diff --git a/demo/graphrag_query.sql b/demo/graphrag_query.sql new file mode 100644 index 0000000..3057603 --- /dev/null +++ b/demo/graphrag_query.sql @@ -0,0 +1,45 @@ +WITH +embedding_query AS ( + SELECT azure_openai.create_embeddings('text-embedding-3-small', query)::vector AS embedding +), +vector AS ( + SELECT cases.id, RANK() OVER (ORDER BY description_vector <=> embedding) AS vector_rank + FROM cases, embedding_query + WHERE (cases.data#>>'{court, id}')::integer IN (9029, 8985) -- Washington Supreme Court (9029) or Washington Court of Appeals (8985) + ORDER BY description_vector <=> embedding + LIMIT 50 +), +semantic AS ( + SELECT * + FROM semantic_relevance(query, 50) +), +semantic_ranked AS ( + SELECT semantic.relevance::DOUBLE PRECISION AS relevance, + FROM vector + JOIN semantic ON vector.vector_rank = semantic.ordinality + ORDER BY semantic.relevance DESC +), +graph AS ( + SELECT * from semantic_ranked + JOIN cypher('case_graph', $$ + MATCH ()-[r]->(n) + RETURN n.case_id, COUNT(r) AS refs + $$) as graph_query(case_id TEXT, refs BIGINT) + ON semantic_ranked.id = graph_query.case_id +), +graph_ranked AS ( + SELECT RANK() OVER (ORDER BY graph.refs DESC) AS graph_rank + FROM graph ORDER BY graph_rank DESC +), +rrf AS ( + SELECT + COALESCE(1.0 / (60 + graph_ranked.graph_rank), 0.0) + + COALESCE(1.0 / (60 + semantic_ranked.semantic_rank), 0.0) AS score, + semantic_ranked.* + FROM graph_ranked + JOIN semantic_ranked ON graph_ranked.id = semantic_ranked.id + ORDER BY score DESC + LIMIT 20 +) +SELECT * +FROM rrf; \ No newline at end of file diff --git a/playground/case_graph.sql b/playground/case_graph.sql index 7018a7c..bb3e245 100644 --- a/playground/case_graph.sql +++ b/playground/case_graph.sql @@ -2,28 +2,58 @@ LOAD 'age'; SET search_path = ag_catalog, "$user", public; -- search -SELECT * from cypher('graph_name', $$ - MATCH (n:label) - RETURN n - $$) as (n agtype); - - -SELECT * from cypher('graph_name', $$ - MATCH (n {property:"Node B"}) - RETURN n - $$) as (n agtype); - -SELECT * from cypher('graph_name', $$ - MATCH ()-[r]->(n {property:"Node A"}) - RETURN COUNT(r) AS refs - $$) as (refs BIGINT); - -SELECT * from cypher('graph_name', $$ +WITH +embedding_query AS ( + SELECT azure_openai.create_embeddings('text-embedding-3-small', 'Water leaking into the apartment from the floor above.')::vector AS embedding +), +vector AS ( + SELECT cases.id, RANK() OVER (ORDER BY description_vector <=> embedding) AS vector_rank + FROM cases, embedding_query + WHERE (cases.data#>>'{court, id}')::integer IN (9029)--, 8985) -- Washington Supreme Court (9029) or Washington Court of Appeals (8985) + ORDER BY description_vector <=> embedding + LIMIT 10 +), +semantic AS ( + SELECT * + FROM jsonb_array_elements( + semantic_relevance('Water leaking into the apartment from the floor above.', + 10) + ) WITH ORDINALITY AS elem(relevance) +), +semantic_ranked AS ( + SELECT semantic.relevance::DOUBLE PRECISION AS relevance, semantic.*, vector.* + FROM vector + JOIN semantic ON vector.vector_rank = semantic.ordinality + ORDER BY semantic.relevance DESC +), +graph AS ( + SELECT * from semantic_ranked + JOIN cypher('case_graph', $$ MATCH ()-[r]->(n) - WHERE n.property IN ["Node A", "Node B"] - RETURN n.property, COUNT(r) AS refs - $$) as (node TEXT, refs BIGINT); + RETURN n.case_id, COUNT(r) AS refs + $$) as graph_query(case_id TEXT, refs BIGINT) + ON semantic_ranked.id = graph_query.case_id +) +SELECT * FROM graph; + +graph_ranked AS ( + SELECT RANK() OVER (ORDER BY graph.refs DESC) AS graph_rank, semantic_ranked.* + FROM graph ORDER BY graph_rank DESC +), +rrf AS ( + SELECT + COALESCE(1.0 / (60 + graph_ranked.graph_rank), 0.0) + + COALESCE(1.0 / (60 + semantic_ranked.semantic_rank), 0.0) AS score, + semantic_ranked.* + FROM graph_ranked + JOIN semantic_ranked ON graph_ranked.id = semantic_ranked.id + ORDER BY score DESC + LIMIT 20 +) +SELECT * +FROM rrf; + -- query edges in cases table SELECT c1.id AS id_from, c1.data ->> 'name_abbreviation', cites_to_element ->> 'cite' AS cite_to_id, c2.id AS id_to FROM cases c1 @@ -48,6 +78,27 @@ WHERE data ->> 'name_abbreviation'::text LIKE '%Dubreuil%'; -- creation SELECT create_graph('case_playground_graph'); +SELECT * + FROM cypher('graph_name', $$ + MATCH (a:case), (b:case) + WHERE a.case_id = '670242' AND b.case_id = '591482' + CREATE d = (a)-[e:RELTYPE]->(b) + RETURN d + $$) as (d agtype); + +commit; + +SELECT * from cypher('graph_name', $$ + MATCH (r:case) + RETURN r + $$) as (r agtype); + +SELECT * from cypher('graph_name', $$ + MATCH ()-[r]->(n) + WHERE n.case_id IN ['782330', '615468'] + RETURN r + $$) as (r agtype); + WITH cases_data AS ( SELECT id FROM cases_playground ) diff --git a/playground/mluk_graph.ipynb b/playground/mluk_graph.ipynb index 5cfbc55..ac4b3c3 100644 --- a/playground/mluk_graph.ipynb +++ b/playground/mluk_graph.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 176, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 177, + "execution_count": 154, "metadata": {}, "outputs": [ { @@ -50,14 +50,16 @@ "\n", " conn_str = f\"dbname=postgres host=localhost port={server.local_bind_port} user=postgres password={config('DB_PASSWORD')}\"\n", " conn_str_formatted = f\"postgresql://postgres:{config('DB_PASSWORD')}@localhost:{server.local_bind_port}/postgres\"\n", - " return conn_str_formatted, conn_str, psycopg.connect(conn_str)\n", + " conn = psycopg.connect(conn_str)\n", + " conn.autocommit = True\n", + " return conn_str_formatted, conn_str, conn\n", "\n", "conn_str_formatted, conn_str, conn = get_db_connection()" ] }, { "cell_type": "code", - "execution_count": 178, + "execution_count": 155, "metadata": {}, "outputs": [], "source": [ @@ -78,15 +80,698 @@ " raise" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Create small graph for golden dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "exec(\"SELECT create_graph('case_graph');\")" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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2{'id': 798646, 'name': 'F. W. Cordes, Responde...
3{'id': 828223, 'name': 'Albert Boyer et al., A...
4{'id': 999494, 'name': 'Katherine Papac, Respo...
5{'id': 2601920, 'name': 'John Pappas, Appellan...
6{'id': 1005731, 'name': 'John Finley et al., R...
7{'id': 1034620, 'name': 'Hans T. Jorgensen et ...
8{'id': 1095193, 'name': 'Carrie Thomas, Respon...
9{'id': 1086651, 'name': 'Gerard Bach et al., R...
10{'id': 1127907, 'name': 'Ronald D. Foisy et al...
11{'id': 1186056, 'name': 'F. Craig Stuart, et a...
12{'id': 4933418, 'name': 'Puget Investment Comp...
13{'id': 4920250, 'name': 'Arthur L. Fleenor et ...
14{'id': 4912975, 'name': 'Ida Mae Conradi, Indi...
15{'id': 1346648, 'name': 'Vito Tombari, Respond...
16{'id': 615468, 'name': 'Mabel Le Vette, Appell...
17{'id': 561149, 'name': 'Victoria A. Wood, Appe...
18{'id': 591482, 'name': 'T. Shigeta, Appellant,...
19{'id': 552773, 'name': 'A. P. Hockersmith et a...
20{'id': 594079, 'name': 'Martindale Clothing Co...
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" + ], + "text/plain": [ + " data\n", + "0 {'id': 772283, 'name': 'The Arnold-Evans Compa...\n", + "1 {'id': 782330, 'name': 'J. H. DeHoney et al., ...\n", + "2 {'id': 798646, 'name': 'F. W. Cordes, Responde...\n", + "3 {'id': 828223, 'name': 'Albert Boyer et al., A...\n", + "4 {'id': 999494, 'name': 'Katherine Papac, Respo...\n", + "5 {'id': 2601920, 'name': 'John Pappas, Appellan...\n", + "6 {'id': 1005731, 'name': 'John Finley et al., R...\n", + "7 {'id': 1034620, 'name': 'Hans T. Jorgensen et ...\n", + "8 {'id': 1095193, 'name': 'Carrie Thomas, Respon...\n", + "9 {'id': 1086651, 'name': 'Gerard Bach et al., R...\n", + "10 {'id': 1127907, 'name': 'Ronald D. Foisy et al...\n", + "11 {'id': 1186056, 'name': 'F. Craig Stuart, et a...\n", + "12 {'id': 4933418, 'name': 'Puget Investment Comp...\n", + "13 {'id': 4920250, 'name': 'Arthur L. Fleenor et ...\n", + "14 {'id': 4912975, 'name': 'Ida Mae Conradi, Indi...\n", + "15 {'id': 1346648, 'name': 'Vito Tombari, Respond...\n", + "16 {'id': 615468, 'name': 'Mabel Le Vette, Appell...\n", + "17 {'id': 561149, 'name': 'Victoria A. Wood, Appe...\n", + "18 {'id': 591482, 'name': 'T. Shigeta, Appellant,...\n", + "19 {'id': 552773, 'name': 'A. P. Hockersmith et a...\n", + "20 {'id': 594079, 'name': 'Martindale Clothing Co..." + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Golden dataset\n", + "graph_exp4_dataset_ids = [782330, 615468, 1095193,1034620,772283,1186056,1127907,591482,594079,561149,1086651,2601920,552773,1346648,4912975,999494,1005731,828223,4920250,4933418,798646,]\n", + "df_graph_exp4 = exec(f\"\"\"SELECT data FROM cases WHERE id::INT IN ({\",\".join(map(str, graph_exp4_dataset_ids))});\"\"\")\n", + "df_graph_exp4" + ] + }, { "cell_type": "code", - "execution_count": 179, + "execution_count": 153, "metadata": {}, "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 169, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [v]\n", + "Index: []" + ] + }, + "execution_count": 169, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "exec(\"\"\"SELECT * from cypher('case_graph', $$\n", + " MATCH (V:case)\n", + " WHERE V.case_id IN ['782330', '615468']\n", + " RETURN V\n", + "$$) as (V agtype);\"\"\")" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [v]\n", + "Index: []" + ] + }, + "execution_count": 167, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "exec(\"\"\"SELECT * from cypher('case_graph', $$\n", + " MATCH ()-[r]-()\n", + " DELETE r\n", + "$$) as (V agtype);\"\"\")" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [v]\n", + "Index: []" + ] + }, + "execution_count": 168, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "exec(\"\"\"SELECT * from cypher('case_graph', $$\n", + " MATCH (V)\n", + " DELETE V\n", + "$$) as (V agtype);\"\"\")" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " id_to count\n", + "0 1034620 5\n", + "1 1086651 25\n", + "2 1095193 8\n", + "3 1127907 23\n", + "4 1186056 47\n", + "5 1346648 3\n", + "6 2601920 10\n", + "7 4912975 8\n", + "8 4920250 3\n", + "9 4933418 6\n", + "10 552773 11\n", + "11 561149 31\n", + "12 591482 3\n", + "13 594079 1\n", + "14 615468 5\n", + "15 772283 6\n", + "16 782330 11\n", + "17 798646 3\n", + "18 828223 4\n", + "19 999494 12\n" + ] + } + ], + "source": [ + "df = exec(f\"\"\"\n", + " SELECT c1.id AS id_from, c1.data ->> 'name_abbreviation' AS abbreviation, cites_to_element ->> 'cite' AS cite_to_id, c2.id AS id_to\n", + " FROM cases c1\n", + " LEFT JOIN \n", + " LATERAL jsonb_array_elements(c1.data -> 'cites_to') AS cites_to_element ON true\n", + " LEFT JOIN \n", + " LATERAL jsonb_array_elements(cites_to_element -> 'case_ids') AS case_ids ON true\n", + " JOIN cases c2 \n", + " ON case_ids::text = c2.id\n", + " WHERE c2.id::INT IN ({\",\".join(map(str, graph_exp4_dataset_ids))});\n", + "\"\"\")\n", + "df_grouped = df.groupby('id_to').size().reset_index(name='count')\n", + "print(df_grouped)" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(217,)" + ] + }, + "execution_count": 171, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "unique_ids = pd.concat([df['id_to'], df['id_from']]).unique()\n", + "unique_ids.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 173, + "metadata": {}, + "outputs": [], + "source": [ + "# Create nodes\n", + "for item in unique_ids:\n", + " exec(f\"\"\"SELECT * \n", + " FROM cypher('case_graph', $$\n", + " CREATE (:case {{case_id: '{item}'}})\n", + " $$) as (v agtype);\n", + " \"\"\")" + ] + }, + { + "cell_type": "code", + "execution_count": 174, + "metadata": {}, + "outputs": [], + "source": [ + "# Create edges\n", + "for _, item in df.iterrows():\n", + " exec(f\"\"\"\n", + " SELECT * \n", + " FROM cypher('case_graph', $$\n", + " MATCH (a:case), (b:case)\n", + " WHERE a.case_id = '{item['id_from']}' AND b.case_id = '{item['id_to']}'\n", + " CREATE (a)-[e:REF {{link:a.case_id + '<->' + b.case_id}}]->(b)\n", + " RETURN e\n", + " $$) as (e agtype);\n", + " \"\"\")" + ] + }, + { + "cell_type": "code", + "execution_count": 152, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [a]\n", + "Index: []" + ] + }, + "execution_count": 152, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "exec(\"\"\"SELECT * \n", + " FROM cypher('case_graph', $$\n", + " MATCH (a:case), (b:case)\n", + " WHERE a.case_id = 670242 AND b.case_id = 591482\n", + " RETURN a\n", + " $$) as (a agtype);\n", + " \"\"\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "exec(\"SELECT drop_graph('case_graph') CASCADE;\")" + ] + }, + { + "cell_type": "code", + "execution_count": 175, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'{\"r\":{\"0\":\"{\\\\\"id\\\\\": 4222124650659869, \\\\\"label\\\\\": \\\\\"REF\\\\\", \\\\\"end_id\\\\\": 3940649673949227, \\\\\"start_id\\\\\": 3940649673949247, \\\\\"properties\\\\\": {\\\\\"link\\\\\": \\\\\"670242<->591482\\\\\"}}::edge\",\"1\":\"{\\\\\"id\\\\\": 4222124650659870, 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\"label\": \"REF\", \"end_...\n", + "15 {\"id\": 4222124650660093, \"label\": \"REF\", \"end_..." + ] + }, + "execution_count": 178, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "exec(\"\"\"\n", + " SELECT * from cypher('case_graph', $$\n", + " MATCH ()-[r]->(n)\n", + " WHERE n.case_id IN ['782330', '615468']\n", + " RETURN r\n", + " $$) as (r agtype);\n", + " \"\"\")" + ] + }, + { + "cell_type": "code", + "execution_count": 183, + "metadata": {}, + "outputs": [ + { + "ename": "UndefinedColumn", + "evalue": "could not find rte for ids\nLINE 7: WHERE n.case_id IN ids\n ^", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mUndefinedColumn\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[183], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m### Query graph\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m \u001b[43mexec\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\"\"\u001b[39;49m\n\u001b[1;32m 3\u001b[0m \u001b[38;5;124;43m WITH ids AS (\u001b[39;49m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;124;43m SELECT * FROM (VALUES (\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m782330\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m), (\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m615468\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m)) AS case_ids(id)\u001b[39;49m\n\u001b[1;32m 5\u001b[0m \u001b[38;5;124;43m )\u001b[39;49m\n\u001b[1;32m 6\u001b[0m \u001b[38;5;124;43m SELECT * from ids, cypher(\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mcase_graph\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m, $$\u001b[39;49m\n\u001b[1;32m 7\u001b[0m \u001b[38;5;124;43m MATCH ()-[r]->(n)\u001b[39;49m\n\u001b[1;32m 8\u001b[0m \u001b[38;5;124;43m WHERE n.case_id IN ids\u001b[39;49m\n\u001b[1;32m 9\u001b[0m \u001b[38;5;124;43m RETURN n.case_id, COUNT(r) AS refs\u001b[39;49m\n\u001b[1;32m 10\u001b[0m \u001b[38;5;124;43m $$) as (id TEXT, refs BIGINT);\u001b[39;49m\n\u001b[1;32m 11\u001b[0m \u001b[38;5;124;43m \u001b[39;49m\u001b[38;5;124;43m\"\"\"\u001b[39;49m\u001b[43m)\u001b[49m\n", + "Cell \u001b[0;32mIn[155], line 9\u001b[0m, in \u001b[0;36mexec\u001b[0;34m(query, params)\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m conn\u001b[38;5;241m.\u001b[39mcursor() \u001b[38;5;28;01mas\u001b[39;00m cur:\n\u001b[1;32m 7\u001b[0m cur\u001b[38;5;241m.\u001b[39mexecute(\u001b[38;5;124m\"\"\"\u001b[39m\u001b[38;5;124mLOAD \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mage\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m;\u001b[39m\n\u001b[1;32m 8\u001b[0m \u001b[38;5;124m SET search_path = ag_catalog, \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m$user\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m, public;\u001b[39m\u001b[38;5;124m\"\"\"\u001b[39m)\n\u001b[0;32m----> 9\u001b[0m \u001b[43mcur\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecute\u001b[49m\u001b[43m(\u001b[49m\u001b[43mquery\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 10\u001b[0m results \u001b[38;5;241m=\u001b[39m cur\u001b[38;5;241m.\u001b[39mfetchall()\n\u001b[1;32m 11\u001b[0m results_df \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mDataFrame(results, columns\u001b[38;5;241m=\u001b[39m[desc[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;28;01mfor\u001b[39;00m desc \u001b[38;5;129;01min\u001b[39;00m cur\u001b[38;5;241m.\u001b[39mdescription])\n", + "File \u001b[0;32m~/code/PAID-mshacks/.venv/lib/python3.12/site-packages/psycopg/cursor.py:97\u001b[0m, in \u001b[0;36mCursor.execute\u001b[0;34m(self, query, params, prepare, binary)\u001b[0m\n\u001b[1;32m 93\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_conn\u001b[38;5;241m.\u001b[39mwait(\n\u001b[1;32m 94\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_execute_gen(query, params, prepare\u001b[38;5;241m=\u001b[39mprepare, binary\u001b[38;5;241m=\u001b[39mbinary)\n\u001b[1;32m 95\u001b[0m )\n\u001b[1;32m 96\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m e\u001b[38;5;241m.\u001b[39m_NO_TRACEBACK \u001b[38;5;28;01mas\u001b[39;00m ex:\n\u001b[0;32m---> 97\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m ex\u001b[38;5;241m.\u001b[39mwith_traceback(\u001b[38;5;28;01mNone\u001b[39;00m)\n\u001b[1;32m 98\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\n", + "\u001b[0;31mUndefinedColumn\u001b[0m: could not find rte for ids\nLINE 7: WHERE n.case_id IN ids\n ^" + ] + } + ], "source": [ - "with conn.cursor() as cur:\n", - " cur.execute(\"\"\"LOAD 'age';\n", - " SET search_path = ag_catalog, \"$user\", public;\"\"\")" + "### Query graph\n", + "exec(\"\"\"\n", + " WITH ids AS (\n", + " SELECT * FROM (VALUES ('782330'), ('615468')) AS case_ids(id)\n", + " )\n", + " SELECT * from ids, cypher('case_graph', $$\n", + " MATCH ()-[r]->(n)\n", + " WHERE n.case_id IN ids\n", + " RETURN n.case_id, COUNT(r) AS refs\n", + " $$) as (id TEXT, refs BIGINT);\n", + " \"\"\")" ] }, { diff --git a/playground/reranker.sql b/playground/reranker.sql index a472f4b..cfe71cf 100644 --- a/playground/reranker.sql +++ b/playground/reranker.sql @@ -179,7 +179,7 @@ SELECT cases.id, cases.data ->> 'name_abbreviation' AS abbr, (cases.data#>>'{ana LIMIT 55; -- Fused vector + reranker + pagerank + RRF(semantic, pagerank) results -CREATE OR REPLACE FUNCTION get_vector_rerank_pagerank_rrf2_cases_v2(query TEXT, top_n INT, consider_n INT) +CREATE OR REPLACE FUNCTION `get_vector_rerank_pagerank_rrf2_cases_v2`(query TEXT, top_n INT, consider_n INT) RETURNS TABLE ( score NUMERIC, pagerank_rank BIGINT, diff --git a/src/backend/static/index.html b/src/backend/static/index.html index 8be8077..5edaf15 100644 --- a/src/backend/static/index.html +++ b/src/backend/static/index.html @@ -4,7 +4,7 @@ - RAG on PostgreSQL + GraphRAG on PostgreSQL diff --git a/src/frontend/index.html b/src/frontend/index.html index a9527a0..16d12a7 100644 --- a/src/frontend/index.html +++ b/src/frontend/index.html @@ -4,7 +4,7 @@ - RAG on PostgreSQL + GraphRAG on PostgreSQL
diff --git a/src/frontend/src/pages/layout/Layout.tsx b/src/frontend/src/pages/layout/Layout.tsx index 9ba602d..de39cbe 100644 --- a/src/frontend/src/pages/layout/Layout.tsx +++ b/src/frontend/src/pages/layout/Layout.tsx @@ -60,11 +60,11 @@ const Layout = () => { onChange={handleModeChange} className={styles.radioInput} /> - GraphRAG + GraphRAG + Semantic Ranker -

PAID - Postgres AI Demo

+

Demo: GraphRAG on PostgreSQL