notebooks/dotNET/05/EmbeddingsWithSK.ipynb

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     "data": {
      "text/html": [
       "<div><div></div><div></div><div><strong>Installed Packages</strong><ul><li><span>Microsoft.SemanticKernel, 1.16.2</span></li><li><span>Microsoft.SemanticKernel.Connectors.Qdrant, 1.16.2-alpha</span></li></ul></div></div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#r \"nuget: Microsoft.SemanticKernel, *-*\"\n",
    "#r \"nuget: Microsoft.SemanticKernel.Connectors.Qdrant, *-*\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
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   "outputs": [],
   "source": [
    "using Microsoft.SemanticKernel;\n",
    "using Microsoft.SemanticKernel.Embeddings;\n",
    "using Microsoft.SemanticKernel.Memory;\n",
    "using Microsoft.SemanticKernel.Connectors.Qdrant;\n",
    "using Microsoft.SemanticKernel.Connectors.OpenAI;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "dotnet_interactive": {
     "language": "csharp"
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    "polyglot_notebook": {
     "kernelName": "csharp"
    },
    "vscode": {
     "languageId": "polyglot-notebook"
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   },
   "outputs": [],
   "source": [
    "using System;\n",
    "using System.Collections.Generic;\n",
    "using System.Diagnostics;\n",
    "using System.IO;\n",
    "using System.Net.Http;\n",
    "using System.Text.Json;\n",
    "using System.Threading.Tasks;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "dotnet_interactive": {
     "language": "csharp"
    },
    "polyglot_notebook": {
     "kernelName": "csharp"
    },
    "vscode": {
     "languageId": "polyglot-notebook"
    }
   },
   "outputs": [],
   "source": [
    "string conceptCollectionName = \"cookbookvdb\";"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "dotnet_interactive": {
     "language": "csharp"
    },
    "polyglot_notebook": {
     "kernelName": "csharp"
    },
    "vscode": {
     "languageId": "polyglot-notebook"
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   },
   "outputs": [
    {
     "ename": "Error",
     "evalue": "(11,1): error SKEXP0020: 'Microsoft.SemanticKernel.Connectors.Qdrant.QdrantMemoryBuilderExtensions.WithQdrantMemoryStore(Microsoft.SemanticKernel.Memory.MemoryBuilder, string, int)' is for evaluation purposes only and is subject to change or removal in future updates. Suppress this diagnostic to proceed.",
     "output_type": "error",
     "traceback": [
      "(11,1): error SKEXP0020: 'Microsoft.SemanticKernel.Connectors.Qdrant.QdrantMemoryBuilderExtensions.WithQdrantMemoryStore(Microsoft.SemanticKernel.Memory.MemoryBuilder, string, int)' is for evaluation purposes only and is subject to change or removal in future updates. Suppress this diagnostic to proceed."
     ]
    }
   ],
   "source": [
    "#pragma warning disable SKEXP0001\n",
    "#pragma warning disable SKEXP0010\n",
    "#pragma warning disable SKEXP0020\n",
    "\n",
    "\n",
    "var textEmbedding = new AzureOpenAITextEmbeddingGenerationService(\"Your Azure OpenAI Serivce text-embedding-ada-002 deploynment model\" , \"Your Azure OpenAI Serivce Endpoint\", \"Your Azure OpenAI Serivce Endpoint API Key\");\n",
    "\n",
    "\n",
    "var qdrantMemoryBuilder = new MemoryBuilder();\n",
    "qdrantMemoryBuilder.WithTextEmbeddingGeneration(textEmbedding);\n",
    "qdrantMemoryBuilder.WithQdrantMemoryStore(\"http://localhost:6333\", 1536);\n",
    "\n",
    "var qdrantBuilder = qdrantMemoryBuilder.Build();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "dotnet_interactive": {
     "language": "csharp"
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    "polyglot_notebook": {
     "kernelName": "csharp"
    },
    "vscode": {
     "languageId": "polyglot-notebook"
    }
   },
   "outputs": [],
   "source": [
    "await qdrantBuilder.SaveInformationAsync(conceptCollectionName, id: \"info1\", text: \"Kinfey is Microsoft Cloud Advocate\");\n",
    "await qdrantBuilder.SaveInformationAsync(conceptCollectionName, id: \"info2\", text: \"Kinfey is ex-Microsoft MVP\");\n",
    "await qdrantBuilder.SaveInformationAsync(conceptCollectionName, id: \"info3\", text: \"Kinfey is AI Expert\");\n",
    "await qdrantBuilder.SaveInformationAsync(conceptCollectionName, id: \"info4\", text: \"OpenAI is a company that is developing artificial general intelligence (AGI) with widely distributed economic benefits.\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "dotnet_interactive": {
     "language": "csharp"
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    "polyglot_notebook": {
     "kernelName": "csharp"
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    "vscode": {
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   },
   "outputs": [],
   "source": [
    "string questionText = \"Do you know kinfey ?\"; "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "dotnet_interactive": {
     "language": "csharp"
    },
    "polyglot_notebook": {
     "kernelName": "csharp"
    },
    "vscode": {
     "languageId": "polyglot-notebook"
    }
   },
   "outputs": [],
   "source": [
    "var searchResults =  qdrantBuilder.SearchAsync(conceptCollectionName, questionText, limit: 3, minRelevanceScore: 0.7);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "dotnet_interactive": {
     "language": "csharp"
    },
    "polyglot_notebook": {
     "kernelName": "csharp"
    },
    "vscode": {
     "languageId": "polyglot-notebook"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Kinfey is AI Expert : 0.88983846\n",
      "Kinfey is ex-Microsoft MVP : 0.87771213\n",
      "Kinfey is Microsoft Cloud Advocate : 0.8547776\n"
     ]
    }
   ],
   "source": [
    "\n",
    "await foreach (var item in searchResults)\n",
    "{\n",
    "    Console.WriteLine(item.Metadata.Text + \" : \" + item.Relevance);\n",
    "}"
   ]
  }
 ],
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