Upload samplesqlenuse.ipynb

samplesqlenuse.ipynb

@@ -0,0 +1,114 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Use a pipeline as a high-level helper\n",
+    "from transformers import pipeline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "prompt = [\n",
+    "    {\"role\": \"user\", \"content\": \"\"\" \"SELECT CITYalias0.CITY_NAME FROM CITY AS CITYalias0 WHERE CITYalias0.POPULATION = ( SELECT MAX( CITYalias1.POPULATION ) FROM CITY AS CITYalias1 WHERE CITYalias1.STATE_NAME = \\\"state_name0\\\" ) AND CITYalias0.STATE_NAME = \\\"state_name0\\\" ;\"\"\"},\n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "c:\\Users\\eclal\\OneDrive\\Desktop\\VSCode\\.conda\\Lib\\site-packages\\transformers\\models\\mistral\\modeling_mistral.py:674: UserWarning: 1Torch was not compiled with flash attention. (Triggered internally at ..\\aten\\src\\ATen\\native\\transformers\\cuda\\sdp_utils.cpp:455.)\n",
+      "  attn_output = torch.nn.functional.scaled_dot_product_attention(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "[{'generated_text': [{'role': 'user',\n",
+       "    'content': ' \"SELECT CITYalias0.CITY_NAME FROM CITY AS CITYalias0 WHERE CITYalias0.POPULATION = ( SELECT MAX( CITYalias1.POPULATION ) FROM CITY AS CITYalias1 WHERE CITYalias1.STATE_NAME = \"state_name0\" ) AND CITYalias0.STATE_NAME = \"state_name0\" ;'},\n",
+       "   {'role': 'assistant',\n",
+       "    'content': 'return me the city with the highest population in \" state_name0 \".\"'}]}]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "generate_text = pipeline(\n",
+    "    model=\"eclfe/sqlen-1-21\",\n",
+    "    torch_dtype=\"auto\",\n",
+    "    trust_remote_code=True,\n",
+    "    device_map={\"\": \"cuda:0\"},\n",
+    "    token=True,\n",
+    ")\n",
+    "generate_text(prompt, renormalize_logits=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'generated_text': [{'role': 'user',\n",
+       "    'content': ' \"SELECT CITYalias0.CITY_NAME FROM CITY AS CITYalias0 WHERE CITYalias0.POPULATION = ( SELECT MAX( CITYalias1.POPULATION ) FROM CITY AS CITYalias1 WHERE CITYalias1.STATE_NAME = \"state_name0\" ) AND CITYalias0.STATE_NAME = \"state_name0\" ;'},\n",
+       "   {'role': 'assistant',\n",
+       "    'content': 'return me the city with the highest population in \" state_name0 \".\"'}]}]"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\n",
+    "\n",
+    "prompt = [\n",
+    "    {\"role\": \"user\", \"content\": \"\"\" \"SELECT CITYalias0.CITY_NAME FROM CITY AS CITYalias0 WHERE CITYalias0.POPULATION = ( SELECT MAX( CITYalias1.POPULATION ) FROM CITY AS CITYalias1 WHERE CITYalias1.STATE_NAME = \\\"state_name0\\\" ) AND CITYalias0.STATE_NAME = \\\"state_name0\\\" ;\"\"\"},\n",
+    "]\n",
+    "pipe = pipeline(\"text-generation\", model=\"eclfe/sqlen-1-21\")\n",
+    "pipe(prompt)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}