diff --git a/.DS_Store b/.DS_Store index 94957959..b04e01c6 100644 Binary files a/.DS_Store and b/.DS_Store differ diff --git a/README.md b/README.md index 0043daf5..ce57169c 100644 --- a/README.md +++ b/README.md @@ -2,7 +2,15 @@ Welcome to **GraphRAG Local with Ollama and Interactive UI**! This is an adaptation of Microsoft's [GraphRAG](https://github.com/microsoft/graphrag), tailored to support local models using Ollama and featuring a new interactive user interface. -*NOTE: The app is fully functional but I am currently in the process of debugging certain aspects so everything will run more smoothly. This may mean you will need to update your version by the end of today if you encounter an error by chance. I am trying to be fluid with the adjustments. I will also be making some changes so the model provider is more agnostic and not reliant on just Ollama. Feel free to open an Issue if you run into an error and I will try to address it immediately so you don't run into any downtime* +*NOTE: The app gained traction much quicker than I anticipated so I am frantically trying to get the bugs fixed and suggested improvements integrated. Right now it is functional but you may still run into some issues. This may mean you will need to update your version by the end of today if you encounter an error by chance. I am trying to be fluid with the adjustments. + +Changes being made right now: +- LLM agnostic: Use Ollama or set your own base URL and local model for LLM and Embedder +- Bug fixes on indexing and output file generation (missing _final/entities on some calls) +- Launch your own GraphRAG API server so you can use the functions in your own external app +- Dockerfile for easier deployment + +Feel free to open an Issue if you run into an error and I will try to address it ASAP so you don't run into any downtime* ## 📄 Research Paper @@ -41,6 +49,7 @@ Follow these steps to set up and run GraphRAG Local with Ollama and Interactive 4. **Launch the interactive UI:** ```bash + conda activate graphrag gradio app.py ``` or diff --git a/app.py b/app.py index ac622f9d..cd670b0a 100644 --- a/app.py +++ b/app.py @@ -121,7 +121,7 @@ def upload_file(file): # Get the updated file list updated_file_list = [f["path"] for f in list_input_files()] - return status, gr.Dropdown.update(choices=updated_file_list), update_logs() + return status, gr.update(choices=updated_file_list), update_logs() def list_input_files(): input_dir = os.path.join("ragtest", "input") @@ -140,7 +140,7 @@ def delete_file(file_path): # Get the updated file list updated_file_list = [f["path"] for f in list_input_files()] - return status, gr.Dropdown.update(choices=updated_file_list), update_logs() + return status, gr.update(choices=updated_file_list), update_logs() def read_file_content(file_path): try: @@ -208,7 +208,7 @@ def find_latest_graph_file(root_dir): def update_visualization(root_dir, folder_name, file_name): if not folder_name or not file_name: return None, "Please select a folder and a GraphML file." - file_name = file_name.split("] ")[1] # Remove file type prefix + file_name = file_name.split("] ")[1] if "]" in file_name else file_name # Remove file type prefix graph_path = os.path.join(root_dir, "output", folder_name, "artifacts", file_name) if not graph_path.endswith('.graphml'): return None, "Please select a GraphML file for visualization." @@ -275,9 +275,9 @@ def update_visualization(root_dir, folder_name, file_name): title=f'3D Graph Visualization: {os.path.basename(graph_path)}', showlegend=False, scene=dict( - xaxis=dict(showbackground=False), - yaxis=dict(showbackground=False), - zaxis=dict(showbackground=False) + xaxis=dict(showbackground=False, showticklabels=False, title=''), + yaxis=dict(showbackground=False, showticklabels=False, title=''), + zaxis=dict(showbackground=False, showticklabels=False, title='') ), margin=dict(l=0, r=0, b=0, t=40), annotations=[ @@ -289,11 +289,14 @@ def update_visualization(root_dir, folder_name, file_name): x=0, y=0 ) - ] + ], + autosize=True ) - # Return the Plotly figure instead of converting to image - return fig, f"Graph visualization generated successfully. Using file: {graph_path}" + fig.update_layout(autosize=True) + fig.update_layout(height=600) # Set a fixed height + config = {'responsive': True} + return fig, f"Graph visualization generated successfully. Using file: {graph_path}", config except Exception as e: return None, f"Error visualizing graph: {str(e)}" @@ -335,7 +338,7 @@ def send_message(root_dir, query_type, query, history, system_message, temperatu else: # Direct chat result = chat_with_llm(query, history, system_message, temperature, max_tokens, model) history.append((query, result)) - return history, gr.Textbox.update(value=""), update_logs() + return history, gr.update(value=""), update_logs() def fetch_ollama_models(): try: @@ -350,7 +353,7 @@ def fetch_ollama_models(): def update_model_choices(): models = fetch_ollama_models() - return gr.Dropdown.update(choices=models, value=models[0] if models else None) + return gr.update(choices=models, value=models[0] if models else None) custom_css = """ html, body { @@ -415,34 +418,26 @@ def update_model_choices(): margin-top: 10px; } -#visualization-container { - height: 30%; - min-height: 200px; - display: flex; - flex-direction: column; - border: 2px solid var(--color-accent); - border-radius: 8px; - margin-top: 20px; - overflow: hidden; -} - #visualization-plot { - flex: 1; - min-height: 0; + width: 100%; + aspect-ratio: 1 / 1; + max-height: 600px; /* Adjust this value as needed */ } -#vis-controls { - padding: 10px; - background-color: var(--color-foreground); - border-top: 1px solid var(--color-accent); +#vis-controls-row { + display: flex; + justify-content: space-between; + align-items: center; + margin-top: 10px; } -#vis-controls .gr-button { - margin-bottom: 10px; +#vis-controls-row > * { + flex: 1; + margin: 0 5px; } #vis-status { - margin-top: 5px; + margin-top: 10px; } /* Chat input styling */ @@ -540,10 +535,35 @@ def update_model_choices(): } #visualization-container { + display: flex; + flex-direction: column; border: 2px solid var(--color-accent); border-radius: 8px; - padding: 10px; margin-top: 20px; + padding: 10px; + background-color: var(--color-foreground); + height: calc(100vh - 300px); /* Adjust this value as needed */ +} + +#visualization-plot { + width: 100%; + height: 100%; +} + +#vis-controls-row { + display: flex; + justify-content: space-between; + align-items: center; + margin-top: 10px; +} + +#vis-controls-row > * { + flex: 1; + margin: 0 5px; +} + +#vis-status { + margin-top: 10px; } #log-container { @@ -590,7 +610,7 @@ def list_output_files(root_dir): def update_file_list(): files = list_input_files() - return gr.Dropdown.update(choices=[f["path"] for f in files]) + return gr.update(choices=[f["path"] for f in files]) def update_file_content(file_path): if not file_path: @@ -605,36 +625,41 @@ def update_file_content(file_path): def update_output_folder_list(): folders = list_output_folders(root_dir.value) - return gr.Dropdown.update(choices=folders, value=folders[0] if folders else None) + return gr.update(choices=folders, value=folders[0] if folders else None) def update_folder_content_list(root_dir, folder_name): if not folder_name: - return gr.Dropdown.update(choices=[]) + return gr.update(choices=[]) contents = list_folder_contents(os.path.join(root_dir, "output", folder_name)) - return gr.Dropdown.update(choices=contents) + return gr.update(choices=contents) def handle_content_selection(root_dir, folder_name, selected_item): - if selected_item.startswith("[DIR]"): + if isinstance(selected_item, list) and selected_item: + selected_item = selected_item[0] # Take the first item if it's a list + + if isinstance(selected_item, str) and selected_item.startswith("[DIR]"): dir_name = selected_item[6:] # Remove "[DIR] " prefix sub_contents = list_folder_contents(os.path.join(root_dir, "output", folder_name, dir_name)) - return gr.Dropdown.update(choices=sub_contents), "", "" - else: - file_name = selected_item.split("] ")[1] # Remove file type prefix + return gr.update(choices=sub_contents), "", "" + elif isinstance(selected_item, str): + file_name = selected_item.split("] ")[1] if "]" in selected_item else selected_item # Remove file type prefix if present file_path = os.path.join(root_dir, "output", folder_name, "artifacts", file_name) file_size = os.path.getsize(file_path) file_type = os.path.splitext(file_name)[1] file_info = f"File: {file_name}\nSize: {file_size} bytes\nType: {file_type}" content = read_file_content(file_path) - return gr.Dropdown.update(), file_info, content + return gr.update(), file_info, content + else: + return gr.update(), "", "" def initialize_selected_folder(root_dir, folder_name): if not folder_name: - return "Please select a folder first.", gr.Dropdown.update(choices=[]) + return "Please select a folder first.", gr.update(choices=[]) folder_path = os.path.join(root_dir, "output", folder_name, "artifacts") if not os.path.exists(folder_path): - return f"Artifacts folder not found in '{folder_name}'.", gr.Dropdown.update(choices=[]) + return f"Artifacts folder not found in '{folder_name}'.", gr.update(choices=[]) contents = list_folder_contents(folder_path) - return f"Folder '{folder_name}/artifacts' initialized with {len(contents)} items.", gr.Dropdown.update(choices=contents) + return f"Folder '{folder_name}/artifacts' initialized with {len(contents)} items.", gr.update(choices=contents) def list_output_folders(root_dir): output_dir = os.path.join(root_dir, "output") @@ -681,7 +706,7 @@ def list_folder_contents(folder_path): with gr.Accordion("Indexing", open=False): - root_dir = gr.Textbox(label="Root Directory", value="./ragtest") + root_dir = gr.Textbox(label="Root Directory", value=os.path.abspath("./ragtest")) index_btn = gr.Button("Run Indexing", variant="primary") index_output = gr.Textbox(label="Indexing Output", lines=5, visible=False) @@ -696,15 +721,15 @@ def list_folder_contents(folder_path): with gr.TabItem("Settings"): settings = load_settings() - with gr.Box(): + with gr.Group(): for key, value in settings.items(): create_setting_component(key, value) - with gr.Box(elem_id="log-container"): + with gr.Group(elem_id="log-container"): log_output = gr.TextArea(label="Logs", elem_id="log-output") with gr.Column(scale=2, elem_id="right-column"): - with gr.Box(elem_id="chat-container"): + with gr.Group(elem_id="chat-container"): chatbot = gr.Chatbot(label="Chat History", elem_id="chatbot") with gr.Row(elem_id="chat-input-row"): query_type = gr.Radio(["global", "local", "direct"], label="Query Type", value="global") @@ -724,11 +749,11 @@ def list_folder_contents(folder_path): refresh_models_btn = gr.Button("Refresh Models", variant="secondary") - with gr.Row(elem_id="visualization-container"): + with gr.Group(elem_id="visualization-container"): vis_output = gr.Plot(label="Graph Visualization", elem_id="visualization-plot") - with gr.Column(elem_id="vis-controls", scale=1): + with gr.Row(elem_id="vis-controls-row"): vis_btn = gr.Button("Visualize Graph", variant="secondary") - vis_status = gr.Textbox(label="Visualization Status", elem_id="vis-status", show_label=False) + vis_status = gr.Textbox(label="Visualization Status", elem_id="vis-status", show_label=False) # Event handlers upload_btn.click(fn=upload_file, inputs=[file_upload], outputs=[upload_output, file_list, log_output]) @@ -801,4 +826,4 @@ def list_folder_contents(folder_path): """) if __name__ == "__main__": - demo.launch(enable_queue=False) + demo.launch() diff --git a/graphrag/.DS_Store b/graphrag/.DS_Store index 7eeb7d69..20c6c1e4 100644 Binary files a/graphrag/.DS_Store and b/graphrag/.DS_Store differ diff --git a/graphrag/__pycache__/__init__.cpython-310.pyc b/graphrag/__pycache__/__init__.cpython-310.pyc index 74ec600d..f39f5afe 100644 Binary files a/graphrag/__pycache__/__init__.cpython-310.pyc and b/graphrag/__pycache__/__init__.cpython-310.pyc differ diff --git a/graphrag/config/.DS_Store b/graphrag/config/.DS_Store index 0fa72045..e45e42ac 100644 Binary files a/graphrag/config/.DS_Store and b/graphrag/config/.DS_Store differ diff --git a/graphrag/config/__pycache__/__init__.cpython-310.pyc b/graphrag/config/__pycache__/__init__.cpython-310.pyc index 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