From d165649e03a6fbc2dff4ceb2cb0bd6fdeb5f5d47 Mon Sep 17 00:00:00 2001
From: lxobr <122801072+lxobr@users.noreply.github.com>
Date: Sun, 7 Sep 2025 15:18:54 +0200
Subject: [PATCH] update
---
notebooks/tutorial.ipynb | 900 +++------------------------------------
1 file changed, 50 insertions(+), 850 deletions(-)
diff --git a/notebooks/tutorial.ipynb b/notebooks/tutorial.ipynb
index 4e41a2879..64c3e6697 100644
--- a/notebooks/tutorial.ipynb
+++ b/notebooks/tutorial.ipynb
@@ -70,12 +70,7 @@
"id": "2a5dac2c6fdc7ca7"
},
{
- "metadata": {
- "ExecuteTime": {
- "end_time": "2025-09-07T12:05:29.648998Z",
- "start_time": "2025-09-07T12:05:29.642122Z"
- }
- },
+ "metadata": {},
"cell_type": "code",
"source": [
"import nest_asyncio\n",
@@ -83,7 +78,7 @@
],
"id": "20cb02b49e3c53e2",
"outputs": [],
- "execution_count": 17
+ "execution_count": null
},
{
"metadata": {},
@@ -92,12 +87,7 @@
"id": "45e1caaec20c9518"
},
{
- "metadata": {
- "ExecuteTime": {
- "end_time": "2025-09-07T12:05:32.556756Z",
- "start_time": "2025-09-07T12:05:32.551903Z"
- }
- },
+ "metadata": {},
"cell_type": "code",
"source": [
"import cognee\n",
@@ -118,20 +108,8 @@
" print('📦 Status: INSTALLED PACKAGE')"
],
"id": "9386ecb596860399",
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "🔍 Quick Cognee Import Check\n",
- "==============================\n",
- "📍 Cognee location: /Users/lazar/PycharmProjects/cognee/cognee/__init__.py\n",
- "📁 Package directory: /Users/lazar/PycharmProjects/cognee/cognee\n",
- "📦 Status: INSTALLED PACKAGE\n"
- ]
- }
- ],
- "execution_count": 18
+ "outputs": [],
+ "execution_count": null
},
{
"metadata": {},
@@ -140,12 +118,7 @@
"id": "76895c6570d1a4dc"
},
{
- "metadata": {
- "ExecuteTime": {
- "end_time": "2025-09-07T12:05:34.435510Z",
- "start_time": "2025-09-07T12:05:34.430582Z"
- }
- },
+ "metadata": {},
"cell_type": "code",
"source": [
"import sys\n",
@@ -164,16 +137,8 @@
"print(f\"📁 Project root: {project_root_str}\")"
],
"id": "19e74e6b691020db",
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "📁 Project root: /Users/lazar/PycharmProjects/cognee\n"
- ]
- }
- ],
- "execution_count": 19
+ "outputs": [],
+ "execution_count": null
},
{
"metadata": {},
@@ -182,29 +147,15 @@
"id": "af584b935cbdc8d"
},
{
- "metadata": {
- "ExecuteTime": {
- "end_time": "2025-09-07T12:05:41.228831Z",
- "start_time": "2025-09-07T12:05:38.986516Z"
- }
- },
+ "metadata": {},
"cell_type": "code",
"source": [
"await cognee.prune.prune_data()\n",
"await cognee.prune.prune_system(metadata=True)"
],
"id": "dd47383aa9519465",
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "\u001B[2m2025-09-07T12:05:41.226643\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mDatabase deleted successfully.\u001B[0m [\u001B[0m\u001B[1m\u001B[34mcognee.shared.logging_utils\u001B[0m]\u001B[0m\n"
- ]
- }
- ],
- "execution_count": 20
+ "outputs": [],
+ "execution_count": null
},
{
"metadata": {},
@@ -219,12 +170,7 @@
"id": "93c9783037715026"
},
{
- "metadata": {
- "ExecuteTime": {
- "end_time": "2025-09-07T11:55:27.121445Z",
- "start_time": "2025-09-07T11:54:57.031243Z"
- }
- },
+ "metadata": {},
"cell_type": "code",
"source": [
"import cognee\n",
@@ -232,241 +178,20 @@
" \"file://data/guido_contributions.json\",\n",
" node_set=[\"guido\"]\n",
")\n",
- "await cognee.cognify()\n",
+ "await cognee.cognify(temporal_cognify=True)\n",
"results = await cognee.search(\"Show me commits\")"
],
"id": "b8743ed520b4de37",
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "User a35adc78-d4bb-42da-ad0b-3ad52fc222e7 has registered.\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "\u001B[1mEmbeddingRateLimiter initialized: enabled=False, requests_limit=60, interval_seconds=60\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:54:59.663413\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mPipeline run started: `f5ca7c7d-08ef-584f-a745-891dcc728073`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_with_telemetry()\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:54:59.664064\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `resolve_data_directories`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:54:59.664466\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `ingest_data`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:54:59.678662\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRegistered loader: pypdf_loader\u001B[0m [\u001B[0m\u001B[1m\u001B[34mcognee.infrastructure.loaders.LoaderEngine\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:54:59.679216\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRegistered loader: text_loader\u001B[0m [\u001B[0m\u001B[1m\u001B[34mcognee.infrastructure.loaders.LoaderEngine\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:54:59.679596\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRegistered loader: image_loader\u001B[0m [\u001B[0m\u001B[1m\u001B[34mcognee.infrastructure.loaders.LoaderEngine\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:54:59.679951\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRegistered loader: audio_loader\u001B[0m [\u001B[0m\u001B[1m\u001B[34mcognee.infrastructure.loaders.LoaderEngine\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:54:59.680260\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRegistered loader: unstructured_loader\u001B[0m [\u001B[0m\u001B[1m\u001B[34mcognee.infrastructure.loaders.LoaderEngine\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:54:59.692179\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `ingest_data`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:54:59.692997\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `resolve_data_directories`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:54:59.693329\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mPipeline run completed: `f5ca7c7d-08ef-584f-a745-891dcc728073`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_with_telemetry()\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:54:59.708125\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mOntology file 'None' not found. No owl ontology will be attached to the graph.\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:54:59.729261\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mPipeline run started: `7233180e-8575-54d0-bee4-700ba5f5de42`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_with_telemetry()\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:54:59.729906\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `classify_documents`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:54:59.730351\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `check_permissions_on_dataset`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:54:59.739549\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mAsync Generator task started: `extract_chunks_from_documents`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:54:59.821323\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `extract_graph_from_data`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.803782\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'softwarechange' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.807972\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 're-work indirect dependencies' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.809182\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'softwareproject' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.810180\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'mypy' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.811212\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'prnumber' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.812692\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for '19798' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.813773\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'concept' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.814819\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'files changed' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.815754\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'indirect dependencies' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.816530\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'codecomponent' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.817383\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'typeindirectionvisitor' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.818102\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'process' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.818890\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'semantic analysis' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.819643\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'performance impact' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.820298\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'fixes' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.821052\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'date' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.821569\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for '2025-09-05' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.822748\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'file' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.823523\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'mypy/indirection.py changes' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.823901\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'mypy/nodes.py changes' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.824273\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'typealiastype' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.824599\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'instance' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.824933\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'variable' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.825219\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'seen_aliases' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.825488\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'seen_types' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.826183\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'seen_fullnames' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.826657\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'modules' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.826987\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'project' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.827334\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'pullrequest' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.827632\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'chore: add cline_docs/ to .gitignore' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.827911\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for '[mypyc] add type annotations to tests' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.828178\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'check functions without annotations in mypyc tests' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.828778\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'fix: allow instantiation of type[none] in analyze_type_type_callee' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.829118\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'mypy pr 19782' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.829426\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'issue' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.829708\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'issue 19660' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.830029\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'mypy/checkexpr.py' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.830317\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'testcase' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.830604\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'testtypeusingtypecnonetype' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.830860\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'mypyc pr 19217' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.831165\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'mypyc/primitives/weakref_ops.py' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.831451\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'commit' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.831747\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'cpython commit 28625d4f' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.831977\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for '2025-09-02' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.832241\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'gh-118335' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.832462\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'rename --experimental-interpreter on windows to --experimental-jit-interpreter' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.832901\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'document' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.833298\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'doc/whatsnew/3.13.rst' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.833553\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'pcbuild/build.bat' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.833875\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'pep' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.834104\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'pep 667' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.834438\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'attribute' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.834646\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'frame.f_locals' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.834950\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'write-through proxy' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.835311\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'typeguard (pep 647)' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.835796\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'mypy: support typeguard (pep 647)' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.836117\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'software' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.836381\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for '.github/issue_template/crash.md' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.836676\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for '.github/issue_template/bug.md' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.836932\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'mypy/config_parser.py' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.837324\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'commit_cca6e2f' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.837927\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'commit_6f07cb6' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.838309\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'commit_9d03846' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.838653\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'commit_57d3473' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:10.838967\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'commit_42a5220' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:14.763168\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 70 nodes and 156 edges in 0.02 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:15.500077\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `summarize_text`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:19.781997\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `add_data_points`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:23.577888\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 76 nodes and 209 edges in 0.02 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:24.515648\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `add_data_points`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:24.516093\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `summarize_text`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:24.516397\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `extract_graph_from_data`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:24.516754\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mAsync Generator task completed: `extract_chunks_from_documents`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:24.517062\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `check_permissions_on_dataset`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:24.517361\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `classify_documents`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:24.517606\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mPipeline run completed: `7233180e-8575-54d0-bee4-700ba5f5de42`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_with_telemetry()\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:24.550762\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 76 nodes and 209 edges in 0.01 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:24.552178\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mGraph projection completed: 76 nodes, 209 edges in 0.02s\u001B[0m [\u001B[0m\u001B[1m\u001B[34mCogneeGraph\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:24.995660\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mVector collection retrieval completed: Retrieved distances from 6 collections in 0.03s\u001B[0m [\u001B[0m\u001B[1m\u001B[34mcognee.shared.logging_utils\u001B[0m]\u001B[0m\n"
- ]
- }
- ],
- "execution_count": 5
+ "outputs": [],
+ "execution_count": null
},
{
- "metadata": {
- "ExecuteTime": {
- "end_time": "2025-09-07T11:55:29.022001Z",
- "start_time": "2025-09-07T11:55:29.019626Z"
- }
- },
+ "metadata": {},
"cell_type": "code",
"source": "print(results[0])",
"id": "f08b362cbf12b398",
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Showing commits for repository 'mypy':\n"
- ]
- }
- ],
- "execution_count": 6
+ "outputs": [],
+ "execution_count": null
},
{
"metadata": {},
@@ -481,81 +206,26 @@
"id": "10d582d02ead905e"
},
{
- "metadata": {
- "ExecuteTime": {
- "end_time": "2025-09-07T11:55:38.531950Z",
- "start_time": "2025-09-07T11:55:38.486793Z"
- }
- },
+ "metadata": {},
"cell_type": "code",
"source": [
"from cognee import visualize_graph\n",
"await visualize_graph('./guido_contributions.html')"
],
"id": "1fb068f422bda6cf",
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "\u001B[2m2025-09-07T11:55:38.519644\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 76 nodes and 209 edges in 0.02 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:38.522646\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mGraph visualization saved as ./guido_contributions.html\u001B[0m [\u001B[0m\u001B[1m\u001B[34mcognee.shared.logging_utils\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:55:38.523615\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mThe HTML file has been stored at path: ./guido_contributions.html\u001B[0m [\u001B[0m\u001B[1m\u001B[34mcognee.shared.logging_utils\u001B[0m]\u001B[0m\n"
- ]
- },
- {
- "data": {
- "text/plain": [
- "'\\n \\n \\n
\\n \\n \\n \\n \\n \\n \\n \\n \\n\\n \\n \\n \\n '"
- ]
- },
- "execution_count": 7,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "execution_count": 7
+ "outputs": [],
+ "execution_count": null
},
{
- "metadata": {
- "ExecuteTime": {
- "end_time": "2025-09-07T11:55:51.971412Z",
- "start_time": "2025-09-07T11:55:51.966222Z"
- }
- },
+ "metadata": {},
"cell_type": "code",
"source": [
"from IPython.display import IFrame, HTML, display\n",
"display(IFrame(\"./guido_contributions.html\", width=\"100%\", height=\"500\"))"
],
"id": "f24341c97d6eaccb",
- "outputs": [
- {
- "data": {
- "text/plain": [
- ""
- ],
- "text/html": [
- "\n",
- " \n",
- " "
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "execution_count": 8
+ "outputs": [],
+ "execution_count": null
},
{
"metadata": {},
@@ -579,12 +249,7 @@
"id": "5e8d9094a09ae05d"
},
{
- "metadata": {
- "ExecuteTime": {
- "end_time": "2025-09-07T11:56:24.445525Z",
- "start_time": "2025-09-07T11:56:03.584840Z"
- }
- },
+ "metadata": {},
"cell_type": "code",
"source": [
"await cognee.add(\"file://data/copilot_conversations.json\", node_set=[\"developer_data\"])\n",
@@ -592,290 +257,11 @@
"await cognee.add(\"file://data/zen_principles.md\", node_set=[\"principles_data\"])\n",
"await cognee.add(\"file://data/pep_style_guide.md\", node_set=[\"principles_data\"])\n",
"\n",
- "await cognee.cognify()"
+ "await cognee.cognify(temporal_cognify=True)"
],
"id": "5315318324968f0f",
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "\u001B[2m2025-09-07T11:56:03.636275\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mPipeline run started: `f5ca7c7d-08ef-584f-a745-891dcc728073`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_with_telemetry()\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.637065\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `resolve_data_directories`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.637392\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `ingest_data`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.652328\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `ingest_data`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.652727\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `resolve_data_directories`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.653007\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mPipeline run completed: `f5ca7c7d-08ef-584f-a745-891dcc728073`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_with_telemetry()\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.711636\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mPipeline run started: `f5ca7c7d-08ef-584f-a745-891dcc728073`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_with_telemetry()\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.712201\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `resolve_data_directories`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.712555\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `ingest_data`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.723866\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `ingest_data`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.724268\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `resolve_data_directories`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.724611\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mPipeline run completed: `f5ca7c7d-08ef-584f-a745-891dcc728073`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_with_telemetry()\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.755905\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mPipeline run started: `f5ca7c7d-08ef-584f-a745-891dcc728073`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_with_telemetry()\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.756284\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `resolve_data_directories`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.756685\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `ingest_data`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.767895\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `ingest_data`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.768252\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `resolve_data_directories`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.768520\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mPipeline run completed: `f5ca7c7d-08ef-584f-a745-891dcc728073`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_with_telemetry()\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.801806\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mPipeline run started: `f5ca7c7d-08ef-584f-a745-891dcc728073`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_with_telemetry()\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.802166\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `resolve_data_directories`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.802468\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `ingest_data`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.812704\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `ingest_data`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.813054\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `resolve_data_directories`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.813379\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mPipeline run completed: `f5ca7c7d-08ef-584f-a745-891dcc728073`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_with_telemetry()\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.820869\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mOntology file 'None' not found. No owl ontology will be attached to the graph.\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.838218\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mPipeline run started: `7233180e-8575-54d0-bee4-700ba5f5de42`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_with_telemetry()\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.838593\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `classify_documents`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.838956\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `check_permissions_on_dataset`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.840133\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mPipeline run started: `7233180e-8575-54d0-bee4-700ba5f5de42`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_with_telemetry()\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.840463\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `classify_documents`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.840788\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `check_permissions_on_dataset`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.841272\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mPipeline run started: `7233180e-8575-54d0-bee4-700ba5f5de42`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_with_telemetry()\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.841545\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `classify_documents`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.841774\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `check_permissions_on_dataset`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.842389\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mPipeline run started: `7233180e-8575-54d0-bee4-700ba5f5de42`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_with_telemetry()\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.842624\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `classify_documents`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.843063\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `check_permissions_on_dataset`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.856804\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mAsync Generator task started: `extract_chunks_from_documents`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.862163\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mAsync Generator task started: `extract_chunks_from_documents`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.864341\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mAsync Generator task started: `extract_chunks_from_documents`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.867652\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mAsync Generator task started: `extract_chunks_from_documents`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.878616\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `extract_graph_from_data`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.905587\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `extract_graph_from_data`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.915328\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `extract_graph_from_data`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:03.940779\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `extract_graph_from_data`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:07.294325\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'document' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:07.295957\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'assistant guidelines' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:07.296933\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'spec.md' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:09.092344\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 80 nodes and 214 edges in 0.02 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:09.774410\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'concept' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:09.775032\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'the zen of python' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:09.775519\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'person' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:09.775956\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'tim peters' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:09.776405\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'principles' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:09.776843\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'modern python tie-ins' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:09.777435\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'quick review checklist' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:10.061598\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `summarize_text`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:11.577685\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 88 nodes and 226 edges in 0.02 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:12.551947\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `summarize_text`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:12.894396\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `add_data_points`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.937846\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'styleguide' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.939242\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'pep 8 style guide' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.940158\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'concept' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.941087\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'code layout' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.941932\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'imports' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.942672\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'whitespace' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.943424\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'naming' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.944069\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'comments and docstrings' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.944700\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'type hints' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.945319\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'tooling' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.945917\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'common violations' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.946485\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'codeexample' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.947083\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'hanging indent example' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.947625\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'imports example' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.948310\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'whitespace example' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.948788\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'docstring example' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.990684\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'concept' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.991329\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'async/await patterns' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.991704\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'library' in category 'classes'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.992055\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'aiohttp' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.992374\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'semaphore' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.992681\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'context manager' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.992975\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'pydantic' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.993285\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'dataclass' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.993583\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'fastapi' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.993908\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'pytest-asyncio' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.994174\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'performance optimization' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.994529\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'error handling' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.994733\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'tcpconnector' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.995023\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'retry logic' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.995271\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'html parsing' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:13.995562\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mNo close match found for 'sqlalchemy' in category 'individuals'\u001B[0m [\u001B[0m\u001B[1m\u001B[34mOntologyAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:14.912139\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 89 nodes and 231 edges in 0.02 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:15.661925\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `add_data_points`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:15.816155\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `add_data_points`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:15.816765\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `summarize_text`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:15.817045\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `extract_graph_from_data`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:15.817451\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mAsync Generator task completed: `extract_chunks_from_documents`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:15.817758\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `check_permissions_on_dataset`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:15.817988\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `classify_documents`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:15.818206\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mPipeline run completed: `7233180e-8575-54d0-bee4-700ba5f5de42`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_with_telemetry()\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:15.884291\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 106 nodes and 260 edges in 0.02 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:16.096303\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 123 nodes and 287 edges in 0.02 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:17.216211\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `summarize_text`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:17.273588\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `summarize_text`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:18.281748\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 124 nodes and 312 edges in 0.03 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:19.288421\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `add_data_points`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:19.288925\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `summarize_text`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:19.289246\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `extract_graph_from_data`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:19.289608\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mAsync Generator task completed: `extract_chunks_from_documents`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:19.289921\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `check_permissions_on_dataset`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:19.290242\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `classify_documents`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:19.290464\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mPipeline run completed: `7233180e-8575-54d0-bee4-700ba5f5de42`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_with_telemetry()\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:21.079114\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `add_data_points`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:21.108303\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `add_data_points`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:23.441693\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 126 nodes and 314 edges in 0.03 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:23.453053\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 126 nodes and 314 edges in 0.05 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:24.411975\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `add_data_points`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:24.412403\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `summarize_text`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:24.412745\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `extract_graph_from_data`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:24.413023\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mAsync Generator task completed: `extract_chunks_from_documents`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:24.413307\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `check_permissions_on_dataset`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:24.413565\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `classify_documents`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:24.413803\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mPipeline run completed: `7233180e-8575-54d0-bee4-700ba5f5de42`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_with_telemetry()\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:24.429816\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `add_data_points`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:24.430172\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `summarize_text`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:24.430413\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `extract_graph_from_data`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:24.430683\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mAsync Generator task completed: `extract_chunks_from_documents`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:24.430929\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `check_permissions_on_dataset`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:24.431204\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `classify_documents`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:56:24.431443\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mPipeline run completed: `7233180e-8575-54d0-bee4-700ba5f5de42`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_with_telemetry()\u001B[0m]\u001B[0m\n"
- ]
- },
- {
- "data": {
- "text/plain": [
- "{UUID('727f2c35-93eb-57f9-8f66-8856c9ae95e3'): PipelineRunCompleted(status='PipelineRunCompleted', pipeline_run_id=UUID('7cef3d5b-e7fe-5fb1-ad08-43ff407c9e44'), dataset_id=UUID('727f2c35-93eb-57f9-8f66-8856c9ae95e3'), dataset_name='main_dataset', payload=None, data_ingestion_info=[{'run_info': PipelineRunCompleted(status='PipelineRunCompleted', pipeline_run_id=UUID('7cef3d5b-e7fe-5fb1-ad08-43ff407c9e44'), dataset_id=UUID('727f2c35-93eb-57f9-8f66-8856c9ae95e3'), dataset_name='main_dataset', payload=None, data_ingestion_info=None), 'data_id': UUID('06812f34-2873-557f-86c9-debcc5b618c9')}, {'run_info': PipelineRunAlreadyCompleted(status='PipelineRunAlreadyCompleted', pipeline_run_id=UUID('7cef3d5b-e7fe-5fb1-ad08-43ff407c9e44'), dataset_id=UUID('727f2c35-93eb-57f9-8f66-8856c9ae95e3'), dataset_name='main_dataset', payload=None, data_ingestion_info=None), 'data_id': UUID('0e3b3446-ba35-5c74-a491-eac47acc6d98')}, {'run_info': PipelineRunCompleted(status='PipelineRunCompleted', pipeline_run_id=UUID('7cef3d5b-e7fe-5fb1-ad08-43ff407c9e44'), dataset_id=UUID('727f2c35-93eb-57f9-8f66-8856c9ae95e3'), dataset_name='main_dataset', payload=None, data_ingestion_info=None), 'data_id': UUID('27467b8e-9b7c-5ca1-9b2e-0d2ca315446f')}, {'run_info': PipelineRunCompleted(status='PipelineRunCompleted', pipeline_run_id=UUID('7cef3d5b-e7fe-5fb1-ad08-43ff407c9e44'), dataset_id=UUID('727f2c35-93eb-57f9-8f66-8856c9ae95e3'), dataset_name='main_dataset', payload=None, data_ingestion_info=None), 'data_id': UUID('460f2065-b267-56f7-a1c0-c7515d326dac')}, {'run_info': PipelineRunCompleted(status='PipelineRunCompleted', pipeline_run_id=UUID('7cef3d5b-e7fe-5fb1-ad08-43ff407c9e44'), dataset_id=UUID('727f2c35-93eb-57f9-8f66-8856c9ae95e3'), dataset_name='main_dataset', payload=None, data_ingestion_info=None), 'data_id': UUID('c20e772c-9313-57af-974b-2068cdfe19e8')}])}"
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "execution_count": 9
+ "outputs": [],
+ "execution_count": null
},
{
"metadata": {},
@@ -884,12 +270,7 @@
"id": "98b9b613d6d11bc5"
},
{
- "metadata": {
- "ExecuteTime": {
- "end_time": "2025-09-07T12:02:50.808174Z",
- "start_time": "2025-09-07T12:02:47.323752Z"
- }
- },
+ "metadata": {},
"cell_type": "code",
"source": [
"results = await cognee.search(\n",
@@ -899,28 +280,8 @@
"print(results)"
],
"id": "98b69c45db2fca3",
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "\u001B[2m2025-09-07T12:02:47.514797\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 158 nodes and 379 edges in 0.03 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T12:02:47.517739\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mGraph projection completed: 158 nodes, 379 edges in 0.03s\u001B[0m [\u001B[0m\u001B[1m\u001B[34mCogneeGraph\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T12:02:48.187870\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mVector collection retrieval completed: Retrieved distances from 6 collections in 0.02s\u001B[0m [\u001B[0m\u001B[1m\u001B[34mcognee.shared.logging_utils\u001B[0m]\u001B[0m\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "['Acknowledged.']\n"
- ]
- }
- ],
- "execution_count": 14
+ "outputs": [],
+ "execution_count": null
},
{
"metadata": {},
@@ -944,144 +305,12 @@
"id": "a1f4606bfed8fc45"
},
{
- "metadata": {
- "ExecuteTime": {
- "end_time": "2025-09-07T11:59:45.337944Z",
- "start_time": "2025-09-07T11:57:54.805696Z"
- }
- },
+ "metadata": {},
"cell_type": "code",
"source": "await cognee.memify()",
"id": "20234960f7566b15",
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "\u001B[2m2025-09-07T11:57:54.862996\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 126 nodes and 314 edges in 0.03 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:57:54.865110\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mGraph projection completed: 126 nodes, 314 edges in 0.03s\u001B[0m [\u001B[0m\u001B[1m\u001B[34mCogneeGraph\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:57:54.886755\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mPipeline run started: `af2e3872-55fb-5cbb-b0dc-0a13d0b9b1bd`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_with_telemetry()\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:57:54.887389\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mAsync Generator task started: `extract_subgraph_chunks`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:57:54.887914\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `add_rule_associations`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:58:04.375679\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 131 nodes and 318 edges in 0.02 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:58:05.428516\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 131 nodes and 322 edges in 0.02 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:58:06.414586\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `add_rule_associations`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:58:06.415131\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `add_rule_associations`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:58:06.431621\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 5 nodes and 4 edges for NodeSet in 0.01 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:58:13.285793\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 134 nodes and 325 edges in 0.06 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:58:14.299334\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 134 nodes and 328 edges in 0.03 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:58:15.255634\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `add_rule_associations`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:58:15.256386\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `add_rule_associations`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:58:15.278329\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 8 nodes and 7 edges for NodeSet in 0.01 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:58:24.608953\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 139 nodes and 333 edges in 0.02 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:58:25.817327\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 139 nodes and 338 edges in 0.02 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:58:26.805980\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `add_rule_associations`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:58:26.806649\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `add_rule_associations`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:58:26.822555\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 13 nodes and 12 edges for NodeSet in 0.01 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:58:35.652805\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 142 nodes and 341 edges in 0.02 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:58:36.686147\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 142 nodes and 344 edges in 0.02 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:58:37.699798\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `add_rule_associations`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:58:37.700712\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `add_rule_associations`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:58:37.718775\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 16 nodes and 15 edges for NodeSet in 0.01 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:58:51.576721\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 145 nodes and 347 edges in 0.07 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:58:52.568566\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 145 nodes and 350 edges in 0.03 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:58:53.516969\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `add_rule_associations`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:58:53.517455\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `add_rule_associations`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:58:53.542532\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 19 nodes and 18 edges for NodeSet in 0.02 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:59:08.426235\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 148 nodes and 353 edges in 0.03 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:59:09.560436\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 148 nodes and 356 edges in 0.02 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:59:10.503615\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `add_rule_associations`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:59:10.504130\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `add_rule_associations`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:59:10.513761\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 22 nodes and 21 edges for NodeSet in 0.01 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:59:16.601704\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 151 nodes and 359 edges in 0.03 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:59:17.605849\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 151 nodes and 362 edges in 0.02 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:59:18.869401\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `add_rule_associations`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:59:18.870007\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `add_rule_associations`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:59:18.882199\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 25 nodes and 24 edges for NodeSet in 0.01 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:59:24.709820\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 151 nodes and 362 edges in 0.03 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:59:25.731473\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 151 nodes and 365 edges in 0.02 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:59:26.769884\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `add_rule_associations`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:59:26.770412\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `add_rule_associations`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:59:26.782453\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 25 nodes and 24 edges for NodeSet in 0.01 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:59:33.591001\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 154 nodes and 368 edges in 0.03 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:59:35.111361\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 154 nodes and 371 edges in 0.02 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:59:35.719330\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `add_rule_associations`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:59:35.719937\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task started: `add_rule_associations`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:59:35.732641\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 28 nodes and 27 edges for NodeSet in 0.01 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:59:43.575467\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 158 nodes and 375 edges in 0.03 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:59:44.732779\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 158 nodes and 379 edges in 0.03 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:59:45.326267\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mCoroutine task completed: `add_rule_associations`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:59:45.326932\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mAsync Generator task completed: `extract_subgraph_chunks`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_base\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T11:59:45.327231\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mPipeline run completed: `af2e3872-55fb-5cbb-b0dc-0a13d0b9b1bd`\u001B[0m [\u001B[0m\u001B[1m\u001B[34mrun_tasks_with_telemetry()\u001B[0m]\u001B[0m\n"
- ]
- },
- {
- "data": {
- "text/plain": [
- "{UUID('727f2c35-93eb-57f9-8f66-8856c9ae95e3'): PipelineRunCompleted(status='PipelineRunCompleted', pipeline_run_id=UUID('85d185c7-8cf8-5e85-9894-7938a80c9acf'), dataset_id=UUID('727f2c35-93eb-57f9-8f66-8856c9ae95e3'), dataset_name='main_dataset', payload=None, data_ingestion_info=[{'run_info': PipelineRunCompleted(status='PipelineRunCompleted', pipeline_run_id=UUID('85d185c7-8cf8-5e85-9894-7938a80c9acf'), dataset_id=UUID('727f2c35-93eb-57f9-8f66-8856c9ae95e3'), dataset_name='main_dataset', payload=None, data_ingestion_info=None)}])}"
- ]
- },
- "execution_count": 12,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "execution_count": 12
+ "outputs": [],
+ "execution_count": null
},
{
"metadata": {},
@@ -1101,67 +330,38 @@
"id": "a304033f9f0f5dcf"
},
{
- "metadata": {
- "ExecuteTime": {
- "end_time": "2025-09-07T12:03:12.333024Z",
- "start_time": "2025-09-07T12:03:09.975414Z"
- }
- },
+ "metadata": {},
"cell_type": "code",
"source": [
"# Search for connections between your async patterns and Python philosophy\n",
"results = await cognee.search(\n",
- " \"How does my AsyncWebScraper implementation align with Python's design principles?\",\n",
+ " query_text= \"How does my AsyncWebScraper implementation align with Python's design principles?\",\n",
" query_type=cognee.SearchType.GRAPH_COMPLETION\n",
")\n",
"print(\"Python Pattern Analysis:\", results)"
],
"id": "518fa9b17a604657",
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n",
- "\u001B[2m2025-09-07T12:03:10.069706\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mRetrieved 158 nodes and 379 edges in 0.03 seconds\u001B[0m [\u001B[0m\u001B[1m\u001B[34mNeo4jAdapter\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T12:03:10.073335\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mGraph projection completed: 158 nodes, 379 edges in 0.04s\u001B[0m [\u001B[0m\u001B[1m\u001B[34mCogneeGraph\u001B[0m]\u001B[0m\n",
- "\n",
- "\u001B[2m2025-09-07T12:03:10.606712\u001B[0m [\u001B[32m\u001B[1minfo \u001B[0m] \u001B[1mVector collection retrieval completed: Retrieved distances from 6 collections in 0.07s\u001B[0m [\u001B[0m\u001B[1m\u001B[34mcognee.shared.logging_utils\u001B[0m]\u001B[0m\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Python Pattern Analysis: ['Analyzing alignment of AsyncWebScraper with Python design principles...']\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/var/folders/b6/fdg52thn3h309cbg6kv5nryc0000gn/T/ipykernel_78432/1153209151.py:2: RuntimeWarning: coroutine 'search' was never awaited\n",
- " results = await cognee.search(\n",
- "RuntimeWarning: Enable tracemalloc to get the object allocation traceback\n"
- ]
- }
- ],
- "execution_count": 16
+ "outputs": [],
+ "execution_count": null
},
{
"metadata": {},
"cell_type": "markdown",
- "source": "Now let's see use time awareness feature of cognee to see what are all events that happened between X and Y",
+ "source": "As we used `temporal_cognify` option for each cognification, we can ask time related questions, for example:",
"id": "c641b8b7e50dd2ae"
},
{
"metadata": {},
"cell_type": "code",
+ "source": [
+ "await cognee.search(\n",
+ " query_text = \"What can we learn from Guido's contributions in 2025?\",\n",
+ " query_type=cognee.SearchType.TEMPORAL\n",
+ ")"
+ ],
+ "id": "28e7d5a75e076b8f",
"outputs": [],
- "execution_count": null,
- "source": "",
- "id": "28e7d5a75e076b8f"
+ "execution_count": null
},
{
"metadata": {},
@@ -1172,10 +372,10 @@
{
"metadata": {},
"cell_type": "code",
- "outputs": [],
- "execution_count": null,
"source": "",
- "id": "67dec85a658aad76"
+ "id": "67dec85a658aad76",
+ "outputs": [],
+ "execution_count": null
}
],
"metadata": {