diff --git a/samples/notebooks/ai/Chat Agent.ipynb b/samples/notebooks/ai/Chat Agent.ipynb index b5a6965092..7a0aeff2a0 100644 --- a/samples/notebooks/ai/Chat Agent.ipynb +++ b/samples/notebooks/ai/Chat Agent.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "a17e3801", "metadata": { "dotnet_interactive": { @@ -12,74 +12,14 @@ "kernelName": "csharp" } }, - "outputs": [ - { - "data": { - "text/html": [ - "
Installed Packages
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "Loading extension script from `C:\\Users\\dicolomb\\.nuget\\packages\\microsoft.dotnet.interactive.ai\\1.0.0-beta.23468.5\\interactive-extensions\\dotnet\\extension.dib`" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "Added magic commands\r\n", - " - `#!connect azure-openai`\r\n", - " - `#!connect openai`\r\n", - " - `#!connect huggingface`" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "Loading extensions from `C:\\Users\\dicolomb\\.nuget\\packages\\skiasharp\\2.88.5\\interactive-extensions\\dotnet\\SkiaSharp.DotNet.Interactive.dll`" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "Loading extension script from `C:\\Users\\dicolomb\\.nuget\\packages\\duckdb.interactiveextension\\1.0.108\\interactive-extensions\\dotnet\\extension.dib`" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
Query DuckDB databases.\r\n", - "

This extension adds support for connecting to DuckDB databases using the #!connect duckdb magic command. ADO.NET support via DuckDB.NET project

\r\n", - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "#r \"nuget:Microsoft.DotNet.Interactive.AI, *-*\"" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": { "dotnet_interactive": { "language": "csharp" @@ -96,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": { "dotnet_interactive": { "language": "csharp" @@ -113,7 +53,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "68b78a72", "metadata": { "dotnet_interactive": { @@ -158,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": { "dotnet_interactive": { "language": "csharp" @@ -210,7 +150,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": { "dotnet_interactive": { "language": "csharp" @@ -223,7 +163,7 @@ { "data": { "text/html": [ - "
Installed Packages
" + "
Restore sources
Installed Packages
" ] }, "metadata": {}, @@ -231,12 +171,12 @@ } ], "source": [ - "#r \"nuget: Microsoft.ML, 3.0.0-preview.23266.6\"" + "#r \"nuget: Microsoft.ML, 3.0.0-preview.23511.1\"" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": { "dotnet_interactive": { "language": "csharp" @@ -248,7 +188,8 @@ "outputs": [], "source": [ "using Microsoft.ML;\n", - "using Microsoft.ML.Data;" + "using Microsoft.ML.Data;\n", + "using Microsoft.ML.Trainers;" ] }, { @@ -263,7 +204,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": { "dotnet_interactive": { "language": "csharp" @@ -276,7 +217,6 @@ "source": [ "using Microsoft.DotNet.Interactive;\n", "using Microsoft.DotNet.Interactive.Commands;\n", - "using Microsoft.DotNet.Interactive.Events;\n", "using Microsoft.DotNet.Interactive.AI;\n", "using Microsoft.SemanticKernel;\n", "using Microsoft.SemanticKernel.AI.ChatCompletion;\n", @@ -306,51 +246,6 @@ "});" ] }, - { - "cell_type": "markdown", - "id": "c55cf4e6", - "metadata": {}, - "source": [ - "enrich the prompt using the knowledge kernel" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, - "outputs": [], - "source": [ - "chatCompletionKernel.SetPromptTransform(async (role, prompt, _) => {\n", - " \n", - " if(role != AuthorRole.User){\n", - " return prompt;\n", - " }\n", - " var queryCommand = new QueryKnowledge(prompt, 5);\n", - " knowledgeKernel.SetSuppressDisplay(true);\n", - " var result = await knowledgeKernel.SendAsync(queryCommand);\n", - " knowledgeKernel.SetSuppressDisplay(false);\n", - " var searchResults = result.Events.OfType().Single(e => e.Command.TargetKernelName == knowledgeKernel.Name).ToKnowledgeQueryResults();\n", - "\n", - " if(searchResults.Length == 0){\n", - " return prompt;\n", - " }\n", - "\n", - " return $\"\"\"\n", - " Given the fatcs:\n", - " {string.Join(\"\\n\", searchResults.OrderBy(r=> r.Relevance).Select(r => r.Text))}\n", - "\n", - " Then, {prompt}\n", - " \"\"\";\n", - "});" - ] - }, { "cell_type": "markdown", "id": "6d998c0e", @@ -396,12 +291,13 @@ "outputs": [], "source": [ "IDataView clusteredData = null;\n", + "ClusteringPredictionTransformer model = null;\n", "\n", "chatCompletionKernel.OnConversationTurnCompleted(( chatLog, toekn) =>\n", "{\n", " var embeddings = new List();\n", " var ctx = new MLContext();\n", - " var clusterCount = Math.Min(20, 2+ (chatLog.Turns.Count / 10));\n", + " var clusterCount = Math.Min(20, 2+ (chatLog.Turns.Count / 5));\n", " if(chatLog.Turns.Count < clusterCount)\n", " {\n", " return Task.CompletedTask;\n", @@ -422,7 +318,8 @@ "\n", " var pipeline = \n", " ctx.Clustering.Trainers.KMeans(\"Embedding\", numberOfClusters: clusterCount);\n", - " clusteredData = pipeline.Fit(idv).Transform(idv);\n", + " model = pipeline.Fit(idv);\n", + " clusteredData = model.Transform(idv);\n", " return Task.CompletedTask;\n", "});" ] @@ -478,19 +375,13 @@ "text/plain": [ "As an AI language model, I don't eat or cook food, but here are some general steps to cook a fish:\n", "\n", - "1. Clean the fish: Remove the scales, gut the fish, and rinse it thoroughly with cold water.\n", - "\n", - "2. Season the fish: Rub the fish with salt, pepper, and any other desired seasonings.\n", - "\n", - "3. Choose a cooking method: You can bake, grill, fry, or steam the fish.\n", - "\n", - "4. Preheat the oven or grill: If you're baking or grilling the fish, preheat the oven or grill to the desired temperature.\n", - "\n", - "5. Cook the fish: Place the fish on a baking sheet or grill and cook until it's done. The cooking time will depend on the size and thickness of the fish.\n", - "\n", - "6. Check for doneness: The fish is done when it flakes easily with a fork and is no longer translucent.\n", - "\n", - "7. Serve: Serve the fish with your favorite sides and enjoy!" + "1. Clean the fish thoroughly, removing scales, guts, and other unwanted parts.\n", + "2. Season the fish with salt, pepper, and any other desired spices or herbs.\n", + "3. Heat a pan or grill to medium-high heat.\n", + "4. Add oil or butter to the pan or grill.\n", + "5. Place the fish on the pan or grill, skin-side down if applicable.\n", + "6. Cook the fish for 3-5 minutes on each side, or until the flesh is opaque and flakes easily with a fork.\n", + "7. Serve the fish with your desired sides and garnishes." ] }, "metadata": {}, @@ -516,7 +407,7 @@ { "data": { "text/plain": [ - "In C#, a class is a blueprint or a template for creating objects that share common properties, methods, and events. It defines the structure and behavior of an object, including its data members (fields), methods, properties, and events. \n", + "In C#, a class is a blueprint or a template for creating objects that share common properties, methods, and events. It defines the structure and behavior of an object, including its data members (fields) and member functions (methods). \n", "\n", "A class can be thought of as a user-defined data type that encapsulates data and behavior. It provides a way to organize and modularize code, making it easier to maintain and reuse. \n", "\n", @@ -578,13 +469,15 @@ "\n", "2. Adjust the gain knob to your desired level. For heavy metal, you'll want a high gain setting to get that crunchy, distorted sound.\n", "\n", - "3. Adjust the bass, mid, and treble knobs to your liking. For heavy metal, you'll typically want to boost the bass and treble while cutting the mids to get a more aggressive, cutting tone.\n", + "3. Adjust the bass, mid, and treble knobs to your liking. For heavy metal, you'll typically want to boost the bass and treble while cutting the mids to get a more aggressive sound.\n", + "\n", + "4. If your amplifier has a presence knob, adjust it to add more clarity and definition to your sound.\n", "\n", - "4. Experiment with the presence and resonance knobs if your amplifier has them. These can help you fine-tune your tone and get the right amount of clarity and punch.\n", + "5. Experiment with the volume and master volume knobs to find the right balance between volume and distortion.\n", "\n", - "5. Finally, adjust the volume to your desired level. Be careful not to crank it too loud, as this can damage your hearing and your amplifier.\n", + "6. Finally, consider adding some effects like delay, reverb, or chorus to enhance your sound and add depth to your riffs.\n", "\n", - "Once you've set up your amplifier, you can start playing heavy metal riffs by using power chords, palm muting, and fast picking techniques. Remember to practice regularly and experiment with different settings to find the tone that works best for you." + "Remember, the settings that work best for heavy metal guitar riffs will depend on your personal preferences and the specific equipment you're using. Don't be afraid to experiment and try different settings until you find the sound that works best for you." ] }, "metadata": {}, @@ -597,7 +490,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 29, "metadata": { "dotnet_interactive": { "language": "chat" @@ -610,9 +503,9 @@ { "data": { "text/plain": [ - "There are several ways to model embeddings in a relational database, but one of the most common approaches is to use a table with columns for each dimension of the embedding. For example, if the embedding has 100 dimensions, the table would have 100 columns. Each row in the table would represent an entity or object that has an embedding, and the values in the columns would represent the values of the embedding dimensions for that entity.\n", + "There are several ways to model embeddings in a relational database, but one common approach is to use a table with columns for each dimension of the embedding. For example, if the embedding has 100 dimensions, the table would have 100 columns. Each row in the table would represent an entity or object that has an embedding, and the values in the columns would represent the values of the embedding dimensions for that entity.\n", "\n", - "Another approach is to use a separate table for each dimension of the embedding, with each table containing a single column for the values of that dimension. This approach can be more flexible and scalable, as it allows for adding or removing dimensions without having to modify the main table. However, it can also be more complex to query and join the data across multiple tables.\n", + "Another approach is to use a separate table for each dimension of the embedding, with each table containing a single column for the values of that dimension. This approach can be more flexible and scalable, as it allows for adding or removing dimensions without having to modify the main table. However, it can also be more complex to query and join the data from multiple tables.\n", "\n", "Ultimately, the best way to model embeddings in a relational database depends on the specific requirements and constraints of the application, as well as the size and complexity of the embeddings and the data set." ] @@ -627,7 +520,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 30, "metadata": { "dotnet_interactive": { "language": "chat" @@ -653,7 +546,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 34, "metadata": { "dotnet_interactive": { "language": "chat" @@ -666,17 +559,183 @@ { "data": { "text/plain": [ - "Modeling a motorbike in C# would require the use of a 3D graphics library or game engine that supports C#. Here are the general steps to model a motorbike in C#:\n", + "If you are making a motorbike racing game in .NET, the best way to represent a motorbike in C# using classes and interfaces would be to create a base class for the motorbike and then create derived classes for each specific type of motorbike. Here's an example:\n", "\n", - "1. Choose a 3D graphics library or game engine that supports C#, such as Unity, Unreal Engine, or OpenTK.\n", - "2. Create a 3D model of the motorbike using a 3D modeling software, such as Blender or Maya.\n", - "3. Import the 3D model into the chosen graphics library or game engine.\n", - "4. Apply textures and materials to the 3D model to give it a realistic appearance.\n", - "5. Add physics and collision detection to the motorbike model to simulate its movement and interaction with the environment.\n", - "6. Implement user input controls to allow the player to control the motorbike's movement.\n", - "7. Test and refine the motorbike model to ensure it functions correctly and provides an enjoyable user experience.\n", + "```\n", + "public abstract class Motorbike\n", + "{\n", + " // Fields\n", + " protected string make;\n", + " protected string model;\n", + " protected int year;\n", + " protected float engineSize;\n", + " protected bool isRunning;\n", + " protected float speed;\n", + " protected float acceleration;\n", + " protected float braking;\n", + "\n", + " // Constructor\n", + " public Motorbike(string make, string model, int year, float engineSize, float acceleration, float braking)\n", + " {\n", + " this.make = make;\n", + " this.model = model;\n", + " this.year = year;\n", + " this.engineSize = engineSize;\n", + " this.isRunning = false;\n", + " this.speed = 0f;\n", + " this.acceleration = acceleration;\n", + " this.braking = braking;\n", + " }\n", + "\n", + " // Properties\n", + " public string Make\n", + " {\n", + " get { return make; }\n", + " set { make = value; }\n", + " }\n", + "\n", + " public string Model\n", + " {\n", + " get { return model; }\n", + " set { model = value; }\n", + " }\n", + "\n", + " public int Year\n", + " {\n", + " get { return year; }\n", + " set { year = value; }\n", + " }\n", + "\n", + " public float EngineSize\n", + " {\n", + " get { return engineSize; }\n", + " set { engineSize = value; }\n", + " }\n", + "\n", + " public bool IsRunning\n", + " {\n", + " get { return isRunning; }\n", + " }\n", + "\n", + " public float Speed\n", + " {\n", + " get { return speed; }\n", + " }\n", + "\n", + " public float Acceleration\n", + " {\n", + " get { return acceleration; }\n", + " set { acceleration = value; }\n", + " }\n", + "\n", + " public float Braking\n", + " {\n", + " get { return braking; }\n", + " set { braking = value; }\n", + " }\n", + "\n", + " // Methods\n", + " public virtual void Start()\n", + " {\n", + " isRunning = true;\n", + " Console.WriteLine(\"The {0} {1} has started.\", make, model);\n", + " }\n", + "\n", + " public virtual void Stop()\n", + " {\n", + " isRunning = false;\n", + " Console.WriteLine(\"The {0} {1} has stopped.\", make, model);\n", + " }\n", + "\n", + " public abstract void Accelerate();\n", + "\n", + " public abstract void Brake();\n", + "}\n", + "\n", + "public class SportBike : Motorbike\n", + "{\n", + " // Constructor\n", + " public SportBike(string make, string model, int year, float engineSize, float acceleration, float braking) : base(make, model, year, engineSize, acceleration, braking)\n", + " {\n", + " }\n", + "\n", + " // Methods\n", + " public override void Accelerate()\n", + " {\n", + " if (isRunning)\n", + " {\n", + " speed += acceleration;\n", + " Console.WriteLine(\"The {0} {1} is accelerating quickly. Current speed: {2} mph\", make, model, speed);\n", + " }\n", + " else\n", + " {\n", + " Console.WriteLine(\"The {0} {1} is not running.\", make, model);\n", + " }\n", + " }\n", + "\n", + " public override void Brake()\n", + " {\n", + " if (isRunning)\n", + " {\n", + " speed -= braking;\n", + " Console.WriteLine(\"The {0} {1} is braking quickly. Current speed: {2} mph\", make, model, speed);\n", + " }\n", + " else\n", + " {\n", + " Console.WriteLine(\"The {0} {1} is not running.\", make, model);\n", + " }\n", + " }\n", + "}\n", + "\n", + "public class Cruiser : Motorbike\n", + "{\n", + " // Constructor\n", + " public Cruiser(string make, string model, int year, float engineSize, float acceleration, float braking) : base(make, model, year, engineSize, acceleration, braking)\n", + " {\n", + " }\n", + "\n", + " // Methods\n", + " public override void Accelerate()\n", + " {\n", + " if (isRunning)\n", + " {\n", + " speed += acceleration;\n", + " Console.WriteLine(\"The {0} {1} is accelerating smoothly. Current speed: {2} mph\", make, model, speed);\n", + " }\n", + " else\n", + " {\n", + " Console.WriteLine(\"The {0} {1} is not running.\", make, model);\n", + " }\n", + " }\n", + "\n", + " public override void Brake()\n", + " {\n", + " if (isRunning)\n", + " {\n", + " speed -= braking;\n", + " Console.WriteLine(\"The {0} {1} is braking smoothly. Current speed: {2} mph\", make, model, speed);\n", + " }\n", + " else\n", + " {\n", + " Console.WriteLine(\"The {0} {1} is not running.\", make, model);\n", + " }\n", + " }\n", + "}\n", + "\n", + "public interface IMotorbike\n", + "{\n", + " void Start();\n", + " void Stop();\n", + " void Accelerate();\n", + " void Brake();\n", + "}\n", + "```\n", + "\n", + "In this example, the `Motorbike` class is an abstract base class that defines the common fields and methods for all types of motorbikes. The `SportBike` and `Cruiser` classes are derived classes that inherit from the `Motorbike` class and implement the `Accelerate` and `Brake` methods in their own specific ways. \n", "\n", - "Overall, modeling a motorbike in C# requires a combination of 3D modeling skills, programming knowledge, and game development experience." + "Additionally, the `Motorbike` class has fields for speed, acceleration, and braking, which are used to simulate the movement and physics of the motorbike in the racing game. \n", + "\n", + "Using this approach, you can easily add new types of motorbikes by creating new derived classes that inherit from the `Motorbike` class and implement their own unique behavior. Additionally, you can use interfaces to define common behavior for all motorbikes, such as `IMotorbike` interface that defines methods for starting, stopping, accelerating, and braking." ] }, "metadata": {}, @@ -684,12 +743,12 @@ } ], "source": [ - "What is the best way to model a motorbike in C#?" + "Then, what is the best way to represent a motorbike in C# using classes and interfaces? I am thinking of making a motorbike racing game in .NET." ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 35, "metadata": { "dotnet_interactive": { "language": "chat" @@ -713,15 +772,21 @@ " private int year;\n", " private float engineSize;\n", " private bool isRunning;\n", + " private float speed;\n", + " private float acceleration;\n", + " private float braking;\n", "\n", " // Constructor\n", - " public Motorbike(string make, string model, int year, float engineSize)\n", + " public Motorbike(string make, string model, int year, float engineSize, float acceleration, float braking)\n", " {\n", " this.make = make;\n", " this.model = model;\n", " this.year = year;\n", " this.engineSize = engineSize;\n", " this.isRunning = false;\n", + " this.speed = 0f;\n", + " this.acceleration = acceleration;\n", + " this.braking = braking;\n", " }\n", "\n", " // Properties\n", @@ -754,6 +819,23 @@ " get { return isRunning; }\n", " }\n", "\n", + " public float Speed\n", + " {\n", + " get { return speed; }\n", + " }\n", + "\n", + " public float Acceleration\n", + " {\n", + " get { return acceleration; }\n", + " set { acceleration = value; }\n", + " }\n", + "\n", + " public float Braking\n", + " {\n", + " get { return braking; }\n", + " set { braking = value; }\n", + " }\n", + "\n", " // Methods\n", " public void Start()\n", " {\n", @@ -771,7 +853,8 @@ " {\n", " if (isRunning)\n", " {\n", - " Console.WriteLine(\"The {0} {1} is accelerating.\", make, model);\n", + " speed += acceleration;\n", + " Console.WriteLine(\"The {0} {1} is accelerating. Current speed: {2} mph\", make, model, speed);\n", " }\n", " else\n", " {\n", @@ -783,7 +866,8 @@ " {\n", " if (isRunning)\n", " {\n", - " Console.WriteLine(\"The {0} {1} is braking.\", make, model);\n", + " speed -= braking;\n", + " Console.WriteLine(\"The {0} {1} is braking. Current speed: {2} mph\", make, model, speed);\n", " }\n", " else\n", " {\n", @@ -793,7 +877,11 @@ "}\n", "```\n", "\n", - "This class represents a motorbike with fields for the make, model, year, engine size, and running status. It has a constructor to initialize these fields, properties to get and set the values of these fields, and methods to start, stop, accelerate, and brake the motorbike." + "In this example, the `Motorbike` class has fields for make, model, year, engine size, acceleration, and braking, which are used to simulate the movement and physics of the motorbike in the game. \n", + "\n", + "The class also has methods for starting, stopping, accelerating, and braking the motorbike, which are essential for simulating the motorbike's movement in the game. \n", + "\n", + "Using this class as a base, you can create derived classes for specific types of motorbikes, such as sport bikes, cruisers, and dirt bikes, and implement their own unique behavior and physics." ] }, "metadata": {}, @@ -801,20 +889,13 @@ } ], "source": [ - "Show me an example of a class that represents a motorbike using C#" - ] - }, - { - "cell_type": "markdown", - "id": "2916e845", - "metadata": {}, - "source": [ - "Load knowledge from disk" + "Show me an example of a class that represents a motorbike using C#, not sure what methods I would need for the game simulation of the bike." ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 36, + "id": "01eec561", "metadata": { "dotnet_interactive": { "language": "csharp" @@ -823,60 +904,922 @@ "kernelName": "csharp" } }, - "outputs": [], - "source": [ - "using Microsoft.DotNet.Interactive;\n", - "using Microsoft.DotNet.Interactive.AI.DuckDb;\n", - "using System.IO;\n", - "var currentDirectory = Directory.GetCurrentDirectory();\n", - "var dataFile = Path.Combine(currentDirectory, \"interactive_knowledge.json\");" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "dotnet_interactive": { + "outputs": [ + { + "data": { + "text/html": [ + "
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0I would like to ask you questions about coding in C#
1Sure, I'll do my best to answer your questions about coding in C#. What would you like to know?
2How do I cook a fish?
3As an AI language model, I don't eat or cook food, but here are some general steps to cook a fish:\n", + "\n", + "1. Clean the fish thoroughly, removing scales, guts, and other unwanted parts.\n", + "2. Season the fish with salt, pepper, and any other desired spices or herbs.\n", + "3. Heat a pan or grill to medium-high heat.\n", + "4. Add oil or butter to the pan or grill.\n", + "5. Place the fish on the pan or grill, skin-side down if applicable.\n", + "6. Cook the fish for 3-5 minutes on each side, or until the flesh is opaque and flakes easily with a fork.\n", + "7. Serve the fish with your desired sides and garnishes.
4What is a c# class?
5In C#, a class is a blueprint or a template for creating objects that share common properties, methods, and events. It defines the structure and behavior of an object, including its data members (fields) and member functions (methods). \n", + "\n", + "A class can be thought of as a user-defined data type that encapsulates data and behavior. It provides a way to organize and modularize code, making it easier to maintain and reuse. \n", + "\n", + "For example, if you were creating a program to manage a library, you might define a class called "Book" that contains properties such as "Title", "Author", and "ISBN", as well as methods for checking out and returning books. You could then create multiple instances of the "Book" class to represent different books in the library.
6What is the most common modal scale in heavy metal music?
7The most common modal scale in heavy metal music is the Phrygian mode.
8How do I setup my amplifier to play heavy metal guitar riffs?
9To set up your amplifier to play heavy metal guitar riffs, follow these steps:\n", + "\n", + "1. Start by selecting a high-gain channel on your amplifier. This will give you the distortion and overdrive necessary for heavy metal riffs.\n", + "\n", + "2. Adjust the gain knob to your desired level. For heavy metal, you'll want a high gain setting to get that crunchy, distorted sound.\n", + "\n", + "3. Adjust the bass, mid, and treble knobs to your liking. For heavy metal, you'll typically want to boost the bass and treble while cutting the mids to get a more aggressive sound.\n", + "\n", + "4. If your amplifier has a presence knob, adjust it to add more clarity and definition to your sound.\n", + "\n", + "5. Experiment with the volume and master volume knobs to find the right balance between volume and distortion.\n", + "\n", + "6. Finally, consider adding some effects like delay, reverb, or chorus to enhance your sound and add depth to your riffs.\n", + "\n", + "Remember, the settings that work best for heavy metal guitar riffs will depend on your personal preferences and the specific equipment you're using. Don't be afraid to experiment and try different settings until you find the sound that works best for you.
10What is the mest way to model embeddings in a relational database?
11There are several ways to model embeddings in a relational database, but one of the most common approaches is to use a table with columns for each dimension of the embedding. For example, if the embedding has 100 dimensions, the table would have 100 columns. Each row in the table would represent an entity or object that has an embedding, and the values in the columns would represent the values of the embedding dimensions for that entity.\n", + "\n", + "Another approach is to use a separate table for each dimension of the embedding, with each table containing a single column for the values of that dimension. This approach can be more flexible and scalable, as it allows for adding or removing dimensions without having to modify the main table. However, it can also be more complex to query and join the data from multiple tables.\n", + "\n", + "Ultimately, the best way to model embeddings in a relational database depends on the specific requirements and constraints of the application, as well as the size and complexity of the embeddings and the data set.
12What is a motorbike?
13A motorbike, also known as a motorcycle or bike, is a two-wheeled vehicle powered by an engine. It typically has a seat for the rider, handlebars for steering, and footrests for the rider's feet. Motorbikes come in various sizes and styles, including sport bikes, cruisers, touring bikes, and dirt bikes. They are commonly used for transportation, recreation, and racing.
14What is the best way to model a motorbike in C#?
15Modeling a motorbike in C# would require the use of a 3D graphics library or game engine that supports C#. Here are the general steps to model a motorbike in C#:\n", + "\n", + "1. Choose a 3D graphics library or game engine that supports C#, such as Unity, Unreal Engine, or OpenTK.\n", + "2. Create a 3D model of the motorbike using a 3D modeling software, such as Blender or Maya.\n", + "3. Import the 3D model into the chosen graphics library or game engine.\n", + "4. Apply textures and materials to the 3D model to give it a realistic appearance.\n", + "5. Add physics and collision detection to the motorbike model to simulate its movement and interaction with the environment.\n", + "6. Implement user input controls to allow the player to control the motorbike's movement.\n", + "7. Test and refine the motorbike model to ensure it functions correctly and provides an enjoyable user experience.\n", + "\n", + "Overall, modeling a motorbike in C# requires a combination of 3D modeling skills, programming knowledge, and game development experience.
16Show me an example of a class that represents a motorbike using C#
17Sure, here's an example of a class that represents a motorbike using C#:\n", + "\n", + "```\n", + "public class Motorbike\n", + "{\n", + " // Fields\n", + " private string make;\n", + " private string model;\n", + " private int year;\n", + " private float engineSize;\n", + " private bool isRunning;\n", + "\n", + " // Constructor\n", + " public Motorbike(string make, string model, int year, float engineSize)\n", + " {\n", + " this.make = make;\n", + " this.model = model;\n", + " this.year = year;\n", + " this.engineSize = engineSize;\n", + " this.isRunning = false;\n", + " }\n", + "\n", + " // Properties\n", + " public string Make\n", + " {\n", + " get { return make; }\n", + " set { make = value; }\n", + " }\n", + "\n", + " public string Model\n", + " {\n", + " get { return model; }\n", + " set { model = value; }\n", + " }\n", + "\n", + " public int Year\n", + " {\n", + " get { return year; }\n", + " set { year = value; }\n", + " }\n", + "\n", + " public float EngineSize\n", + " {\n", + " get { return engineSize; }\n", + " set { engineSize = value; }\n", + " }\n", + "\n", + " public bool IsRunning\n", + " {\n", + " get { return isRunning; }\n", + " }\n", + "\n", + " // Methods\n", + " public void Start()\n", + " {\n", + " isRunning = true;\n", + " Console.WriteLine("The {0} {1} has started.", make, model);\n", + " }\n", + "\n", + " public void Stop()\n", + " {\n", + " isRunning = false;\n", + " Console.WriteLine("The {0} {1} has stopped.", make, model);\n", + " }\n", + "\n", + " public void Accelerate()\n", + " {\n", + " if (isRunning)\n", + " {\n", + " Console.WriteLine("The {0} {1} is accelerating.", make, model);\n", + " }\n", + " else\n", + " {\n", + " Console.WriteLine("The {0} {1} is not running.", make, model);\n", + " }\n", + " }\n", + "\n", + " public void Brake()\n", + " {\n", + " if (isRunning)\n", + " {\n", + " Console.WriteLine("The {0} {1} is braking.", make, model);\n", + " }\n", + " else\n", + " {\n", + " Console.WriteLine("The {0} {1} is not running.", make, model);\n", + " }\n", + " }\n", + "}\n", + "```\n", + "\n", + "This class represents a motorbike with fields for the make, model, year, engine size, and running status. It has a constructor to initialize these fields, properties to get and set the fields, and methods to start, stop, accelerate, and brake the motorbike.
18What is the mest way to model embeddings in a relational database?
19There are several ways to model embeddings in a relational database, but one common approach is to use a table with columns for each dimension of the embedding. For example, if the embedding has 100 dimensions, the table would have 100 columns. Each row in the table would represent an entity or object that has an embedding, and the values in the columns would represent the values of the embedding dimensions for that entity.\n", + "\n", + "Another approach is to use a separate table for each dimension of the embedding, with each table containing a single column for the values of that dimension. This approach can be more flexible and scalable, as it allows for adding or removing dimensions without having to modify the main table. However, it can also be more complex to query and join the data from multiple tables.\n", + "\n", + "Ultimately, the best way to model embeddings in a relational database depends on the specific requirements and constraints of the application, as well as the size and complexity of the embeddings and the data set.
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[Text, I would like to ask you questions about coding in C#]
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[Text, Sure, I'll do my best to answer your questions about coding in C#. What would you like to know?]
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[Text, How do I cook a fish?]
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[Text, As an AI language model, I don't eat or cook food, but here are some general steps to cook a fish:\\n\\n1. Clean the fish thoroughly, removing scales, guts, and other unwanted parts.\\n2. Season the fish with salt, pepper, and any other desired spices or herbs.\\n3. Heat a pan or grill to medium-...
Key
Text
ValueAs an AI language model, I don't eat or cook food, but here are some general steps to cook a fish:\n", + "\n", + "1. Clean the fish thoroughly, removing scales, guts, and other unwanted parts.\n", + "2. Season the fish with salt, pepper, and any other desired spices or herbs.\n", + "3. Heat a pan or grill to medium-high heat.\n", + "4. Add oil or butter to the pan or grill.\n", + "5. Place the fish on the pan or grill, skin-side down if applicable.\n", + "6. Cook the fish for 3-5 minutes on each side, or until the flesh is opaque and flakes easily with a fork.\n", + "7. Serve the fish with your desired sides and garnishes.
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[Text, What is a c# class?]
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[Text, In C#, a class is a blueprint or a template for creating objects that share common properties, methods, and events. It defines the structure and behavior of an object, including its data members (fields) and member functions (methods). \\n\\nA class can be thought of as a user-defined data type...
Key
Text
ValueIn C#, a class is a blueprint or a template for creating objects that share common properties, methods, and events. It defines the structure and behavior of an object, including its data members (fields) and member functions (methods). \n", + "\n", + "A class can be thought of as a user-defined data type that encapsulates data and behavior. It provides a way to organize and modularize code, making it easier to maintain and reuse. \n", + "\n", + "For example, if you were creating a program to manage a library, you might define a class called "Book" that contains properties such as "Title", "Author", and "ISBN", as well as methods for checking out and returning books. You could then create multiple instances of the "Book" class to represent different books in the library.
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[Text, What is the most common modal scale in heavy metal music?]
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[Text, The most common modal scale in heavy metal music is the Phrygian mode.]
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[Text, How do I setup my amplifier to play heavy metal guitar riffs?]
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[Text, To set up your amplifier to play heavy metal guitar riffs, follow these steps:\\n\\n1. Start by selecting a high-gain channel on your amplifier. This will give you the distortion and overdrive necessary for heavy metal riffs.\\n\\n2. Adjust the gain knob to your desired level. For heavy metal, yo...
Key
Text
ValueTo set up your amplifier to play heavy metal guitar riffs, follow these steps:\n", + "\n", + "1. Start by selecting a high-gain channel on your amplifier. This will give you the distortion and overdrive necessary for heavy metal riffs.\n", + "\n", + "2. Adjust the gain knob to your desired level. For heavy metal, you'll want a high gain setting to get that crunchy, distorted sound.\n", + "\n", + "3. Adjust the bass, mid, and treble knobs to your liking. For heavy metal, you'll typically want to boost the bass and treble while cutting the mids to get a more aggressive sound.\n", + "\n", + "4. If your amplifier has a presence knob, adjust it to add more clarity and definition to your sound.\n", + "\n", + "5. Experiment with the volume and master volume knobs to find the right balance between volume and distortion.\n", + "\n", + "6. Finally, consider adding some effects like delay, reverb, or chorus to enhance your sound and add depth to your riffs.\n", + "\n", + "Remember, the settings that work best for heavy metal guitar riffs will depend on your personal preferences and the specific equipment you're using. Don't be afraid to experiment and try different settings until you find the sound that works best for you.
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[Text, What is the mest way to model embeddings in a relational database?]
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[Text, There are several ways to model embeddings in a relational database, but one of the most common approaches is to use a table with columns for each dimension of the embedding. For example, if the embedding has 100 dimensions, the table would have 100 columns. Each row in the table would repres...
Key
Text
ValueThere are several ways to model embeddings in a relational database, but one of the most common approaches is to use a table with columns for each dimension of the embedding. For example, if the embedding has 100 dimensions, the table would have 100 columns. Each row in the table would represent an entity or object that has an embedding, and the values in the columns would represent the values of the embedding dimensions for that entity.\n", + "\n", + "Another approach is to use a separate table for each dimension of the embedding, with each table containing a single column for the values of that dimension. This approach can be more flexible and scalable, as it allows for adding or removing dimensions without having to modify the main table. However, it can also be more complex to query and join the data from multiple tables.\n", + "\n", + "Ultimately, the best way to model embeddings in a relational database depends on the specific requirements and constraints of the application, as well as the size and complexity of the embeddings and the data set.
1
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[Text, What is a motorbike?]
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[Text, A motorbike, also known as a motorcycle or bike, is a two-wheeled vehicle powered by an engine. It typically has a seat for the rider, handlebars for steering, and footrests for the rider's feet. Motorbikes come in various sizes and styles, including sport bikes, cruisers, touring bikes, and ...
Key
Text
ValueA motorbike, also known as a motorcycle or bike, is a two-wheeled vehicle powered by an engine. It typically has a seat for the rider, handlebars for steering, and footrests for the rider's feet. Motorbikes come in various sizes and styles, including sport bikes, cruisers, touring bikes, and dirt bikes. They are commonly used for transportation, recreation, and racing.
1
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[Text, What is the best way to model a motorbike in C#?]
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[Text, Modeling a motorbike in C# would require the use of a 3D graphics library or game engine that supports C#. Here are the general steps to model a motorbike in C#:\\n\\n1. Choose a 3D graphics library or game engine that supports C#, such as Unity, Unreal Engine, or OpenTK.\\n2. Create a 3D model ...
Key
Text
ValueModeling a motorbike in C# would require the use of a 3D graphics library or game engine that supports C#. Here are the general steps to model a motorbike in C#:\n", + "\n", + "1. Choose a 3D graphics library or game engine that supports C#, such as Unity, Unreal Engine, or OpenTK.\n", + "2. Create a 3D model of the motorbike using a 3D modeling software, such as Blender or Maya.\n", + "3. Import the 3D model into the chosen graphics library or game engine.\n", + "4. Apply textures and materials to the 3D model to give it a realistic appearance.\n", + "5. Add physics and collision detection to the motorbike model to simulate its movement and interaction with the environment.\n", + "6. Implement user input controls to allow the player to control the motorbike's movement.\n", + "7. Test and refine the motorbike model to ensure it functions correctly and provides an enjoyable user experience.\n", + "\n", + "Overall, modeling a motorbike in C# requires a combination of 3D modeling skills, programming knowledge, and game development experience.
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[Text, Show me an example of a class that represents a motorbike using C#]
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ValueShow me an example of a class that represents a motorbike using C#
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[Text, Sure, here's an example of a class that represents a motorbike using C#:\\n\\n```\\npublic class Motorbike\\n{\\n // Fields\\n private string make;\\n private string model;\\n private int year;\\n private float engineSize;\\n private bool isRunning;\\n\\n // Constructor\\n public M...
Key
Text
ValueSure, here's an example of a class that represents a motorbike using C#:\n", + "\n", + "```\n", + "public class Motorbike\n", + "{\n", + " // Fields\n", + " private string make;\n", + " private string model;\n", + " private int year;\n", + " private float engineSize;\n", + " private bool isRunning;\n", + "\n", + " // Constructor\n", + " public Motorbike(string make, string model, int year, float engineSize)\n", + " {\n", + " this.make = make;\n", + " this.model = model;\n", + " this.year = year;\n", + " this.engineSize = engineSize;\n", + " this.isRunning = false;\n", + " }\n", + "\n", + " // Properties\n", + " public string Make\n", + " {\n", + " get { return make; }\n", + " set { make = value; }\n", + " }\n", + "\n", + " public string Model\n", + " {\n", + " get { return model; }\n", + " set { model = value; }\n", + " }\n", + "\n", + " public int Year\n", + " {\n", + " get { return year; }\n", + " set { year = value; }\n", + " }\n", + "\n", + " public float EngineSize\n", + " {\n", + " get { return engineSize; }\n", + " set { engineSize = value; }\n", + " }\n", + "\n", + " public bool IsRunning\n", + " {\n", + " get { return isRunning; }\n", + " }\n", + "\n", + " // Methods\n", + " public void Start()\n", + " {\n", + " isRunning = true;\n", + " Console.WriteLine("The {0} {1} has started.", make, model);\n", + " }\n", + "\n", + " public void Stop()\n", + " {\n", + " isRunning = false;\n", + " Console.WriteLine("The {0} {1} has stopped.", make, model);\n", + " }\n", + "\n", + " public void Accelerate()\n", + " {\n", + " if (isRunning)\n", + " {\n", + " Console.WriteLine("The {0} {1} is accelerating.", make, model);\n", + " }\n", + " else\n", + " {\n", + " Console.WriteLine("The {0} {1} is not running.", make, model);\n", + " }\n", + " }\n", + "\n", + " public void Brake()\n", + " {\n", + " if (isRunning)\n", + " {\n", + " Console.WriteLine("The {0} {1} is braking.", make, model);\n", + " }\n", + " else\n", + " {\n", + " Console.WriteLine("The {0} {1} is not running.", make, model);\n", + " }\n", + " }\n", + "}\n", + "```\n", + "\n", + "This class represents a motorbike with fields for the make, model, year, engine size, and running status. It has a constructor to initialize these fields, properties to get and set the fields, and methods to start, stop, accelerate, and brake the motorbike.
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[Text, What is the mest way to model embeddings in a relational database?]
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ValueWhat is the mest way to model embeddings in a relational database?
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[Text, There are several ways to model embeddings in a relational database, but one common approach is to use a table with columns for each dimension of the embedding. For example, if the embedding has 100 dimensions, the table would have 100 columns. Each row in the table would represent an entity ...
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ValueThere are several ways to model embeddings in a relational database, but one common approach is to use a table with columns for each dimension of the embedding. For example, if the embedding has 100 dimensions, the table would have 100 columns. Each row in the table would represent an entity or object that has an embedding, and the values in the columns would represent the values of the embedding dimensions for that entity.\n", + "\n", + "Another approach is to use a separate table for each dimension of the embedding, with each table containing a single column for the values of that dimension. This approach can be more flexible and scalable, as it allows for adding or removing dimensions without having to modify the main table. However, it can also be more complex to query and join the data from multiple tables.\n", + "\n", + "Ultimately, the best way to model embeddings in a relational database depends on the specific requirements and constraints of the application, as well as the size and complexity of the embeddings and the data set.
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(12 more)
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "clusteredData.Preview().Display();" + ] + }, + { + "cell_type": "markdown", + "id": "564c0c4e", + "metadata": {}, + "source": [ + "## Lets find what has been covered in the conversation.\n", + "Now that we have the `KMean` model we can look at the centroids, they represent the topic that turns had in common. " + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "dotnet_interactive": { + "language": "csharp" + }, + "polyglot_notebook": { + "kernelName": "csharp" + } + }, + "outputs": [], + "source": [ + "VBuffer[] centroids = default;" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "dotnet_interactive": { + "language": "csharp" + }, + "polyglot_notebook": { + "kernelName": "csharp" + } + }, + "outputs": [], + "source": [ + "model.Model.GetClusterCentroids(ref centroids, out var _);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "dotnet_interactive": { "language": "csharp" }, "polyglot_notebook": { "kernelName": "csharp" } - }, - "outputs": [], + }, + "outputs": [], + "source": [ + "centroids.Display();" + ] + }, + { + "cell_type": "markdown", + "id": "c2d4a9cf", + "metadata": {}, + "source": [ + "now using `Microsoft.DotNet.Interactive.AIUtilities` and the extension `ScoreBySimilarityTo` we will try to collect the top 3 questions and 3 answer that are very close to each topic." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "dotnet_interactive": { + "language": "csharp" + }, + "polyglot_notebook": { + "kernelName": "csharp" + } + }, + "outputs": [], + "source": [ + "using Microsoft.DotNet.Interactive.AIUtilities;\n", + "\n", + "var log = chatCompletionKernel.ChatLog;\n", + "\n", + "var examples = centroids.Select(c => {\n", + " var embedding = c.GetValues().ToArray();\n", + " var questions = log.Turns\n", + " .OfType()\n", + " .ScoreBySimilarityTo(embedding, new CosineSimilarityComparer(v => v), turn => turn.QuestionTexEmbedding )\n", + " .OrderByDescending(e => e.Value)\n", + " .Where(e => e.Value > 0.8)\n", + " .Take(3)\n", + " .Select(e => e.Key.Question)\n", + " .ToArray();\n", + "\n", + " var answers = log.Turns\n", + " .OfType()\n", + " .ScoreBySimilarityTo(embedding, new CosineSimilarityComparer(v => v), turn => turn.AnswerTexEmbedding )\n", + " .OrderByDescending(e => e.Value)\n", + " .Where(e => e.Value > 0.8)\n", + " .Take(3)\n", + " .Select(e => e.Key.Answer)\n", + " .ToArray();\n", + " return new {\n", + " CenstroidEmbedding = embedding,\n", + " Text = questions.Concat(answers).ToArray()\n", + " };\n", + " }\n", + ").ToArray();\n" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "dotnet_interactive": { + "language": "csharp" + }, + "polyglot_notebook": { + "kernelName": "csharp" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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[ Then, what is the best way to represent a motorbike in C# using classes and interfaces? I am thinking of making a motorbike racing game in .NET., Then, what is the best way to represent a motorbike in C# using classes and interfaces? I am thinking of making a motorbike racing game in .NET., Then, what is the best way to represent a motorbike in C# using classes and interfaces?, The best way to represent a motorbike in C# using classes and interfaces would be to create a base class for the motorbike and then create derived classes for each specific type of motorbike. Here's an example:\n",
+       "\n",
+       "```\n",
+       "public abstract class Motorbike\n",
+       "{\n",
+       "    // Fields\n",
+       "    protected string make;\n",
+       "    protected string model;\n",
+       "    protected int year;\n",
+       "    protected float engineSize;\n",
+       "    protected bool isRunning;\n",
+       "\n",
+       "    // Constructor\n",
+       "    public Motorbike(string make, string model, int year, float engineSize)\n",
+       "    {\n",
+       "        this.make = make;\n",
+       "        this.model = model;\n",
+       "        this.year = year;\n",
+       "        this.engineSize = engineSize;\n",
+       "        this.isRunning = false;\n",
+       "    }\n",
+       "\n",
+       "    // Properties\n",
+       "    public string Make\n",
+       "    {\n",
+       "        get { return make; }\n",
+       "        set { make = value; }\n",
+       "    }\n",
+       "\n",
+       "    public string Model\n",
+       "    {\n",
+       "        get { return model; }\n",
+       "        set { model = value; }\n",
+       "    }\n",
+       "\n",
+       "    public int Year\n",
+       "    {\n",
+       "        get { return year; }\n",
+       "        set { year = value; }\n",
+       "    }\n",
+       "\n",
+       "    public float EngineSize\n",
+       "    {\n",
+       "        get { return engineSize; }\n",
+       "        set { engineSize = value; }\n",
+       "    }\n",
+       "\n",
+       "    public bool IsRunning\n",
+       "    {\n",
+       "        get { return isRunning; }\n",
+       "    }\n",
+       "\n",
+       "    // Methods\n",
+       "    public virtual void Start()\n",
+       "    {\n",
+       "        isRunning = true;\n",
+       "        Console.WriteLine("The {0} {1} has started.", make, model);\n",
+       "    }\n",
+       "\n",
+       "    public virtual void Stop()\n",
+       "    {\n",
+       "        isRunning = false;\n",
+       "        Console.WriteLine("The {0} {1} has stopped.", make, model);\n",
+       "    }\n",
+       "\n",
+       "    public abstract void Accelerate();\n",
+       "\n",
+       "    public abstract void Brake();\n",
+       "}\n",
+       "\n",
+       "public class SportBike : Motorbike\n",
+       "{\n",
+       "    // Constructor\n",
+       "    public SportBike(string make, string model, int year, float engineSize) : base(make, model, year, engineSize)\n",
+       "    {\n",
+       "    }\n",
+       "\n",
+       "    // Methods\n",
+       "    public override void Accelerate()\n",
+       "    {\n",
+       "        if (isRunning)\n",
+       "        {\n",
+       "            Console.WriteLine("The {0} {1} is accelerating quickly.", make, model);\n",
+       "        }\n",
+       "        else\n",
+       "        {\n",
+       "            Console.WriteLine("The {0} {1} is not running.", make, model);\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    public override void Brake()\n",
+       "    {\n",
+       "        if (isRunning)\n",
+       "        {\n",
+       "            Console.WriteLine("The {0} {1} is braking quickly.", make, model);\n",
+       "        }\n",
+       "        else\n",
+       "        {\n",
+       "            Console.WriteLine("The {0} {1} is not running.", make, model);\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "public class Cruiser : Motorbike\n",
+       "{\n",
+       "    // Constructor\n",
+       "    public Cruiser(string make, string model, int year, float engineSize) : base(make, model, year, engineSize)\n",
+       "    {\n",
+       "    }\n",
+       "\n",
+       "    // Methods\n",
+       "    public override void Accelerate()\n",
+       "    {\n",
+       "        if (isRunning)\n",
+       "        {\n",
+       "            Console.WriteLine("The {0} {1} is accelerating smoothly.", make, model);\n",
+       "        }\n",
+       "        else\n",
+       "        {\n",
+       "            Console.WriteLine("The {0} {1} is not running.", make, model);\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    public override void Brake()\n",
+       "    {\n",
+       "        if (isRunning)\n",
+       "        {\n",
+       "            Console.WriteLine("The {0} {1} is braking smoothly.", make, model);\n",
+       "        }\n",
+       "        else\n",
+       "        {\n",
+       "            Console.WriteLine("The {0} {1} is not running.", make, model);\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "```\n",
+       "\n",
+       "In this example, the `Motorbike` class is an abstract base class that defines the common fields and methods for all types of motorbikes. The `SportBike` and `Cruiser` classes are derived classes that inherit from the `Motorbike` class and implement the `Accelerate` and `Brake` methods in their own specific ways. \n",
+       "\n",
+       "Using this approach, you can easily add new types of motorbikes by creating new derived classes that inherit from the `Motorbike` class and implement their own unique behavior. Additionally, you can use interfaces to define common behavior for all motorbikes, such as `IMotorbike` interface that defines methods for starting, stopping, accelerating, and braking., Sure, here's an example of a class that represents a motorbike using C#:\n",
+       "\n",
+       "```\n",
+       "public class Motorbike\n",
+       "{\n",
+       "    // Fields\n",
+       "    private string make;\n",
+       "    private string model;\n",
+       "    private int year;\n",
+       "    private float engineSize;\n",
+       "    private bool isRunning;\n",
+       "\n",
+       "    // Constructor\n",
+       "    public Motorbike(string make, string model, int year, float engineSize)\n",
+       "    {\n",
+       "        this.make = make;\n",
+       "        this.model = model;\n",
+       "        this.year = year;\n",
+       "        this.engineSize = engineSize;\n",
+       "        this.isRunning = false;\n",
+       "    }\n",
+       "\n",
+       "    // Properties\n",
+       "    public string Make\n",
+       "    {\n",
+       "        get { return make; }\n",
+       "        set { make = value; }\n",
+       "    }\n",
+       "\n",
+       "    public string Model\n",
+       "    {\n",
+       "        get { return model; }\n",
+       "        set { model = value; }\n",
+       "    }\n",
+       "\n",
+       "    public int Year\n",
+       "    {\n",
+       "        get { return year; }\n",
+       "        set { year = value; }\n",
+       "    }\n",
+       "\n",
+       "    public float EngineSize\n",
+       "    {\n",
+       "        get { return engineSize; }\n",
+       "        set { engineSize = value; }\n",
+       "    }\n",
+       "\n",
+       "    public bool IsRunning\n",
+       "    {\n",
+       "        get { return isRunning; }\n",
+       "    }\n",
+       "\n",
+       "    // Methods\n",
+       "    public void Start()\n",
+       "    {\n",
+       "        isRunning = true;\n",
+       "        Console.WriteLine("The {0} {1} has started.", make, model);\n",
+       "    }\n",
+       "\n",
+       "    public void Stop()\n",
+       "    {\n",
+       "        isRunning = false;\n",
+       "        Console.WriteLine("The {0} {1} has stopped.", make, model);\n",
+       "    }\n",
+       "\n",
+       "    public void Accelerate()\n",
+       "    {\n",
+       "        if (isRunning)\n",
+       "        {\n",
+       "            Console.WriteLine("The {0} {1} is accelerating.", make, model);\n",
+       "        }\n",
+       "        else\n",
+       "        {\n",
+       "            Console.WriteLine("The {0} {1} is not running.", make, model);\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    public void Brake()\n",
+       "    {\n",
+       "        if (isRunning)\n",
+       "        {\n",
+       "            Console.WriteLine("The {0} {1} is braking.", make, model);\n",
+       "        }\n",
+       "        else\n",
+       "        {\n",
+       "            Console.WriteLine("The {0} {1} is not running.", make, model);\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "```\n",
+       "\n",
+       "This class represents a motorbike with fields for the make, model, year, engine size, and running status. It has a constructor to initialize these fields, properties to get and set the fields, and methods to start, stop, accelerate, and brake the motorbike., The best way to represent a motorbike in C# using classes and interfaces would be to create a base class for the motorbike and then create derived classes for each specific type of motorbike. Here's an example:\n",
+       "\n",
+       "```\n",
+       "public abstract class Motorbike\n",
+       "{\n",
+       "    // Fields\n",
+       "    protected string make;\n",
+       "    protected string model;\n",
+       "    protected int year;\n",
+       "    protected float engineSize;\n",
+       "    protected bool isRunning;\n",
+       "\n",
+       "    // Constructor\n",
+       "    public Motorbike(string make, string model, int year, float engineSize)\n",
+       "    {\n",
+       "        this.make = make;\n",
+       "        this.model = model;\n",
+       "        this.year = year;\n",
+       "        this.engineSize = engineSize;\n",
+       "        this.isRunning = false;\n",
+       "    }\n",
+       "\n",
+       "    // Properties\n",
+       "    public string Make\n",
+       "    {\n",
+       "        get { return make; }\n",
+       "        set { make = value; }\n",
+       "    }\n",
+       "\n",
+       "    public string Model\n",
+       "    {\n",
+       "        get { return model; }\n",
+       "        set { model = value; }\n",
+       "    }\n",
+       "\n",
+       "    public int Year\n",
+       "    {\n",
+       "        get { return year; }\n",
+       "        set { year = value; }\n",
+       "    }\n",
+       "\n",
+       "    public float EngineSize\n",
+       "    {\n",
+       "        get { return engineSize; }\n",
+       "        set { engineSize = value; }\n",
+       "    }\n",
+       "\n",
+       "    public bool IsRunning\n",
+       "    {\n",
+       "        get { return isRunning; }\n",
+       "    }\n",
+       "\n",
+       "    // Methods\n",
+       "    public virtual void Start()\n",
+       "    {\n",
+       "        isRunning = true;\n",
+       "        Console.WriteLine("The {0} {1} has started.", make, model);\n",
+       "    }\n",
+       "\n",
+       "    public virtual void Stop()\n",
+       "    {\n",
+       "        isRunning = false;\n",
+       "        Console.WriteLine("The {0} {1} has stopped.", make, model);\n",
+       "    }\n",
+       "\n",
+       "    public abstract void Accelerate();\n",
+       "\n",
+       "    public abstract void Brake();\n",
+       "}\n",
+       "\n",
+       "public class SportBike : Motorbike\n",
+       "{\n",
+       "    // Constructor\n",
+       "    public SportBike(string make, string model, int year, float engineSize) : base(make, model, year, engineSize)\n",
+       "    {\n",
+       "    }\n",
+       "\n",
+       "    // Methods\n",
+       "    public override void Accelerate()\n",
+       "    {\n",
+       "        if (isRunning)\n",
+       "        {\n",
+       "            Console.WriteLine("The {0} {1} is accelerating quickly.", make, model);\n",
+       "        }\n",
+       "        else\n",
+       "        {\n",
+       "            Console.WriteLine("The {0} {1} is not running.", make, model);\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    public override void Brake()\n",
+       "    {\n",
+       "        if (isRunning)\n",
+       "        {\n",
+       "            Console.WriteLine("The {0} {1} is braking quickly.", make, model);\n",
+       "        }\n",
+       "        else\n",
+       "        {\n",
+       "            Console.WriteLine("The {0} {1} is not running.", make, model);\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "public class Cruiser : Motorbike\n",
+       "{\n",
+       "    // Constructor\n",
+       "    public Cruiser(string make, string model, int year, float engineSize) : base(make, model, year, engineSize)\n",
+       "    {\n",
+       "    }\n",
+       "\n",
+       "    // Methods\n",
+       "    public override void Accelerate()\n",
+       "    {\n",
+       "        if (isRunning)\n",
+       "        {\n",
+       "            Console.WriteLine("The {0} {1} is accelerating smoothly.", make, model);\n",
+       "        }\n",
+       "        else\n",
+       "        {\n",
+       "            Console.WriteLine("The {0} {1} is not running.", make, model);\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    public override void Brake()\n",
+       "    {\n",
+       "        if (isRunning)\n",
+       "        {\n",
+       "            Console.WriteLine("The {0} {1} is braking smoothly.", make, model);\n",
+       "        }\n",
+       "        else\n",
+       "        {\n",
+       "            Console.WriteLine("The {0} {1} is not running.", make, model);\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "public interface IMotorbike\n",
+       "{\n",
+       "    void Start();\n",
+       "    void Stop();\n",
+       "    void Accelerate();\n",
+       "    void Brake();\n",
+       "}\n",
+       "```\n",
+       "\n",
+       "In this example, the `Motorbike` class is an abstract base class that defines the common fields and methods for all types of motorbikes. The `SportBike` and `Cruiser` classes are derived classes that inherit from the `Motorbike` class and implement the `Accelerate` and `Brake` methods in their own specific ways. \n",
+       "\n",
+       "Additionally, an `IMotorbike` interface is defined to provide a common set of methods that all motorbikes must implement. This allows for greater flexibility and modularity in the code, as any class that implements the `IMotorbike` interface can be treated as a motorbike, regardless of its specific type. ]
1
{ CenstroidEmbedding = System.Single[], Text = System.String[] }
CenstroidEmbedding
[ -0.019690322, 0.0074574924, 0.0125079015, -0.03223809, -0.013383181, 0.014590225, -0.0023842067, -0.011381577, -0.01262123, -0.037007995, -0.009087111, 0.015590968, 0.0020191246, 0.015170503, -0.010306402, 0.023493309, 0.02167419, 0.016822029, 0.02860094, -0.024521086 ... (1516 more) ]
Text
[ What is the mest way to model embeddings in a relational database?, What is the mest way to model embeddings in a relational database?, There are several ways to model embeddings in a relational database, but one of the most common approaches is to use a table with columns for each dimension of the embedding. For example, if the embedding has 100 dimensions, the table would have 100 columns. Each row in the table would represent an entity or object that has an embedding, and the values in the columns would represent the values of the embedding dimensions for that entity.\n",
+       "\n",
+       "Another approach is to use a separate table for each dimension of the embedding, with each table containing a single column for the values of that dimension. This approach can be more flexible and scalable, as it allows for adding or removing dimensions without having to modify the main table. However, it can also be more complex to query and join the data from multiple tables.\n",
+       "\n",
+       "Ultimately, the best way to model embeddings in a relational database depends on the specific requirements and constraints of the application, as well as the size and complexity of the embeddings and the data set., There are several ways to model embeddings in a relational database, but one common approach is to use a table with columns for each dimension of the embedding. For example, if the embedding has 100 dimensions, the table would have 100 columns. Each row in the table would represent an entity or object that has an embedding, and the values in the columns would represent the values of the embedding dimensions for that entity.\n",
+       "\n",
+       "Another approach is to use a separate table for each dimension of the embedding, with each table containing a single column for the values of that dimension. This approach can be more flexible and scalable, as it allows for adding or removing dimensions without having to modify the main table. However, it can also be more complex to query and join the data from multiple tables.\n",
+       "\n",
+       "Ultimately, the best way to model embeddings in a relational database depends on the specific requirements and constraints of the application, as well as the size and complexity of the embeddings and the data set. ]
2
{ CenstroidEmbedding = System.Single[], Text = System.String[] }
CenstroidEmbedding
[ 0.019309083, -0.019269338, 0.011363486, -0.03139314, -0.020371001, 0.019811884, -0.031179953, -0.022803467, 0.0018026272, -0.012925929, 0.009142992, 0.0033195533, -0.008282289, 0.012882266, -0.016962307, 0.012483177, 0.030233376, 0.007203494, 0.005841951, 0.0005095892 ... (1516 more) ]
Text
[ What is the most common modal scale in heavy metal music?, How do I setup my amplifier to play heavy metal guitar riffs?, The most common modal scale in heavy metal music is the Phrygian mode. ]
3
{ CenstroidEmbedding = System.Single[], Text = System.String[] }
CenstroidEmbedding
[ 0.025924776, 0.009006391, -0.0034855865, 0.0031638218, -0.013990513, 0.001340036, -0.03153697, -0.015431978, -0.013966864, -0.03650188, 0.0111081395, 0.016827773, -0.020932883, -0.009962637, -0.01634736, 0.019313686, 0.03336887, 0.020132894, 0.021527618, -0.01802596 ... (1516 more) ]
Text
[ How do I cook a fish?, As an AI language model, I don't eat or cook food, but here are some general steps to cook a fish:\n",
+       "\n",
+       "1. Clean the fish thoroughly, removing scales, guts, and other unwanted parts.\n",
+       "2. Season the fish with salt, pepper, and any other desired spices or herbs.\n",
+       "3. Heat a pan or grill to medium-high heat.\n",
+       "4. Add oil or butter to the pan or grill.\n",
+       "5. Place the fish on the pan or grill, skin-side down if applicable.\n",
+       "6. Cook the fish for 3-5 minutes on each side, or until the flesh is opaque and flakes easily with a fork.\n",
+       "7. Serve the fish with your desired sides and garnishes. ]
4
{ CenstroidEmbedding = System.Single[], Text = System.String[] }
CenstroidEmbedding
[ -0.004719562, -0.016547356, -0.012674535, -0.018823992, -0.0060666567, 0.03347228, -0.009583241, -0.036992565, -0.02607778, -0.0056306776, 0.0031455639, -0.005547706, 0.0018215985, 0.005364747, -0.0014557588, 0.008105663, 0.018891498, 0.01604237, 0.0009886855, -0.015773943 ... (1516 more) ]
Text
[ How do I setup my amplifier to play heavy metal guitar riffs?, What is the most common modal scale in heavy metal music?, To set up your amplifier to play heavy metal guitar riffs, follow these steps:\n",
+       "\n",
+       "1. Start by selecting a high-gain channel on your amplifier. This will give you the distortion and overdrive necessary for heavy metal riffs.\n",
+       "\n",
+       "2. Adjust the gain knob to your desired level. For heavy metal, you'll want a high gain setting to get that crunchy, distorted sound.\n",
+       "\n",
+       "3. Adjust the bass, mid, and treble knobs to your liking. For heavy metal, you'll typically want to boost the bass and treble while cutting the mids to get a more aggressive sound.\n",
+       "\n",
+       "4. If your amplifier has a presence knob, adjust it to add more clarity and definition to your sound.\n",
+       "\n",
+       "5. Experiment with the volume and master volume knobs to find the right balance between volume and distortion.\n",
+       "\n",
+       "6. Finally, consider adding some effects like delay, reverb, or chorus to enhance your sound and add depth to your riffs.\n",
+       "\n",
+       "Remember, the settings that work best for heavy metal guitar riffs will depend on your personal preferences and the specific equipment you're using. Don't be afraid to experiment and try different settings until you find the sound that works best for you. ]
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "await Microsoft.DotNet.Interactive.Kernel.Root.SendAsync(new ImportCollection(\"defaultVectorCollection\", dataFile, \"knowledge(duckDbVector)\"));" + "examples.Display();" + ] + }, + { + "cell_type": "markdown", + "id": "765e148d", + "metadata": {}, + "source": [ + "Using the `TextCompletion` kernel we will try to generate a label for each centroid using the examples we collected" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 41, "metadata": { "dotnet_interactive": { - "language": "chat" + "language": "csharp" }, "polyglot_notebook": { - "kernelName": "chat" + "kernelName": "csharp" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "Yes, it is possible to implement a chatbot using C# in .NET Interactive using Polyglot Notebooks. .NET Interactive supports C# as one of its languages, and the Polyglot Notebooks extension allows for multiple languages to be used in one notebook. You can use C# to write the code for your chatbot and integrate it with other languages such as Python or JavaScript for additional functionality. Additionally, you can use the rich visualization capabilities of .NET Interactive to create interactive chatbot interfaces." - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "Can I implement a chatbot using C# in .NET interactive using polyglot Notebooks?" + "var textCompletionKernel = Microsoft.DotNet.Interactive.Kernel.Root.FindKernelByName(\"chat(text)\") as TextCompletionKernel;" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 42, "metadata": { "dotnet_interactive": { "language": "csharp" @@ -887,12 +1830,43 @@ }, "outputs": [], "source": [ - "chatCompletionKernel.ResetChatLog();" + "using Microsoft.DotNet.Interactive.Events;\n", + "public record CentroidLabel(string Label, float[] Embedding);\n", + "var labels = new List();\n", + "foreach (var example in examples)\n", + "{\n", + " textCompletionKernel.SetSuppressDisplay(true);\n", + " var result = await textCompletionKernel.SendAsync(\n", + " new SubmitCode(\n", + "\"\"\"\n", + "Give the following conversation examples, please provide a label that classifies the topic being discussed. Return a single respose and that should be a single label, not a list. Thhe label will be used to classify future conversations. make sure not to returl a list, or bulelt points, only a single line response.\n", + "\n", + "The response should be in like : \n", + "\n", + "Topic : Prorgramming\n", + "\n", + "\n", + "Here are the conversation examples :\n", + "\n", + "\"\"\"+ string.Join(\"\\n\", example.Text.Select(t => $\"- {t}\"))\n", + "));\n", + " textCompletionKernel.SetSuppressDisplay(false);\n", + " var response = result.Events.OfType().Last().FormattedValues.First(fm => fm.MimeType == \"text/plain\").Value;\n", + " labels.Add(new CentroidLabel(response, example.CenstroidEmbedding));\n", + "}" + ] + }, + { + "cell_type": "markdown", + "id": "98f1c2d7", + "metadata": {}, + "source": [ + "And this is the resul!" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 43, "metadata": { "dotnet_interactive": { "language": "csharp" @@ -905,27 +1879,7 @@ { "data": { "text/html": [ - "
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0I would like to ask you questions about coding in C#
1Sure, I'll do my best to answer your questions about coding in C#. What would you like to know?
2How do I cook a fish?
3As an AI language model, I don't eat or cook, but here are some general steps to cook a fish:\n", - "\n", - "1. Clean the fish: Rinse the fish under cold water and pat it dry with paper towels. Remove any scales, guts, and fins.\n", - "\n", - "2. Season the fish: Rub the fish with salt, pepper, and any other desired seasonings.\n", - "\n", - "3. Choose a cooking method: There are several ways to cook fish, including baking, grilling, frying, and steaming.\n", - "\n", - "4. Cook the fish: Follow the instructions for your chosen cooking method. Generally, fish should be cooked until it is opaque and flakes easily with a fork.\n", - "\n", - "5. Serve the fish: Once the fish is cooked, remove it from the heat and let it rest for a few minutes. Serve it with your favorite sides and enjoy!
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ValueAs an AI language model, I don't eat or cook, but here are some general steps to cook a fish:\n", - "\n", - "1. Clean the fish: Rinse the fish under cold water and pat it dry with paper towels. Remove any scales, guts, and fins.\n", - "\n", - "2. Season the fish: Rub the fish with salt, pepper, and any other desired seasonings.\n", - "\n", - "3. Choose a cooking method: There are several ways to cook fish, including baking, grilling, frying, and steaming.\n", - "\n", - "4. Cook the fish: Follow the instructions for your chosen cooking method. Generally, fish should be cooked until it is opaque and flakes easily with a fork.\n", - "\n", - "5. Serve the fish: Once the fish is cooked, remove it from the heat and let it rest for a few minutes. Serve it with your favorite sides and enjoy!
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