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fixed the google import syntax
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‎python-recipes/semantic-cache/03_context_enabled_semantic_caching.ipynb‎

Lines changed: 68 additions & 21 deletions
Original file line numberDiff line numberDiff line change
@@ -73,23 +73,32 @@
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"execution_count": 1,
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"metadata": {
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"id": "v6g7eVRZAcFA"
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},
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"outputs": [],
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"source": [
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"# 📦 Install required Python packages\n",
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"!pip install -q \"redisvl>=0.8.0\" sentence-transformers openai tiktoken python-dotenv redis"
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"!pip install -q \"redisvl>=0.8.0\" sentence-transformers openai tiktoken python-dotenv redis google pandas"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"execution_count": 2,
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"metadata": {
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"id": "m04KxSuhBiOx"
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},
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"outputs": [],
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"outputs": [
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{
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"ename": "SyntaxError",
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"evalue": "invalid syntax (2741142086.py, line 3)",
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"output_type": "error",
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"traceback": [
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" \u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[2]\u001b[39m\u001b[32m, line 3\u001b[39m\n\u001b[31m \u001b[39m\u001b[31mcurl -fsSL https://packages.redis.io/gpg | sudo gpg --dearmor -o /usr/share/keyrings/redis-archive-keyring.gpg\u001b[39m\n ^\n\u001b[31mSyntaxError\u001b[39m\u001b[31m:\u001b[39m invalid syntax\n"
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]
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}
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],
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"source": [
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"# NBVAL_SKIP\n",
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"%%sh\n",
@@ -115,7 +124,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"execution_count": 3,
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/"
@@ -125,14 +134,30 @@
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"True"
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]
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},
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"execution_count": 3,
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"metadata": {},
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"output_type": "execute_result"
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"ename": "ConnectionError",
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"evalue": "Error 10061 connecting to localhost:6379. No connection could be made because the target machine actively refused it.",
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"output_type": "error",
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"traceback": [
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"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
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"\u001b[31mConnectionRefusedError\u001b[39m Traceback (most recent call last)",
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"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\PhilipLaussermair\\Desktop\\Code\\Internal\\sc recipe\\redis-ai-resources\\.venv\\Lib\\site-packages\\redis\\connection.py:389\u001b[39m, in \u001b[36mAbstractConnection.connect_check_health\u001b[39m\u001b[34m(self, check_health, retry_socket_connect)\u001b[39m\n\u001b[32m 388\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m retry_socket_connect:\n\u001b[32m--> \u001b[39m\u001b[32m389\u001b[39m sock = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mretry\u001b[49m\u001b[43m.\u001b[49m\u001b[43mcall_with_retry\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 390\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mlambda\u001b[39;49;00m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_connect\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mlambda\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43merror\u001b[49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mdisconnect\u001b[49m\u001b[43m(\u001b[49m\u001b[43merror\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 391\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 392\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n",
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"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\PhilipLaussermair\\Desktop\\Code\\Internal\\sc recipe\\redis-ai-resources\\.venv\\Lib\\site-packages\\redis\\retry.py:105\u001b[39m, in \u001b[36mRetry.call_with_retry\u001b[39m\u001b[34m(self, do, fail)\u001b[39m\n\u001b[32m 104\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m--> \u001b[39m\u001b[32m105\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdo\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 106\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;28mself\u001b[39m._supported_errors \u001b[38;5;28;01mas\u001b[39;00m error:\n",
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"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\PhilipLaussermair\\Desktop\\Code\\Internal\\sc recipe\\redis-ai-resources\\.venv\\Lib\\site-packages\\redis\\connection.py:390\u001b[39m, in \u001b[36mAbstractConnection.connect_check_health.<locals>.<lambda>\u001b[39m\u001b[34m()\u001b[39m\n\u001b[32m 388\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m retry_socket_connect:\n\u001b[32m 389\u001b[39m sock = \u001b[38;5;28mself\u001b[39m.retry.call_with_retry(\n\u001b[32m--> \u001b[39m\u001b[32m390\u001b[39m \u001b[38;5;28;01mlambda\u001b[39;00m: \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_connect\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m, \u001b[38;5;28;01mlambda\u001b[39;00m error: \u001b[38;5;28mself\u001b[39m.disconnect(error)\n\u001b[32m 391\u001b[39m )\n\u001b[32m 392\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n",
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"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\PhilipLaussermair\\Desktop\\Code\\Internal\\sc recipe\\redis-ai-resources\\.venv\\Lib\\site-packages\\redis\\connection.py:803\u001b[39m, in \u001b[36mConnection._connect\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 802\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m err \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m--> \u001b[39m\u001b[32m803\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m err\n\u001b[32m 804\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mOSError\u001b[39;00m(\u001b[33m\"\u001b[39m\u001b[33msocket.getaddrinfo returned an empty list\u001b[39m\u001b[33m\"\u001b[39m)\n",
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"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\PhilipLaussermair\\Desktop\\Code\\Internal\\sc recipe\\redis-ai-resources\\.venv\\Lib\\site-packages\\redis\\connection.py:787\u001b[39m, in \u001b[36mConnection._connect\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 786\u001b[39m \u001b[38;5;66;03m# connect\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m787\u001b[39m \u001b[43msock\u001b[49m\u001b[43m.\u001b[49m\u001b[43mconnect\u001b[49m\u001b[43m(\u001b[49m\u001b[43msocket_address\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 789\u001b[39m \u001b[38;5;66;03m# set the socket_timeout now that we're connected\u001b[39;00m\n",
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"\u001b[31mConnectionRefusedError\u001b[39m: [WinError 10061] No connection could be made because the target machine actively refused it",
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"\nDuring handling of the above exception, another exception occurred:\n",
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"\u001b[31mConnectionError\u001b[39m Traceback (most recent call last)",
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"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[3]\u001b[39m\u001b[32m, line 17\u001b[39m\n\u001b[32m 10\u001b[39m redis_client = redis.Redis(\n\u001b[32m 11\u001b[39m host=REDIS_HOST,\n\u001b[32m 12\u001b[39m port=REDIS_PORT,\n\u001b[32m 13\u001b[39m password=REDIS_PASSWORD\n\u001b[32m 14\u001b[39m )\n\u001b[32m 16\u001b[39m \u001b[38;5;66;03m# Test connection\u001b[39;00m\n\u001b[32m---> \u001b[39m\u001b[32m17\u001b[39m \u001b[43mredis_client\u001b[49m\u001b[43m.\u001b[49m\u001b[43mping\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
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"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\PhilipLaussermair\\Desktop\\Code\\Internal\\sc recipe\\redis-ai-resources\\.venv\\Lib\\site-packages\\redis\\commands\\core.py:1219\u001b[39m, in \u001b[36mManagementCommands.ping\u001b[39m\u001b[34m(self, **kwargs)\u001b[39m\n\u001b[32m 1213\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mping\u001b[39m(\u001b[38;5;28mself\u001b[39m, **kwargs) -> ResponseT:\n\u001b[32m 1214\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m 1215\u001b[39m \u001b[33;03m Ping the Redis server\u001b[39;00m\n\u001b[32m 1216\u001b[39m \n\u001b[32m 1217\u001b[39m \u001b[33;03m For more information see https://redis.io/commands/ping\u001b[39;00m\n\u001b[32m 1218\u001b[39m \u001b[33;03m \"\"\"\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m1219\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mexecute_command\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mPING\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
153+
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\PhilipLaussermair\\Desktop\\Code\\Internal\\sc recipe\\redis-ai-resources\\.venv\\Lib\\site-packages\\redis\\client.py:621\u001b[39m, in \u001b[36mRedis.execute_command\u001b[39m\u001b[34m(self, *args, **options)\u001b[39m\n\u001b[32m 620\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mexecute_command\u001b[39m(\u001b[38;5;28mself\u001b[39m, *args, **options):\n\u001b[32m--> \u001b[39m\u001b[32m621\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_execute_command\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43moptions\u001b[49m\u001b[43m)\u001b[49m\n",
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"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\PhilipLaussermair\\Desktop\\Code\\Internal\\sc recipe\\redis-ai-resources\\.venv\\Lib\\site-packages\\redis\\client.py:627\u001b[39m, in \u001b[36mRedis._execute_command\u001b[39m\u001b[34m(self, *args, **options)\u001b[39m\n\u001b[32m 625\u001b[39m pool = \u001b[38;5;28mself\u001b[39m.connection_pool\n\u001b[32m 626\u001b[39m command_name = args[\u001b[32m0\u001b[39m]\n\u001b[32m--> \u001b[39m\u001b[32m627\u001b[39m conn = \u001b[38;5;28mself\u001b[39m.connection \u001b[38;5;129;01mor\u001b[39;00m \u001b[43mpool\u001b[49m\u001b[43m.\u001b[49m\u001b[43mget_connection\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 629\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m._single_connection_client:\n\u001b[32m 630\u001b[39m \u001b[38;5;28mself\u001b[39m.single_connection_lock.acquire()\n",
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"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\PhilipLaussermair\\Desktop\\Code\\Internal\\sc recipe\\redis-ai-resources\\.venv\\Lib\\site-packages\\redis\\utils.py:195\u001b[39m, in \u001b[36mdeprecated_args.<locals>.decorator.<locals>.wrapper\u001b[39m\u001b[34m(*args, **kwargs)\u001b[39m\n\u001b[32m 190\u001b[39m \u001b[38;5;28;01melif\u001b[39;00m arg \u001b[38;5;129;01min\u001b[39;00m provided_args:\n\u001b[32m 191\u001b[39m warn_deprecated_arg_usage(\n\u001b[32m 192\u001b[39m arg, func.\u001b[34m__name__\u001b[39m, reason, version, stacklevel=\u001b[32m3\u001b[39m\n\u001b[32m 193\u001b[39m )\n\u001b[32m--> \u001b[39m\u001b[32m195\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
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"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\PhilipLaussermair\\Desktop\\Code\\Internal\\sc recipe\\redis-ai-resources\\.venv\\Lib\\site-packages\\redis\\connection.py:1533\u001b[39m, in \u001b[36mConnectionPool.get_connection\u001b[39m\u001b[34m(self, command_name, *keys, **options)\u001b[39m\n\u001b[32m 1529\u001b[39m \u001b[38;5;28mself\u001b[39m._in_use_connections.add(connection)\n\u001b[32m 1531\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m 1532\u001b[39m \u001b[38;5;66;03m# ensure this connection is connected to Redis\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m1533\u001b[39m \u001b[43mconnection\u001b[49m\u001b[43m.\u001b[49m\u001b[43mconnect\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1534\u001b[39m \u001b[38;5;66;03m# connections that the pool provides should be ready to send\u001b[39;00m\n\u001b[32m 1535\u001b[39m \u001b[38;5;66;03m# a command. if not, the connection was either returned to the\u001b[39;00m\n\u001b[32m 1536\u001b[39m \u001b[38;5;66;03m# pool before all data has been read or the socket has been\u001b[39;00m\n\u001b[32m 1537\u001b[39m \u001b[38;5;66;03m# closed. either way, reconnect and verify everything is good.\u001b[39;00m\n\u001b[32m 1538\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n",
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"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\PhilipLaussermair\\Desktop\\Code\\Internal\\sc recipe\\redis-ai-resources\\.venv\\Lib\\site-packages\\redis\\connection.py:380\u001b[39m, in \u001b[36mAbstractConnection.connect\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 378\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mconnect\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[32m 379\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mConnects to the Redis server if not already connected\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m--> \u001b[39m\u001b[32m380\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mconnect_check_health\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcheck_health\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n",
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"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\PhilipLaussermair\\Desktop\\Code\\Internal\\sc recipe\\redis-ai-resources\\.venv\\Lib\\site-packages\\redis\\connection.py:397\u001b[39m, in \u001b[36mAbstractConnection.connect_check_health\u001b[39m\u001b[34m(self, check_health, retry_socket_connect)\u001b[39m\n\u001b[32m 395\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTimeoutError\u001b[39;00m(\u001b[33m\"\u001b[39m\u001b[33mTimeout connecting to server\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m 396\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mOSError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[32m--> \u001b[39m\u001b[32m397\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mConnectionError\u001b[39;00m(\u001b[38;5;28mself\u001b[39m._error_message(e))\n\u001b[32m 399\u001b[39m \u001b[38;5;28mself\u001b[39m._sock = sock\n\u001b[32m 400\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n",
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"\u001b[31mConnectionError\u001b[39m: Error 10061 connecting to localhost:6379. No connection could be made because the target machine actively refused it."
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]
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}
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],
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"source": [
@@ -161,10 +186,22 @@
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"metadata": {
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"id": "ZnqjGneBDFol"
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},
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"outputs": [],
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"outputs": [
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{
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"ename": "ModuleNotFoundError",
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"evalue": "No module named 'google'",
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"output_type": "error",
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"traceback": [
195+
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
196+
"\u001b[31mModuleNotFoundError\u001b[39m Traceback (most recent call last)",
197+
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[4]\u001b[39m\u001b[32m, line 2\u001b[39m\n\u001b[32m 1\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mos\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m2\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mgoogle\u001b[39;00m\u001b[34;01m.\u001b[39;00m\u001b[34;01mcolab\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m user_secret\n\u001b[32m 4\u001b[39m \u001b[38;5;66;03m# 🔐 Ask user whether to use Azure OpenAI or OpenAI\u001b[39;00m\n\u001b[32m 5\u001b[39m use_azure = \u001b[38;5;28minput\u001b[39m(\u001b[33m\"\u001b[39m\u001b[33mUse Azure OpenAI? (y/n): \u001b[39m\u001b[33m\"\u001b[39m).strip().lower() == \u001b[33m\"\u001b[39m\u001b[33my\u001b[39m\u001b[33m\"\u001b[39m\n",
198+
"\u001b[31mModuleNotFoundError\u001b[39m: No module named 'google'"
199+
]
200+
}
201+
],
165202
"source": [
166203
"import os\n",
167-
"from google.colab import user_secret\n",
204+
"from google.colab import userdata\n",
168205
"\n",
169206
"# 🔐 Ask user whether to use Azure OpenAI or OpenAI\n",
170207
"use_azure = input(\"Use Azure OpenAI? (y/n): \").strip().lower() == \"y\"\n",
@@ -177,9 +214,9 @@
177214
" print(\"- AZURE_OPENAI_API_VERSION (e.g. 2024-05-01-preview)\")\n",
178215
" print(\"💡 Make sure 'gpt-4o' and 'gpt-4o-mini' models are deployed in your Azure Foundry.\\n\")\n",
179216
"\n",
180-
" os.environ[\"AZURE_OPENAI_API_KEY\"] = user_secret.get_secret(\"AZURE_OPENAI_API_KEY\")\n",
181-
" os.environ[\"AZURE_OPENAI_ENDPOINT\"] = user_secret.get_secret(\"AZURE_OPENAI_ENDPOINT\")\n",
182-
" os.environ[\"AZURE_OPENAI_API_VERSION\"] = user_secret.get_secret(\"AZURE_OPENAI_API_VERSION\")\n",
217+
" os.environ[\"AZURE_OPENAI_API_KEY\"] = userdata.get(\"AZURE_OPENAI_API_KEY\")\n",
218+
" os.environ[\"AZURE_OPENAI_ENDPOINT\"] = userdata.get(\"AZURE_OPENAI_ENDPOINT\")\n",
219+
" os.environ[\"AZURE_OPENAI_API_VERSION\"] = userdata.get(\"AZURE_OPENAI_API_VERSION\")\n",
183220
"\n",
184221
" # Optional model deployment names\n",
185222
" os.environ.setdefault(\"AZURE_OPENAI_GPT4_MODEL\", \"gpt-4o\")\n",
@@ -190,7 +227,7 @@
190227
" print(\"📌 Please ensure the following secret is added via the 🔐 Colab > Secrets menu:\")\n",
191228
" print(\"- OPENAI_API_KEY\\n\")\n",
192229
"\n",
193-
" os.environ[\"OPENAI_API_KEY\"] = user_secret.get_secret(\"OPENAI_API_KEY\")\n",
230+
" os.environ[\"OPENAI_API_KEY\"] = userdata.get(\"OPENAI_API_KEY\")\n",
194231
"\n",
195232
" # Optional model names (if using gpt-4o via OpenAI)\n",
196233
" os.environ.setdefault(\"OPENAI_GPT4_MODEL\", \"gpt-4o\")\n",
@@ -1500,11 +1537,21 @@
15001537
"provenance": []
15011538
},
15021539
"kernelspec": {
1503-
"display_name": "Python 3",
1540+
"display_name": ".venv",
1541+
"language": "python",
15041542
"name": "python3"
15051543
},
15061544
"language_info": {
1507-
"name": "python"
1545+
"codemirror_mode": {
1546+
"name": "ipython",
1547+
"version": 3
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},
1549+
"file_extension": ".py",
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"mimetype": "text/x-python",
1551+
"name": "python",
1552+
"nbconvert_exporter": "python",
1553+
"pygments_lexer": "ipython3",
1554+
"version": "3.11.9"
15081555
}
15091556
},
15101557
"nbformat": 4,

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