From 57c5168a235ace96bbc4bda11dd7d4fa4f5df8b9 Mon Sep 17 00:00:00 2001 From: Safzan Pirani Date: Sat, 2 Mar 2024 08:14:10 +0530 Subject: [PATCH] Initial commit --- .dockerignore | 17 + .gitattributes | 2 + .github/workflows/main.yaml | 124 ++ .gitignore | 5 + .streamlit/config.toml | 2 + Dockerfile | 38 + LICENSE | 674 ++++++ Pipfile | 18 + Pipfile.lock | 3632 ++++++++++++++++++++++++++++++++ README.md | 27 + components/chatbox.py | 31 + components/header.py | 8 + components/page_config.py | 10 + components/page_state.py | 96 + components/sidebar.py | 19 + components/tabs/about.py | 59 + components/tabs/file_upload.py | 20 + components/tabs/github_repo.py | 145 ++ components/tabs/local_files.py | 162 ++ components/tabs/settings.py | 116 + components/tabs/website.py | 35 + demo.gif | Bin 0 -> 10454457 bytes docker-compose.yml | 20 + docs/pipeline.md | 18 + docs/resources.md | 9 + docs/setup.md | 15 + docs/todo.md | 62 + docs/usage.md | 28 + logo.png | Bin 0 -> 443225 bytes main.py | 34 + utils/helpers.py | 77 + utils/llama_index.py | 140 ++ utils/logs.py | 27 + utils/ollama.py | 141 ++ 34 files changed, 5811 insertions(+) create mode 100644 .dockerignore create mode 100644 .gitattributes create mode 100644 .github/workflows/main.yaml create mode 100644 .gitignore create mode 100644 .streamlit/config.toml create mode 100644 Dockerfile create mode 100644 LICENSE create mode 100644 Pipfile create mode 100644 Pipfile.lock create mode 100644 README.md create mode 100644 components/chatbox.py create mode 100644 components/header.py create mode 100644 components/page_config.py create mode 100644 components/page_state.py create mode 100644 components/sidebar.py create mode 100644 components/tabs/about.py create mode 100644 components/tabs/file_upload.py create mode 100644 components/tabs/github_repo.py create mode 100644 components/tabs/local_files.py create mode 100644 components/tabs/settings.py create mode 100644 components/tabs/website.py create mode 100644 demo.gif create mode 100644 docker-compose.yml create mode 100644 docs/pipeline.md create mode 100644 docs/resources.md create mode 100644 docs/setup.md create mode 100644 docs/todo.md create mode 100644 docs/usage.md create mode 100644 logo.png create mode 100644 main.py create mode 100644 utils/helpers.py create mode 100644 utils/llama_index.py create mode 100644 utils/logs.py create mode 100644 utils/ollama.py diff --git a/.dockerignore b/.dockerignore new file mode 100644 index 0000000..d162ec2 --- /dev/null +++ b/.dockerignore @@ -0,0 +1,17 @@ +.git +.gitignore +.gitattributes +.cache +*.md +*.example +LICENSE +logo.* +*.png +*.gif +*.jpg +*.bmpr +*.svg +*.sample +.env* +Dockerfile +docker-compose.yml \ No newline at end of file diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..dfe0770 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,2 @@ +# Auto detect text files and perform LF normalization +* text=auto diff --git a/.github/workflows/main.yaml b/.github/workflows/main.yaml new file mode 100644 index 0000000..eb9baba --- /dev/null +++ b/.github/workflows/main.yaml @@ -0,0 +1,124 @@ +name: "Docker Release -- LATEST" + +on: + push: + branches: + - "master" + - "main" +env: + TERM: 'xterm' + SLACK_WEBHOOK_URL: ${{ secrets.SLACK_WEBHOOK_URL }} + +jobs: + vuln-report: + name: Vulnerability Report + runs-on: ubuntu-latest + steps: + - name: Checkout code + uses: actions/checkout@v3 + + - name: Run Trivy vulnerability scanner in repo mode + uses: aquasecurity/trivy-action@master + with: + scan-type: 'fs' + ignore-unfixed: true + format: 'sarif' + output: 'trivy-results.sarif' + severity: 'CRITICAL,HIGH,MODERATE' + + - name: Upload Trivy scan results to GitHub Security tab + uses: github/codeql-action/upload-sarif@v3 + with: + sarif_file: 'trivy-results.sarif' + + bump-tag: + name: Create new tag + needs: [] + runs-on: ubuntu-latest + outputs: + version: ${{ steps.save-output.outputs.version }} + steps: + - name: Checkout code + uses: actions/checkout@v3 + - name: Bump version and push tag + id: bump-tag + uses: anothrNick/github-tag-action@1.67.0 + env: + GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} + RELEASE_BRANCHES: "master,main" + DEFAULT_BUMP: "patch" + INITIAL_VERSION: "1.1.1" + - name: Log new version + id: log-version + run: echo "New version -- ${{ steps.bump-tag.outputs.new_tag }}" + - name: Save version to Output + id: save-output + run: echo "version=${{ steps.bump-tag.outputs.new_tag }}" >> $GITHUB_OUTPUT + + release: + name: Publish Docker Image + needs: [bump-tag] + runs-on: ubuntu-latest + outputs: + tags: ${{ steps.docker-tags.outputs.tags }} + steps: + - name: Remove unnecessary files + run: | + sudo rm -rf /usr/share/dotnet + sudo rm -rf "$AGENT_TOOLSDIRECTORY" + - name: Checkout source code + id: checkout-code + uses: actions/checkout@v3 + with: + ref: ${{ github.ref }} + + - name: Build Docker Tags + id: docker-tags + run: | + CUR_BRANCH=$(git rev-parse --abbrev-ref HEAD) + if [[ $CUR_BRANCH = "main" || $CUR_BRANCH = "master" ]]; then + TAGS="${{ github.repository }}:${{ needs.bump-tag.outputs.version }},${{ github.repository }}:latest" + fi + echo "tags=${TAGS}" >> $GITHUB_OUTPUT + + - name: Set up QEMU + id: setup-qemu + uses: docker/setup-qemu-action@v3 + + - name: Set up Docker Buildx + id: setup-buildx + uses: docker/setup-buildx-action@v3 + + - name: Cache Docker layers + uses: actions/cache@v4 + with: + path: /tmp/.buildx-cache + key: ${{ runner.os }}-buildx-${{ steps.vars.outputs.sha_short }} + restore-keys: | + ${{ runner.os }}-buildx- + + - name: Login to DockerHub + uses: docker/login-action@v3 + with: + username: ${{ secrets.DOCKER_USERNAME }} + password: ${{ secrets.DOCKER_ACCESS_TOKEN }} + + - name: Build & Push Base Image + id: docker-build + uses: docker/build-push-action@v5 + with: + builder: ${{ steps.setup-buildx.outputs.name }} + context: ./ + platforms: linux/amd64 + file: ./Dockerfile + push: true + tags: ${{ steps.docker-tags.outputs.tags }} + cache-from: type=local,src=/tmp/.buildx-cache + cache-to: type=local,dest=/tmp/.buildx-cache + + - name: Notify Slack + uses: act10ns/slack@v2 + with: + status: ${{ job.status }} + steps: ${{ toJson(steps) }} + if: always() \ No newline at end of file diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..e5bf6d6 --- /dev/null +++ b/.gitignore @@ -0,0 +1,5 @@ +*.pyc +data/* +*.log +.cache/* +.nv/* \ No newline at end of file diff --git a/.streamlit/config.toml b/.streamlit/config.toml new file mode 100644 index 0000000..b690b74 --- /dev/null +++ b/.streamlit/config.toml @@ -0,0 +1,2 @@ +[browser] +gatherUsageStats = false \ No newline at end of file diff --git a/Dockerfile b/Dockerfile new file mode 100644 index 0000000..80f9d26 --- /dev/null +++ b/Dockerfile @@ -0,0 +1,38 @@ +FROM python:3.10-slim as base + +# Setup env +ENV LANG C.UTF-8 +ENV LC_ALL C.UTF-8 +ENV PYTHONDONTWRITEBYTECODE 1 +ENV PYTHONFAULTHANDLER 1 + + +FROM base AS python-deps + +# Install pipenv and compilation dependencies +RUN pip install pipenv +RUN apt-get update && apt-get install -y --no-install-recommends gcc + +# Install python dependencies in /.venv +COPY Pipfile . +COPY Pipfile.lock . +RUN PIPENV_VENV_IN_PROJECT=1 pipenv install --deploy + + +FROM base AS runtime + +# Copy virtual env from python-deps stage +COPY --from=python-deps /.venv /.venv +ENV PATH="/.venv/bin:$PATH" + +# Create and switch to a new user +RUN useradd --create-home appuser +WORKDIR /home/appuser +USER appuser + +# Install application into container +COPY . . + +# Run the application +ENTRYPOINT ["python", "-m", "streamlit"] +CMD ["run", "main.py"] \ No newline at end of file diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..f288702 --- /dev/null +++ b/LICENSE @@ -0,0 +1,674 @@ + GNU GENERAL PUBLIC LICENSE + Version 3, 29 June 2007 + + Copyright (C) 2007 Free Software Foundation, Inc. + Everyone is permitted to copy and distribute verbatim copies + of this license document, but changing it is not allowed. + + Preamble + + The GNU General Public License is a free, copyleft license for +software and other kinds of works. + + The licenses for most software and other practical works are designed +to take away your freedom to share and change the works. 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Interpretation of Sections 15 and 16. + + If the disclaimer of warranty and limitation of liability provided +above cannot be given local legal effect according to their terms, +reviewing courts shall apply local law that most closely approximates +an absolute waiver of all civil liability in connection with the +Program, unless a warranty or assumption of liability accompanies a +copy of the Program in return for a fee. + + END OF TERMS AND CONDITIONS + + How to Apply These Terms to Your New Programs + + If you develop a new program, and you want it to be of the greatest +possible use to the public, the best way to achieve this is to make it +free software which everyone can redistribute and change under these terms. + + To do so, attach the following notices to the program. It is safest +to attach them to the start of each source file to most effectively +state the exclusion of warranty; and each file should have at least +the "copyright" line and a pointer to where the full notice is found. + + + Copyright (C) + + This program is free software: you can redistribute it and/or modify + it under the terms of the GNU General Public License as published by + the Free Software Foundation, either version 3 of the License, or + (at your option) any later version. + + This program is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU General Public License for more details. + + You should have received a copy of the GNU General Public License + along with this program. If not, see . + +Also add information on how to contact you by electronic and paper mail. + + If the program does terminal interaction, make it output a short +notice like this when it starts in an interactive mode: + + Copyright (C) + This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'. + This is free software, and you are welcome to redistribute it + under certain conditions; type `show c' for details. + +The hypothetical commands `show w' and `show c' should show the appropriate +parts of the General Public License. Of course, your program's commands +might be different; for a GUI interface, you would use an "about box". + + You should also get your employer (if you work as a programmer) or school, +if any, to sign a "copyright disclaimer" for the program, if necessary. +For more information on this, and how to apply and follow the GNU GPL, see +. + + The GNU General Public License does not permit incorporating your program +into proprietary programs. If your program is a subroutine library, you +may consider it more useful to permit linking proprietary applications with +the library. If this is what you want to do, use the GNU Lesser General +Public License instead of this License. But first, please read +. diff --git a/Pipfile b/Pipfile new file mode 100644 index 0000000..939b1e0 --- /dev/null +++ b/Pipfile @@ -0,0 +1,18 @@ +[[source]] +url = "https://pypi.org/simple" +verify_ssl = true +name = "pypi" + +[packages] +streamlit = "*" +ollama = "*" +llama-index = "*" +llama-index-llms-ollama = "*" +llama-index-embeddings-huggingface = "*" +pycryptodome = "*" +nbconvert = "*" + +[dev-packages] + +[requires] +python_version = "3.10" diff --git a/Pipfile.lock b/Pipfile.lock new file mode 100644 index 0000000..52cd986 --- /dev/null +++ b/Pipfile.lock @@ -0,0 +1,3632 @@ +{ + "_meta": { + "hash": { + "sha256": "ea1904553bf293473d66bde1e9b73a823f8a6761f05eba4c5e84e61c813fa414" + }, + "pipfile-spec": 6, + "requires": { + "python_version": "3.10" + }, + "sources": [ + { + "name": "pypi", + "url": "https://pypi.org/simple", + "verify_ssl": true + } + ] + }, + "default": { + "aiohttp": { + "hashes": [ + 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augmented generation (RAG) with open-source Large Language Models (LLMs), all without 3rd parties or sensitive data leaving your network. + +Features: + +- Offline Embeddings & LLMs Support (No OpenAI!) +- Streaming Responses +- Conversation Memory +- Chat Export + +Learn More: + +- [Setup & Deploy the App](docs/setup.md) +- [Using Local RAG](docs/usage.md) +- [RAG Pipeline](docs/pipeline.md) +- [Planned Features](docs/todo.md) +- [Known Bugs & Issues](docs/todo.md#known-issues--bugs) +- [Resources](docs/resources.md) \ No newline at end of file diff --git a/components/chatbox.py b/components/chatbox.py new file mode 100644 index 0000000..cafdfae --- /dev/null +++ b/components/chatbox.py @@ -0,0 +1,31 @@ +import streamlit as st + +from utils.ollama import chat, context_chat + + +def chatbox(): + if prompt := st.chat_input("How can I help?"): + # Prevent submission if Ollama endpoint is not set + if not st.session_state["query_engine"]: + st.warning("Please confirm settings and upload files before proceeding.") + st.stop() + + # Add the user input to messages state + st.session_state["messages"].append({"role": "user", "content": prompt}) + with st.chat_message("user"): + st.markdown(prompt) + + # Generate llama-index stream with user input + with st.chat_message("assistant"): + with st.spinner("Processing..."): + response = st.write_stream( + # chat( + # prompt=prompt + # ) + context_chat( + prompt=prompt, query_engine=st.session_state["query_engine"] + ) + ) + + # Add the final response to messages state + st.session_state["messages"].append({"role": "assistant", "content": response}) diff --git a/components/header.py b/components/header.py new file mode 100644 index 0000000..f678b72 --- /dev/null +++ b/components/header.py @@ -0,0 +1,8 @@ +import streamlit as st + + +def set_page_header(): + st.header("📚 Offline, Open-Source RAG", anchor=False) + st.caption( + "Ingest files for retrieval augmented generation (RAG) with open-source Large Language Models (LLMs), all without 3rd parties or sensitive data leaving your network." + ) diff --git a/components/page_config.py b/components/page_config.py new file mode 100644 index 0000000..7ae9e86 --- /dev/null +++ b/components/page_config.py @@ -0,0 +1,10 @@ +import streamlit as st + + +def set_page_config(): + st.set_page_config( + page_title="Local RAG", + page_icon="📚", + layout="wide", + initial_sidebar_state="expanded", + ) diff --git a/components/page_state.py b/components/page_state.py new file mode 100644 index 0000000..f6fadbe --- /dev/null +++ b/components/page_state.py @@ -0,0 +1,96 @@ +import streamlit as st + +import utils.logs as logs + +from utils.ollama import get_models + + +def set_initial_state(): + + ########### + # General # + ########### + + if "ollama_endpoint" not in st.session_state: + st.session_state["ollama_endpoint"] = "http://localhost:11434" + + if "embedding_model" not in st.session_state: + st.session_state["embedding_model"] = "Default (bge-large-en-v1.5)" + + if "ollama_models" not in st.session_state: + try: + models = get_models() + st.session_state["ollama_models"] = models + except Exception as err: + logs.log.warn( + f"Warning: Initial loading of Ollama models failed. You might be hosting Ollama somewhere other than localhost. -- {err}" + ) + st.session_state["ollama_models"] = [] + pass + + if "selected_model" not in st.session_state: + st.session_state["selected_model"] = st.session_state["ollama_models"][0] + + if "messages" not in st.session_state: + st.session_state["messages"] = [ + { + "role": "assistant", + "content": "Welcome to Local RAG! To begin, please either import some files or ingest a GitHub repo. Once you've completed those steps, we can continue the conversation and explore how I can assist you further.", + } + ] + + ###################### + # Files & Documents # + ###################### + + if "file_list" not in st.session_state: + st.session_state["file_list"] = [] + + if "github_repo" not in st.session_state: + st.session_state["github_repo"] = None + + ############### + # Llama-Index # + ############### + + if "llm" not in st.session_state: + st.session_state["llm"] = None + + if "documents" not in st.session_state: + st.session_state["documents"] = None + + if "query_engine" not in st.session_state: + st.session_state["query_engine"] = None + + if "service_context" not in st.session_state: + st.session_state["service_context"] = None + + if "chat_mode" not in st.session_state: + st.session_state["chat_mode"] = "best" + + ##################### + # Advanced Settings # + ##################### + + if "advanced" not in st.session_state: + st.session_state["advanced"] = False + + if "system_prompt" not in st.session_state: + st.session_state["system_prompt"] = ( + "You are a sophisticated virtual assistant designed to assist users in comprehensively understanding and extracting insights from a wide range of documents at their disposal. Your expertise lies in tackling complex inquiries and providing insightful analyses based on the information contained within these documents." + ) + + if "top_k" not in st.session_state: + st.session_state["top_k"] = 3 + + if "embedding_model" not in st.session_state: + st.session_state["embedding_model"] = None + + if "other_embedding_model" not in st.session_state: + st.session_state["other_embedding_model"] = None + + if "chunk_size" not in st.session_state: + st.session_state["chunk_size"] = 1024 + + if "chunk_overlap" not in st.session_state: + st.session_state["chunk_overlap"] = 20 diff --git a/components/sidebar.py b/components/sidebar.py new file mode 100644 index 0000000..10cd52d --- /dev/null +++ b/components/sidebar.py @@ -0,0 +1,19 @@ +import streamlit as st + +from components.tabs.about import about +from components.tabs.file_upload import file_upload +from components.tabs.settings import settings + + +def sidebar(): + with st.sidebar: + tab1, tab2, tab3 = st.sidebar.tabs(["My Files", "Settings", "About"]) + + with tab1: + file_upload() + + with tab2: + settings() + + with tab3: + about() diff --git a/components/tabs/about.py b/components/tabs/about.py new file mode 100644 index 0000000..e69872d --- /dev/null +++ b/components/tabs/about.py @@ -0,0 +1,59 @@ +import streamlit as st + +from datetime import datetime + + +def about(): + st.title("📚 Local RAG") + st.caption(f"Developed by Jon Fairbanks © {datetime.now().year}") + st.write("") + + links_html = """ + + """ + + resources_html = """ + + """ + + help_html = """ + + """ + + st.subheader("Links") + st.markdown(links_html, unsafe_allow_html=True) + + st.subheader("Resources") + st.markdown(resources_html, unsafe_allow_html=True) + + st.subheader("Help") + st.markdown(help_html, unsafe_allow_html=True) diff --git a/components/tabs/file_upload.py b/components/tabs/file_upload.py new file mode 100644 index 0000000..8c66330 --- /dev/null +++ b/components/tabs/file_upload.py @@ -0,0 +1,20 @@ +import streamlit as st + +from components.tabs.local_files import local_files +from components.tabs.github_repo import github_repo +from components.tabs.website import website + + +def file_upload(): + st.title("Directly import your files") + st.caption("Convert your files to embeddings for utilization during chat") + st.write("") + + with st.expander("💻   **Local Files**", expanded=False): + local_files() + + with st.expander("🗂️  **GitHub Repo**", expanded=False): + github_repo() + + with st.expander("🌐   **Website**", expanded=False): + website() diff --git a/components/tabs/github_repo.py b/components/tabs/github_repo.py new file mode 100644 index 0000000..f9821fc --- /dev/null +++ b/components/tabs/github_repo.py @@ -0,0 +1,145 @@ +import os +import shutil + +import streamlit as st + +import utils.helpers as func +import utils.ollama as ollama +import utils.llama_index as llama_index +import utils.logs as logs + + +def github_repo(): + # st.header("Import files from a GitHub repo") + # st.caption("Convert a GitHub repo to embeddings for utilization during chat") + if st.session_state["selected_model"] is not None: + st.text_input( + "Select a GitHub.com repo", + placeholder="jonfairbanks/local-rag", + key="github_repo", + ) + + repo_processed = None + repo_processed = st.button( + "Process Repo", + on_click=func.clone_github_repo, + args=(st.session_state["github_repo"],), + ) # TODO: Should this be with st.button? + + with st.spinner("Processing..."): + if repo_processed is True: + error = None + + ###################################### + # Create Llama-Index service-context # + # to use local LLMs and embeddings # + ###################################### + + try: + llm = ollama.create_ollama_llm( + st.session_state["selected_model"], + st.session_state["ollama_endpoint"], + ) + st.session_state["llm"] = llm + st.caption("✔️ LLM Initialized") + + # resp = llm.complete("Hello!") + # print(resp) + except Exception as err: + logs.log.error(f"Failed to setup LLM: {err}") + error = err + + #################################### + # Determine embedding model to use # + #################################### + + embedding_model = st.session_state["embedding_model"] + hf_embedding_model = None + + if embedding_model == None: + # logs.log.info("No embedding model set; using defaults...") + hf_embedding_model = "BAAI/bge-large-en-v1.5" + + if embedding_model == "Default (bge-large-en-v1.5)": + # logs.log.info("Using default embedding model...") + hf_embedding_model = "BAAI/bge-large-en-v1.5" + + if embedding_model == "Large (Salesforce/SFR-Embedding-Mistral)": + # logs.log.info("Using the Salesforce embedding model; RIP yer VRAM...") + hf_embedding_model = "Salesforce/SFR-Embedding-Mistral" + + if embedding_model == "Other": + # logs.log.info("Using a user-provided embedding model...") + hf_embedding_model = st.session_state["other_embedding_model"] + + try: + llama_index.create_service_context( + st.session_state["llm"], + st.session_state["system_prompt"], + hf_embedding_model, + st.session_state["chunk_size"], + # st.session_state["chunk_overlap"], + ) + st.caption("✔️ Context Created") + except Exception as err: + logs.log.error(f"Setting up Service Context failed: {err}") + error = err + + ####################################### + # Load files from the data/ directory # + ####################################### + + try: + save_dir = os.getcwd() + "/data" + documents = llama_index.load_documents(save_dir) + st.session_state["documents"] = documents + st.caption("✔️ Processed File Data") + except Exception as err: + logs.log.error(f"Document Load Error: {err}") + error = err + + ########################################### + # Create an index from ingested documents # + ########################################### + + try: + llama_index.create_query_engine( + st.session_state["documents"], + st.session_state["service_context"], + ) + st.caption("✔️ Created File Index") + except Exception as err: + logs.log.error(f"Index Creation Error: {err}") + error = err + + ##################### + # Remove data files # + ##################### + + try: + save_dir = os.getcwd() + "/data" + shutil.rmtree(save_dir) + st.caption("✔️ Removed Temp Files") + except Exception as err: + logs.log.error(f"Failed to delete data files: {err}") + error = err + + ##################### + # Show Final Status # + ##################### + + if error is not None: + st.exception(error) + else: + st.write("Your files are ready. Let's chat! 😎") + + else: + st.text_input( + "Select a GitHub.com repo", + placeholder="jonfairbanks/local-rag", + disabled=True, + ) + st.button( + "Process Repo", + disabled=True, + ) diff --git a/components/tabs/local_files.py b/components/tabs/local_files.py new file mode 100644 index 0000000..527eb83 --- /dev/null +++ b/components/tabs/local_files.py @@ -0,0 +1,162 @@ +import os +import shutil + +import streamlit as st + +import utils.helpers as func +import utils.ollama as ollama +import utils.llama_index as llama_index +import utils.logs as logs + + +def local_files(): + # Force users to confirm Settings before uploading files + if st.session_state["selected_model"] is not None: + uploaded_files = st.file_uploader( + "Select Files", + accept_multiple_files=True, + type=( + "csv", + "docx", + "epub", + "ipynb", + "json", + "md", + "pdf", + "ppt", + "pptx", + "txt", + ), + ) + else: + st.warning("Please configure Ollama settings before proceeding!", icon="⚠️") + file_upload_container = st.container(border=True) + with file_upload_container: + uploaded_files = st.file_uploader( + "Select Files", + accept_multiple_files=True, + type=( + "csv", + "docx", + "epub", + "ipynb", + "json", + "md", + "pdf", + "ppt", + "pptx", + ), + disabled=True, + ) + + if len(uploaded_files) > 0: + st.session_state["file_list"] = uploaded_files + + with st.spinner("Processing..."): + error = None + + ###################### + # Save Files to Disk # + ###################### + + for uploaded_file in uploaded_files: + with st.spinner(f"Processing {uploaded_file.name}..."): + save_dir = os.getcwd() + "/data" + func.save_uploaded_file(uploaded_file, save_dir) + + st.caption("✔️ Files Uploaded") + + ###################################### + # Create Llama-Index service-context # + # to use local LLMs and embeddings # + ###################################### + + try: + llm = ollama.create_ollama_llm( + st.session_state["selected_model"], + st.session_state["ollama_endpoint"], + ) + st.session_state["llm"] = llm + st.caption("✔️ LLM Initialized") + + # resp = llm.complete("Hello!") + # print(resp) + + # Determine embedding model to use + + embedding_model = st.session_state["embedding_model"] + hf_embedding_model = None + + if embedding_model == None: + # logs.log.info("No embedding model set; using defaults...") + hf_embedding_model = "BAAI/bge-large-en-v1.5" + + if embedding_model == "Default (bge-large-en-v1.5)": + # logs.log.info("Using default embedding model...") + hf_embedding_model = "BAAI/bge-large-en-v1.5" + + if embedding_model == "Large (Salesforce/SFR-Embedding-Mistral)": + # logs.log.info("Using the Salesforce embedding model; RIP yer VRAM...") + hf_embedding_model = "Salesforce/SFR-Embedding-Mistral" + + if embedding_model == "Other": + # logs.log.info("Using a user-provided embedding model...") + hf_embedding_model = st.session_state["other_embedding_model"] + + llama_index.create_service_context( + st.session_state["llm"], + st.session_state["system_prompt"], + hf_embedding_model, + st.session_state["chunk_size"], + # st.session_state["chunk_overlap"], + ) + st.caption("✔️ Context Created") + except Exception as err: + logs.log.error(f"Setting up Service Context failed: {err}") + error = err + + ####################################### + # Load files from the data/ directory # + ####################################### + + try: + documents = llama_index.load_documents(save_dir) + st.session_state["documents"] = documents + st.caption("✔️ Processed File Data") + except Exception as err: + logs.log.error(f"Document Load Error: {err}") + error = err + + ########################################### + # Create an index from ingested documents # + ########################################### + + try: + llama_index.create_query_engine( + st.session_state["documents"], st.session_state["service_context"] + ) + st.caption("✔️ Created File Index") + except Exception as err: + logs.log.error(f"Index Creation Error: {err}") + error = err + + ##################### + # Remove data files # + ##################### + + try: + save_dir = os.getcwd() + "/data" + shutil.rmtree(save_dir) + st.caption("✔️ Removed Temp Files") + except Exception as err: + logs.log.error(f"Failed to delete data files: {err}") + error = err + + ##################### + # Show Final Status # + ##################### + + if error is not None: + st.exception(error) + else: + st.write("Your files are ready. Let's chat! 😎") diff --git a/components/tabs/settings.py b/components/tabs/settings.py new file mode 100644 index 0000000..d30a653 --- /dev/null +++ b/components/tabs/settings.py @@ -0,0 +1,116 @@ +import json + +import streamlit as st + +import utils.ollama as ollama + +from datetime import datetime + + +def settings(): + st.header("Settings") + st.caption("Configure Local RAG settings and integrations") + + st.subheader("Chat") + chat_settings = st.container(border=True) + with chat_settings: + st.text_input( + "Ollama Endpoint", + key="ollama_endpoint", + placeholder="http://localhost:11434", + on_change=ollama.get_models, + ) + st.selectbox( + "Model", + st.session_state["ollama_models"], + key="selected_model", + ) + st.button( + "Refresh", + on_click=ollama.get_models, + ) + if st.session_state["advanced"] == True: + st.select_slider( + "Top K", + options=[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10], + help="The number of most similar documents to retrieve in response to a query.", + value=st.session_state["top_k"], + key="top_k", + ) + st.text_area( + "System Prompt", + value=st.session_state["system_prompt"], + key="system_prompt", + ) + st.selectbox( + "Chat Mode", + ( + "best", + "condense_question", + "context", + "condense_plus_context", + "react", + ), + help="Sets the [Llama-Index Chat Mode](https://docs.llamaindex.ai/en/stable/module_guides/deploying/chat_engines/usage_pattern.html#available-chat-modes) used when creating the Query Engine.", + key="chat_mode", + disabled=True, + ) + st.write("") + + st.subheader( + "Embeddings", + help="Embeddings are numerical representations of data, useful for tasks like document clustering and similarity detection when processing files, as they encode semantic meaning for efficient manipulation and retrieval.", + ) + embedding_settings = st.container(border=True) + with embedding_settings: + embedding_model = st.selectbox( + "Model", + [ + "Default (bge-large-en-v1.5)", + "Large (Salesforce/SFR-Embedding-Mistral)", + "Other", + ], + key="embedding_model", + ) + if embedding_model == "Other": + st.text_input( + "HuggingFace Model", + key="other_embedding_model", + placeholder="Salesforce/SFR-Embedding-Mistral", + ) + if st.session_state["advanced"] == True: + st.caption( + "View the [MTEB Embeddings Leaderboard](https://huggingface.co/spaces/mteb/leaderboard)" + ) + st.text_input( + "Chunk Size", + help="Reducing `chunk_size` improves embedding precision by focusing on smaller text portions. This enhances information retrieval accuracy but escalates computational demands due to processing more chunks.", + key="chunk_size", + placeholder="1024", + value=st.session_state["chunk_size"], + ) + st.text_input( + "Chunk Overlap", + help="The amount of overlap between two consecutive chunks. A higher overlap value helps maintain continuity and context across chunks.", + key="chunk_overlap", + placeholder="20", + value=st.session_state["chunk_overlap"], + ) + + st.subheader("Export Data") + export_data_settings = st.container(border=True) + with export_data_settings: + st.write("Chat History") + st.download_button( + label="Download", + data=json.dumps(st.session_state["messages"]), + file_name=f"local-rag-chat-{datetime.now().strftime('%Y-%m-%d-%H-%M-%S')}.json", + mime="application/json", + ) + + st.toggle("Advanced Settings", key="advanced") + + if st.session_state["advanced"] == True: + with st.expander("Current Application State"): + state = dict(sorted(st.session_state.items())) + st.write(state) diff --git a/components/tabs/website.py b/components/tabs/website.py new file mode 100644 index 0000000..b93dcc7 --- /dev/null +++ b/components/tabs/website.py @@ -0,0 +1,35 @@ +import streamlit as st + + +def website(): + # if st.session_state["selected_model"] is not None: + # st.text_input( + # "Clone a website", + # placeholder="https://ollama.com/blog", + # ) + # st.button( + # "Copy", + # ) + # else: + # st.text_input( + # "Clone a website", + # placeholder="https://ollama.com/blog", + # disabled=True, + # ) + # st.button( + # "Copy", + # disabled=True, + # ) + + # css_example = ''' + # I'm importing the font-awesome icons as a stylesheet! 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