):
-                        if query_type == "Local":
-                            st.write(
-                                query_response["context_data"]["reports"][0]["content"]
-                            )
-                        else:
-                            df = pd.DataFrame(query_response["context_data"]["reports"])
-                            if "index_name" in df.columns:
-                                df = df.drop("index_name", axis=1)
-                            if "index_id" in df.columns:
-                                df = df.drop("index_id", axis=1)
-                            st.dataframe(df, use_container_width=True)
-
-                if query_response["context_data"]["entities"] != []:
-                    with st.spinner("Loading context entities..."):
-                        with st.expander("View context entities"):
-                            df_entities = pd.DataFrame(
-                                query_response["context_data"]["entities"]
-                            )
-                            if "in_context" in df_entities.columns:
-                                df_entities = df_entities.drop("in_context", axis=1)
-                            st.dataframe(df_entities, use_container_width=True)
-
-                            for report in query_response["context_data"]["entities"]:
-                                entity_data = get_source_entity(
-                                    report["index_name"], report["id"]
-                                )
-                                for unit in entity_data["text_units"]:
-                                    response = requests.get(
-                                        f"{api_url}/source/text/{report['index_name']}/{unit}",
-                                        headers=headers,
-                                    )
-                                    text_info = response.json()
-                                    if text_info is not None:
-                                        with st.expander(
-                                            f" Entity: {report['entity']} - Source Document: {text_info['source_document']} "
-                                        ):
-                                            st.write(text_info["text"])
-
-                if query_response["context_data"]["relationships"] != []:
-                    with st.spinner("Loading context relationships..."):
-                        with st.expander("View context relationships"):
-                            df_relationships = pd.DataFrame(
-                                query_response["context_data"]["relationships"]
-                            )
-                            if "in_context" in df_relationships.columns:
-                                df_relationships = df_relationships.drop(
-                                    "in_context", axis=1
-                                )
-                            st.dataframe(df_relationships, use_container_width=True)
-                            for report in query_response["context_data"][
-                                "relationships"
-                            ][:15]:
-                                # with st.expander(
-                                #     f"Source: {report['source']} Target: {report['target']} Rank: {report['rank']}"
-                                # ):
-                                # st.write(report["description"])
-                                relationship_data = requests.get(
-                                    f"{api_url}/source/relationship/{report['index_name']}/{report['id']}",
-                                    headers=headers,
-                                )
-                                relationship_data = relationship_data.json()
-                                for unit in relationship_data["text_units"]:
-                                    response = requests.get(
-                                        f"{api_url}/source/text/{report['index_name']}/{unit}",
-                                        headers=headers,
-                                    )
-                                    text_info_rel = response.json()
-
-                                    df_textinfo_rel = pd.DataFrame([text_info_rel])
-                                    with st.expander(
-                                        f"Source: {report['source']} Target: {report['target']} - Source Document: {text_info['source_document']} "
-                                    ):
-                                        st.write(text_info["text"])
-                                        st.dataframe(
-                                            df_textinfo_rel, use_container_width=True
-                                        )
-        except requests.exceptions.RequestException:
-            st.error("Error with query")
-
-    if search_button:
-        await search_button_clicked()
-
-
-asyncio.run(app())
diff --git a/frontend/static/Microsoft_logo.png b/frontend/static/Microsoft_logo.png
deleted file mode 100644
index 0990b413283a6e0bd0408a818c88bbe466909fc8..0000000000000000000000000000000000000000
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diff --git a/frontend/style.css b/frontend/style.css
deleted file mode 100644
index 517a585..0000000
--- a/frontend/style.css
+++ /dev/null
@@ -1,84 +0,0 @@
-/*
-Copyright (c) Microsoft Corporation.
-Licensed under the MIT License.
-*/
-
-@import url('https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.1/css/all.min.css');
-
-#root > div:nth-child(1) > div.withScreencast > div > div > div > section.main.st-emotion-cache-uf99v8.ea3mdgi8 > div.block-container.st-emotion-cache-z5fcl4.ea3mdgi5 > div > div > div > div.st-emotion-cache-ocqkz7.e1f1d6gn5 > div:nth-child(4) > div > div > div > div > div{
-    margin-top: 1.6em;
-}
-
-
-[data-testid="stHeadingDivider"] {
-    background-color: #3d9df3;  /* Set your desired color */
-    height: 1px;
-}
-
-#microsoft-graphrag-copilot > div > span {
-    text-align: center;
-    margin-top: -1em;
-}
-
-/* Tooltip container */
-.tooltip {
-    position: relative;
-    display: inline-block;
-    border-bottom: 1px dotted black; /* If you want dots under the hoverable text */
-  }
-
-  /* Tooltip text */
-  .tooltip .tooltiptext {
-    visibility: hidden;
-    width: 120px;
-    background-color: #555;
-    color: #fff;
-    text-align: center;
-    border-radius: 6px;
-    padding: 5px;
-    position: absolute;
-    z-index: 1;
-    bottom: 125%;
-    left: 50%;
-    margin-left: -60px;
-    opacity: 0;
-    transition: opacity 0.3s;
-  }
-
-  /* Show the tooltip text when you hover over the tooltip container */
-  .tooltip:hover .tooltiptext {
-    visibility: visible;
-    opacity: 1;
-  }
-
-  .gray-box {
-
-    background-color: #ffffff;
-    padding: 10px;
-    width: 80%;
-}
-
-.center-container {
-  margin-top: -10em;
-  display: flex;
-  align-items: center;
-  justify-content: center;
-  height: 100vh;
-}
-
-.footer {
-  display: flex;
-  justify-content: center;
-  align-items: center;
-  position: fixed;
-  left: 0;
-  bottom: 0;
-  width: 100%;
-  background-color: #f1f1f1;
-  text-align: center;
-  padding: 5px;
-  z-index: 1000;
-}
-.footer p{
-  font-size: 12px;
-}
\ No newline at end of file
diff --git a/poetry.lock b/poetry.lock
index 7dd0320..b75ea66 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1234,33 +1234,33 @@ pyarrow = ">=15.0.0,<16.0.0"
 
 [[package]]
 name = "debugpy"
-version = "1.8.1"
+version = "1.8.2"
 description = "An implementation of the Debug Adapter Protocol for Python"
 optional = false
 python-versions = ">=3.8"
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 notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["pickleshare", "pytest", "pytest-asyncio (<0.22)", "testpath"]
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 [[package]]
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 [package.extras]
-docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-removed-in", "sphinxext-opengraph"]
+docs = ["furo", "olefile", "sphinx (>=7.3)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinxext-opengraph"]
 fpx = ["olefile"]
 mic = ["olefile"]
 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
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 ]
 
 [package.dependencies]
@@ -5659,28 +5689,29 @@ pyasn1 = ">=0.1.3"
 
 [[package]]
 name = "ruff"
-version = "0.4.10"
+version = "0.5.0"
 description = "An extremely fast Python linter and code formatter, written in Rust."
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [[package]]
@@ -5824,18 +5855,18 @@ win32 = ["pywin32"]
 
 [[package]]
 name = "setuptools"
-version = "70.1.0"
+version = "70.2.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "setuptools-70.2.0.tar.gz", hash = "sha256:bd63e505105011b25c3c11f753f7e3b8465ea739efddaccef8f0efac2137bac1"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
-testing = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "mypy (==1.10.0)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.1)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (>=0.3.2)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "mypy (==1.10.0)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (>=0.3.2)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
 
 [[package]]
 name = "shellingham"
diff --git a/pyproject.toml b/pyproject.toml
index 59db78d..5188268 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "graphrag-solution-accelerator"
-version = "0.1.0"
+version = "0.0.1"
 description = ""
 authors = [
     "Josh Bradley <joshbradley@microsoft.com>",