From ba69ee9f306e55798fdd1c8f9830ed5c0fca1675 Mon Sep 17 00:00:00 2001 From: nanglo123 Date: Wed, 29 May 2024 22:39:55 -0400 Subject: [PATCH] Add demo notebook for dkg viz --- notebooks/DKG_Viz_Demo.ipynb | 213 +++++++++++++++++++++++++++++++++++ 1 file changed, 213 insertions(+) create mode 100644 notebooks/DKG_Viz_Demo.ipynb diff --git a/notebooks/DKG_Viz_Demo.ipynb b/notebooks/DKG_Viz_Demo.ipynb new file mode 100644 index 00000000..443970fd --- /dev/null +++ b/notebooks/DKG_Viz_Demo.ipynb @@ -0,0 +1,213 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 22, + "id": "b66c8437-de97-45f2-824d-16896e506c3e", + "metadata": {}, + "outputs": [], + "source": [ + "import requests\n", + "import io\n", + "from IPython.display import Image, display" + ] + }, + { + "cell_type": "markdown", + "id": "42200188-6dc6-4df3-9943-3a0b097dafa3", + "metadata": {}, + "source": [ + "## Test the new DKG API endpoint\n", + "We test the new endpoint `api/relations_graph` with a sample payload. The endpoint returns an image of a subgraph of the dkg based on the relations extracted." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "e7b0c07e-539c-4eaa-ab03-66a41baf99d5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_json ={\n", + " \"source_curie\":\"probonto:k0000016\",\n", + "}\n", + "response = requests.post(\"http://localhost:8771/api/relations_graph\", json=data_json)\n", + "response" + ] + }, + { + "cell_type": "markdown", + "id": "5bfeaef6-fcd3-4612-905c-bb7fba6c8cb0", + "metadata": {}, + "source": [ + "## Bytes Conversion\n", + "What is returned is a bytes object which we then convert to an IPython Image object" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "e043ea1c-5cf5-40b1-a803-06bcf4b701ad", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Convert bytes to a BytesIO stream\n", + "image_stream = io.BytesIO(response.content)\n", + "\n", + "# Create an Image object based off the stream\n", + "image = Image(data=image_stream.read())\n", + "\n", + "# Show the image\n", + "display(image)" + ] + }, + { + "cell_type": "markdown", + "id": "aa3e5418-ca4f-4968-87bf-a9843de5cf36", + "metadata": {}, + "source": [ + "## More Informative Node and Edge labels\n", + "If we add the key \"full\" to the payload, we can then display the image of the subgraph with named nodes and edges along with their curies" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "2f011325-2de3-4d12-89dd-b4b031bfdc94", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_json ={\n", + " \"source_curie\":\"probonto:k0000016\",\n", + " \"full\": True\n", + "}\n", + "response = requests.post(\"http://localhost:8771/api/relations_graph\", json=data_json)\n", + "response" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "f9c9abf1-2ca6-4aa9-8ea1-7c6334b226ff", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Convert bytes to a BytesIO stream\n", + "image_stream = io.BytesIO(response.content)\n", + "\n", + "# Create an Image object based off the stream\n", + "image = Image(data=image_stream.read())\n", + "\n", + "# Show the image\n", + "display(image)" + ] + }, + { + "cell_type": "markdown", + "id": "0387f21f-9a00-4e64-bcb2-e4a7f70d5b1d", + "metadata": {}, + "source": [ + "## Data validation\n", + "We can use the previously created api endpoint `api/relations` to verify if the returned image of the subgraph is semantically correct\n" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "9f79d3af-5c5f-4b72-9b82-c49727c0090b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{'subject': 'probonto:k0000016',\n", + " 'predicate': 'probonto:c0000062',\n", + " 'object': 'probonto:k0000019'},\n", + " {'subject': 'probonto:k0000016',\n", + " 'predicate': 'probonto:c0000062',\n", + " 'object': 'probonto:k0000020'},\n", + " {'subject': 'probonto:k0000016',\n", + " 'predicate': 'probonto:c0000062',\n", + " 'object': 'probonto:k0000021'}]" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_json ={\n", + " \"source_curie\":\"probonto:k0000016\",\n", + "}\n", + "response = requests.post(\"http://localhost:8771/api/relations\", json=data_json)\n", + "response.json()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}