From fc0afeabfebd34f3eec4771e639cc1d8742e14f5 Mon Sep 17 00:00:00 2001
From: Jerry Liu <jerryjliu98@gmail.com>
Date: Tue, 16 Jan 2024 01:06:49 -0800
Subject: [PATCH] added query-time row retrieval + fix nits with query pipeline
 over structured data (#10061)

---
 docs/_static/query/pipeline_rag_example.png   | Bin 0 -> 123604 bytes
 .../pipeline/query_pipeline_sql.ipynb         | 418 +++++++++++++++++-
 docs/module_guides/querying/pipeline/root.md  |   2 +-
 docs/module_guides/querying/retriever/root.md |   2 +-
 .../indices/struct_store/sql_retriever.py     |   5 +-
 .../pandas/pandas_query_engine.py             |   6 +-
 6 files changed, 422 insertions(+), 11 deletions(-)
 create mode 100644 docs/_static/query/pipeline_rag_example.png

diff --git a/docs/_static/query/pipeline_rag_example.png b/docs/_static/query/pipeline_rag_example.png
new file mode 100644
index 0000000000000000000000000000000000000000..700db714fb73d55f7c61ec427797088a73006d09
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diff --git a/docs/examples/pipeline/query_pipeline_sql.ipynb b/docs/examples/pipeline/query_pipeline_sql.ipynb
index 43afa5225f..2f70444b51 100644
--- a/docs/examples/pipeline/query_pipeline_sql.ipynb
+++ b/docs/examples/pipeline/query_pipeline_sql.ipynb
@@ -5,13 +5,15 @@
    "id": "661a425f-9032-46c6-8458-7e4328653d40",
    "metadata": {},
    "source": [
-    "# Query Pipeline for Text-to-SQL \n",
+    "# Query Pipeline for Advanced Text-to-SQL \n",
     "\n",
-    "In this guide we show you how to setup a text-to-SQL pipeline over your data with our query pipeline syntax.\n",
+    "In this guide we show you how to setup a text-to-SQL pipeline over your data with our [query pipeline](https://docs.llamaindex.ai/en/stable/module_guides/querying/pipeline/root.html) syntax.\n",
     "\n",
-    "This gives you flexibility to enhance text-to-SQL with additional techniques, such as table-time retrieval.\n",
+    "This gives you flexibility to enhance text-to-SQL with additional techniques. We show these in the below sections: \n",
+    "1. **Query-Time Table Retrieval**: Dynamically retrieve relevant tables in the text-to-SQL prompt.\n",
+    "2. **Query-Time Sample Row retrieval**: Embed/Index each row, and dynamically retrieve example rows for each table in the text-to-SQL prompt.\n",
     "\n",
-    "It also shows you the internals of how our `NLSQLTableQueryEngine` and `SQLTableRetrieverQueryEngine` are implemented (if you want to check out our text-to-SQL guide using these modules, take a look [here](https://docs.llamaindex.ai/en/stable/examples/index_structs/struct_indices/SQLIndexDemo.html))."
+    "Our out-of-the box pipelines include our `NLSQLTableQueryEngine` and `SQLTableRetrieverQueryEngine`. (if you want to check out our text-to-SQL guide using these modules, take a look [here](https://docs.llamaindex.ai/en/stable/examples/index_structs/struct_indices/SQLIndexDemo.html)). This guide implements an advanced version of those modules, giving you the utmost flexibility to apply this to your own setting."
    ]
   },
   {
@@ -278,7 +280,11 @@
    "id": "4b0b0de3-58a8-429b-a8b0-7a112028725c",
    "metadata": {},
    "source": [
-    "## Define Modules\n",
+    "## Advanced Capability 1: Text-to-SQL with Query-Time Table Retrieval.\n",
+    "\n",
+    "We now show you how to setup an e2e text-to-SQL with table retrieval.\n",
+    "\n",
+    "### Define Modules\n",
     "\n",
     "Here we define the core modules.\n",
     "1. Object index + retriever to store table schemas\n",
@@ -476,7 +482,7 @@
    "id": "6fda98f0-376a-4192-85b6-d9ba93082139",
    "metadata": {},
    "source": [
-    "## Define Query Pipeline\n",
+    "### Define Query Pipeline\n",
     "\n",
     "Now that the components are in place, let's define the query pipeline! "
    ]
@@ -593,7 +599,7 @@
    "id": "3c947303-9e09-47eb-a73e-52d82e83251a",
    "metadata": {},
    "source": [
-    "## Run Some Queries! \n",
+    "### Run Some Queries! \n",
     "\n",
     "Now we're ready to run some queries across this entire pipeline."
    ]
@@ -798,6 +804,404 @@
     "response = qp.run(query=\"What was the term of Pasquale Preziosa?\")\n",
     "print(str(response))"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9f14e889-7937-48ed-98c1-99dd570b3fe1",
+   "metadata": {},
+   "source": [
+    "## 2. Advanced Capability 2: Text-to-SQL with Query-Time Row Retrieval (along with Table Retrieval)\n",
+    "\n",
+    "One problem in the previous example is that if the user asks a query that asks for \"The Notorious BIG\" but the artist is stored as \"The Notorious B.I.G\", then the generated SELECT statement will likely not return any matches.\n",
+    "\n",
+    "We can alleviate this problem by fetching a small number of example rows per table. A naive option would be to just take the first k rows. Instead, we embed, index, and retrieve k relevant rows given the user query to give the text-to-SQL LLM the most contextually relevant information for SQL generation.\n",
+    "\n",
+    "We now extend our query pipeline."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "203c7148-ae2e-4c9a-a6c1-f9017041a48b",
+   "metadata": {},
+   "source": [
+    "### Index Each Table\n",
+    "\n",
+    "We embed/index the rows of each table, resulting in one index per table."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "250b7408-6525-4b2b-aaa0-d0448e97a25a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Indexing rows in table: Academy_Awards_1972\n",
+      "Indexing rows in table: Actress_Awards\n",
+      "Indexing rows in table: Actress_Awards_Table\n",
+      "Indexing rows in table: Actress_Filmography\n",
+      "Indexing rows in table: Afrikaans_Language_Translations\n",
+      "Indexing rows in table: Airport_Information\n",
+      "Indexing rows in table: Average_Temperature_Precipitation\n",
+      "Indexing rows in table: Average_Temperature_and_Precipitation\n",
+      "Indexing rows in table: BBC_Radio_Costs\n",
+      "Indexing rows in table: Bad_Boy_Artists\n",
+      "Indexing rows in table: Boxing_Matches\n",
+      "Indexing rows in table: Club_Performance_Norway\n",
+      "Indexing rows in table: Disappeared_Persons\n",
+      "Indexing rows in table: Drop Events\n",
+      "Indexing rows in table: European_Football_Standings\n",
+      "Indexing rows in table: Football_Team_Records\n",
+      "Indexing rows in table: Gortynia_Municipalities\n",
+      "Indexing rows in table: Grammy_Awards\n",
+      "Indexing rows in table: Italian_Presidents\n",
+      "Indexing rows in table: Kentucky_Derby_Winners\n",
+      "Indexing rows in table: Kinase_Cancer_Relationships\n",
+      "Indexing rows in table: Kodachrome_Film\n",
+      "Indexing rows in table: New_Mexico_Officials\n",
+      "Indexing rows in table: Number_Encoding_Probability\n",
+      "Indexing rows in table: Peak_Chart_Positions\n",
+      "Indexing rows in table: Political Positions of Lord Beaverbrook\n",
+      "Indexing rows in table: Radio_Stations\n",
+      "Indexing rows in table: Renaissance_Discography\n",
+      "Indexing rows in table: Schools_in_Ohio\n",
+      "Indexing rows in table: Temperature_and_Precipitation\n",
+      "Indexing rows in table: Voter_Party_Statistics\n",
+      "Indexing rows in table: Voter_Registration_Statistics\n",
+      "Indexing rows in table: Yamato_District_Area_Population\n",
+      "Indexing rows in table: Yearly_Deaths_and_Accidents\n"
+     ]
+    }
+   ],
+   "source": [
+    "from llama_index import VectorStoreIndex, load_index_from_storage\n",
+    "from sqlalchemy import text\n",
+    "from llama_index.schema import TextNode\n",
+    "from llama_index.storage import StorageContext\n",
+    "import os\n",
+    "from pathlib import Path\n",
+    "from typing import Dict\n",
+    "\n",
+    "\n",
+    "def index_all_tables(\n",
+    "    sql_database: SQLDatabase, table_index_dir: str = \"table_index_dir\"\n",
+    ") -> Dict[str, VectorStoreIndex]:\n",
+    "    \"\"\"Index all tables.\"\"\"\n",
+    "    if not Path(table_index_dir).exists():\n",
+    "        os.makedirs(table_index_dir)\n",
+    "\n",
+    "    vector_index_dict = {}\n",
+    "    engine = sql_database.engine\n",
+    "    for table_name in sql_database.get_usable_table_names():\n",
+    "        print(f\"Indexing rows in table: {table_name}\")\n",
+    "        if not os.path.exists(f\"{table_index_dir}/{table_name}\"):\n",
+    "            # get all rows from table\n",
+    "            with engine.connect() as conn:\n",
+    "                cursor = conn.execute(text(f'SELECT * FROM \"{table_name}\"'))\n",
+    "                result = cursor.fetchall()\n",
+    "                row_tups = []\n",
+    "                for row in result:\n",
+    "                    row_tups.append(tuple(row))\n",
+    "\n",
+    "            # index each row, put into vector store index\n",
+    "            nodes = [TextNode(text=str(t)) for t in row_tups]\n",
+    "\n",
+    "            # put into vector store index (use OpenAIEmbeddings by default)\n",
+    "            index = VectorStoreIndex(nodes)\n",
+    "\n",
+    "            # save index\n",
+    "            index.set_index_id(\"vector_index\")\n",
+    "            index.storage_context.persist(f\"{table_index_dir}/{table_name}\")\n",
+    "        else:\n",
+    "            # rebuild storage context\n",
+    "            storage_context = StorageContext.from_defaults(\n",
+    "                persist_dir=f\"{table_index_dir}/{table_name}\"\n",
+    "            )\n",
+    "            # load index\n",
+    "            index = load_index_from_storage(\n",
+    "                storage_context, index_id=\"vector_index\"\n",
+    "            )\n",
+    "        vector_index_dict[table_name] = index\n",
+    "\n",
+    "    return vector_index_dict\n",
+    "\n",
+    "\n",
+    "vector_index_dict = index_all_tables(sql_database)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "701a2781-d728-4ea6-9c6a-f4b2aaf23f3a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "('Diddy', 1993, '6')\n"
+     ]
+    }
+   ],
+   "source": [
+    "test_retriever = vector_index_dict[\"Bad_Boy_Artists\"].as_retriever(\n",
+    "    similarity_top_k=1\n",
+    ")\n",
+    "nodes = test_retriever.retrieve(\"P. Diddy\")\n",
+    "print(nodes[0].get_content())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1f3c1911-9f94-4a44-a018-f576f74b515a",
+   "metadata": {},
+   "source": [
+    "### Define Expanded Table Parser Component\n",
+    "\n",
+    "We expand the capability of our `table_parser_component` to not only return the relevant table schemas, but also return relevant rows per table schema.\n",
+    "\n",
+    "It now takes in both `table_schema_objs` (output of table retriever), but also the original `query_str` which will then be used for vector retrieval of relevant rows."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f3203365-1d0b-4217-853c-8733517a7884",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from llama_index.retrievers import SQLRetriever\n",
+    "from typing import List\n",
+    "from llama_index.query_pipeline import FnComponent\n",
+    "\n",
+    "sql_retriever = SQLRetriever(sql_database)\n",
+    "\n",
+    "\n",
+    "def get_table_context_and_rows_str(\n",
+    "    query_str: str, table_schema_objs: List[SQLTableSchema]\n",
+    "):\n",
+    "    \"\"\"Get table context string.\"\"\"\n",
+    "    context_strs = []\n",
+    "    for table_schema_obj in table_schema_objs:\n",
+    "        # first append table info + additional context\n",
+    "        table_info = sql_database.get_single_table_info(\n",
+    "            table_schema_obj.table_name\n",
+    "        )\n",
+    "        if table_schema_obj.context_str:\n",
+    "            table_opt_context = \" The table description is: \"\n",
+    "            table_opt_context += table_schema_obj.context_str\n",
+    "            table_info += table_opt_context\n",
+    "\n",
+    "        # also lookup vector index to return relevant table rows\n",
+    "        vector_retriever = vector_index_dict[\n",
+    "            table_schema_obj.table_name\n",
+    "        ].as_retriever(similarity_top_k=2)\n",
+    "        relevant_nodes = vector_retriever.retrieve(query_str)\n",
+    "        if len(relevant_nodes) > 0:\n",
+    "            table_row_context = \"\\nHere are some relevant example rows (values in the same order as columns above)\\n\"\n",
+    "            for node in relevant_nodes:\n",
+    "                table_row_context += str(node.get_content()) + \"\\n\"\n",
+    "            table_info += table_row_context\n",
+    "\n",
+    "        context_strs.append(table_info)\n",
+    "    return \"\\n\\n\".join(context_strs)\n",
+    "\n",
+    "\n",
+    "table_parser_component = FnComponent(fn=get_table_context_and_rows_str)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "050daa4c-302b-48a6-b888-7ecee30d7058",
+   "metadata": {},
+   "source": [
+    "### Define Expanded Query Pipeline\n",
+    "\n",
+    "This looks similar to the query pipeline in section 1, but with an upgraded table_parser_component."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "84bcf7eb-9d8d-46b7-8b01-66a6c82ece11",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from llama_index.query_pipeline import (\n",
+    "    QueryPipeline as QP,\n",
+    "    Link,\n",
+    "    InputComponent,\n",
+    "    CustomQueryComponent,\n",
+    ")\n",
+    "\n",
+    "qp = QP(\n",
+    "    modules={\n",
+    "        \"input\": InputComponent(),\n",
+    "        \"table_retriever\": obj_retriever,\n",
+    "        \"table_output_parser\": table_parser_component,\n",
+    "        \"text2sql_prompt\": text2sql_prompt,\n",
+    "        \"text2sql_llm\": llm,\n",
+    "        \"sql_output_parser\": sql_parser_component,\n",
+    "        \"sql_retriever\": sql_retriever,\n",
+    "        \"response_synthesis_prompt\": response_synthesis_prompt,\n",
+    "        \"response_synthesis_llm\": llm,\n",
+    "    },\n",
+    "    verbose=True,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c7bd7b14-9c5a-40af-ac8d-d435d5c7a19c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "qp.add_link(\"input\", \"table_retriever\")\n",
+    "qp.add_link(\"input\", \"table_output_parser\", dest_key=\"query_str\")\n",
+    "qp.add_link(\n",
+    "    \"table_retriever\", \"table_output_parser\", dest_key=\"table_schema_objs\"\n",
+    ")\n",
+    "qp.add_link(\"input\", \"text2sql_prompt\", dest_key=\"query_str\")\n",
+    "qp.add_link(\"table_output_parser\", \"text2sql_prompt\", dest_key=\"schema\")\n",
+    "qp.add_chain(\n",
+    "    [\"text2sql_prompt\", \"text2sql_llm\", \"sql_output_parser\", \"sql_retriever\"]\n",
+    ")\n",
+    "qp.add_link(\n",
+    "    \"sql_output_parser\", \"response_synthesis_prompt\", dest_key=\"sql_query\"\n",
+    ")\n",
+    "qp.add_link(\n",
+    "    \"sql_retriever\", \"response_synthesis_prompt\", dest_key=\"context_str\"\n",
+    ")\n",
+    "qp.add_link(\"input\", \"response_synthesis_prompt\", dest_key=\"query_str\")\n",
+    "qp.add_link(\"response_synthesis_prompt\", \"response_synthesis_llm\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0cc3fbb5-ba53-472f-a9c9-6070980734a9",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "text2sql_dag.html\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"100%\"\n",
+       "            height=\"600px\"\n",
+       "            src=\"text2sql_dag.html\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "            \n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.IFrame at 0x2eb3d3fa0>"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from pyvis.network import Network\n",
+    "\n",
+    "net = Network(notebook=True, cdn_resources=\"in_line\", directed=True)\n",
+    "net.from_nx(qp.dag)\n",
+    "net.show(\"text2sql_dag.html\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "33c79a4c-3810-4093-95f8-f8445cad3a5e",
+   "metadata": {},
+   "source": [
+    "### Run Some Queries\n",
+    "\n",
+    "We can now ask about relevant entries even if it doesn't exactly match the entry in the database."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "248a4ee5-29ed-4d7c-becb-51fddb5f4849",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1;3;38;2;155;135;227m> Running module input with input: \n",
+      "query: What was the year that The Notorious BIG was signed to Bad Boy?\n",
+      "\n",
+      "\u001b[0m\u001b[1;3;38;2;155;135;227m> Running module table_retriever with input: \n",
+      "input: What was the year that The Notorious BIG was signed to Bad Boy?\n",
+      "\n",
+      "\u001b[0m\u001b[1;3;38;2;155;135;227m> Running module table_output_parser with input: \n",
+      "query_str: What was the year that The Notorious BIG was signed to Bad Boy?\n",
+      "table_schema_objs: [SQLTableSchema(table_name='Bad_Boy_Artists', context_str='List of artists signed to Bad Boy Records and their album releases'), SQLTableSchema(table_name='Bad_Boy_Artists', context_str='List of artis...\n",
+      "\n",
+      "\u001b[0m\u001b[1;3;38;2;155;135;227m> Running module text2sql_prompt with input: \n",
+      "query_str: What was the year that The Notorious BIG was signed to Bad Boy?\n",
+      "schema: Table 'Bad_Boy_Artists' has columns: Act (VARCHAR), Year_signed (INTEGER), _Albums_released_under_Bad_Boy (VARCHAR), and foreign keys: . The table description is: List of artists signed to Bad Boy Rec...\n",
+      "\n",
+      "\u001b[0m\u001b[1;3;38;2;155;135;227m> Running module text2sql_llm with input: \n",
+      "messages: Given an input question, first create a syntactically correct sqlite query to run, then look at the results of the query and return the answer. You can order the results by a relevant column to return...\n",
+      "\n",
+      "\u001b[0m\u001b[1;3;38;2;155;135;227m> Running module sql_output_parser with input: \n",
+      "response: assistant: SELECT Year_signed\n",
+      "FROM Bad_Boy_Artists\n",
+      "WHERE Act = 'The Notorious B.I.G'\n",
+      "SQLResult: 1993\n",
+      "Answer: The Notorious BIG was signed to Bad Boy in 1993.\n",
+      "\n",
+      "\u001b[0mRAW RESPONSE  SELECT Year_signed\n",
+      "FROM Bad_Boy_Artists\n",
+      "WHERE Act = 'The Notorious B.I.G'\n",
+      "SQLResult: 1993\n",
+      "Answer: The Notorious BIG was signed to Bad Boy in 1993.\n",
+      "\u001b[1;3;38;2;155;135;227m> Running module sql_retriever with input: \n",
+      "input: SELECT Year_signed\n",
+      "FROM Bad_Boy_Artists\n",
+      "WHERE Act = 'The Notorious B.I.G'\n",
+      "\n",
+      "\u001b[0m\u001b[1;3;38;2;155;135;227m> Running module response_synthesis_prompt with input: \n",
+      "query_str: What was the year that The Notorious BIG was signed to Bad Boy?\n",
+      "sql_query: SELECT Year_signed\n",
+      "FROM Bad_Boy_Artists\n",
+      "WHERE Act = 'The Notorious B.I.G'\n",
+      "context_str: [NodeWithScore(node=TextNode(id_='23214862-784c-4f2b-b489-39d61ea96580', embedding=None, metadata={}, excluded_embed_metadata_keys=[], excluded_llm_metadata_keys=[], relationships={}, hash='c336a1cbf9...\n",
+      "\n",
+      "\u001b[0m\u001b[1;3;38;2;155;135;227m> Running module response_synthesis_llm with input: \n",
+      "messages: Given an input question, synthesize a response from the query results.\n",
+      "Query: What was the year that The Notorious BIG was signed to Bad Boy?\n",
+      "SQL: SELECT Year_signed\n",
+      "FROM Bad_Boy_Artists\n",
+      "WHERE Act = '...\n",
+      "\n",
+      "\u001b[0massistant: The Notorious BIG was signed to Bad Boy in 1993.\n"
+     ]
+    }
+   ],
+   "source": [
+    "response = qp.run(\n",
+    "    query=\"What was the year that The Notorious BIG was signed to Bad Boy?\"\n",
+    ")\n",
+    "print(str(response))"
+   ]
   }
  ],
  "metadata": {
diff --git a/docs/module_guides/querying/pipeline/root.md b/docs/module_guides/querying/pipeline/root.md
index 8c5c4586dc..93d60b415a 100644
--- a/docs/module_guides/querying/pipeline/root.md
+++ b/docs/module_guides/querying/pipeline/root.md
@@ -15,7 +15,7 @@ This is centered around our `QueryPipeline` abstraction. Load in a variety of mo
 
 Our query pipelines also propagate callbacks throughout all sub-modules, and these integrate with our [observability partners](/module_guides/observability/observability.md).
 
-![](/_static/query/query_classes.png)
+![](/_static/query/pipeline_rag_example.png)
 
 ## Usage Pattern
 
diff --git a/docs/module_guides/querying/retriever/root.md b/docs/module_guides/querying/retriever/root.md
index 6a3e6812a6..5d82e34921 100644
--- a/docs/module_guides/querying/retriever/root.md
+++ b/docs/module_guides/querying/retriever/root.md
@@ -96,7 +96,7 @@ retriever = SummaryIndexLLMRetriever(
 
 ```{toctree}
 ---
-maxdepth: 1
+maxdepth: 2
 ---
 retrievers.md
 ```
diff --git a/llama_index/indices/struct_store/sql_retriever.py b/llama_index/indices/struct_store/sql_retriever.py
index 0971cb6c61..8e127c4487 100644
--- a/llama_index/indices/struct_store/sql_retriever.py
+++ b/llama_index/indices/struct_store/sql_retriever.py
@@ -10,6 +10,7 @@ from sqlalchemy import Table
 from llama_index.callbacks.base import CallbackManager
 from llama_index.core.base_retriever import BaseRetriever
 from llama_index.embeddings.base import BaseEmbedding
+from llama_index.llms.utils import LLMType
 from llama_index.objects.base import ObjectRetriever
 from llama_index.objects.table_node_mapping import SQLTableSchema
 from llama_index.prompts import BasePromptTemplate
@@ -173,6 +174,7 @@ class NLSQLRetriever(BaseRetriever, PromptMixin):
         handle_sql_errors (bool): Whether to handle SQL errors. Defaults to True.
         sql_only (bool) : Whether to get only sql and not the sql query result.
             Default to False.
+        llm (Optional[LLM]): Language model to use.
 
     """
 
@@ -185,6 +187,7 @@ class NLSQLRetriever(BaseRetriever, PromptMixin):
         table_retriever: Optional[ObjectRetriever[SQLTableSchema]] = None,
         context_str_prefix: Optional[str] = None,
         sql_parser_mode: SQLParserMode = SQLParserMode.DEFAULT,
+        llm: Optional[LLMType] = "default",
         service_context: Optional[ServiceContext] = None,
         return_raw: bool = True,
         handle_sql_errors: bool = True,
@@ -200,7 +203,7 @@ class NLSQLRetriever(BaseRetriever, PromptMixin):
             sql_database, tables, context_query_kwargs, table_retriever
         )
         self._context_str_prefix = context_str_prefix
-        self._service_context = service_context or ServiceContext.from_defaults()
+        self._service_context = service_context or ServiceContext.from_defaults(llm=llm)
         self._text_to_sql_prompt = text_to_sql_prompt or DEFAULT_TEXT_TO_SQL_PROMPT
         self._sql_parser_mode = sql_parser_mode
         self._sql_parser = self._load_sql_parser(sql_parser_mode, self._service_context)
diff --git a/llama_index/query_engine/pandas/pandas_query_engine.py b/llama_index/query_engine/pandas/pandas_query_engine.py
index 98da962edb..7836c28caf 100644
--- a/llama_index/query_engine/pandas/pandas_query_engine.py
+++ b/llama_index/query_engine/pandas/pandas_query_engine.py
@@ -15,6 +15,7 @@ import pandas as pd
 from llama_index.core.base_query_engine import BaseQueryEngine
 from llama_index.core.response.schema import Response
 from llama_index.indices.struct_store.pandas import PandasIndex
+from llama_index.llms.utils import LLMType
 from llama_index.prompts import BasePromptTemplate, PromptTemplate
 from llama_index.prompts.default_prompts import DEFAULT_PANDAS_PROMPT
 from llama_index.prompts.mixin import PromptDictType, PromptMixinType
@@ -70,6 +71,7 @@ class PandasQueryEngine(BaseQueryEngine):
             if there is possibly long text in the dataframe.
         pandas_prompt (Optional[BasePromptTemplate]): Pandas prompt to use.
         head (int): Number of rows to show in the table context.
+        llm (Optional[LLM]): Language model to use.
 
     """
 
@@ -83,6 +85,7 @@ class PandasQueryEngine(BaseQueryEngine):
         head: int = 5,
         verbose: bool = False,
         service_context: Optional[ServiceContext] = None,
+        llm: Optional[LLMType] = "default",
         synthesize_response: bool = False,
         response_synthesis_prompt: Optional[BasePromptTemplate] = None,
         **kwargs: Any,
@@ -97,7 +100,8 @@ class PandasQueryEngine(BaseQueryEngine):
             df, output_kwargs or {}
         )
         self._verbose = verbose
-        self._service_context = service_context or ServiceContext.from_defaults()
+
+        self._service_context = service_context or ServiceContext.from_defaults(llm=llm)
         self._synthesize_response = synthesize_response
         self._response_synthesis_prompt = (
             response_synthesis_prompt or DEFAULT_RESPONSE_SYNTHESIS_PROMPT
-- 
GitLab