README.md

Semantic Kernel concepts by feature

Down below you can find the code snippets that demonstrate the usage of many Semantic Kernel features.

Agents - Different ways of using Agents

• ComplexChat_NestedShopper
• Legacy_AgentAuthoring
• Legacy_AgentCharts
• Legacy_AgentCollaboration
• Legacy_AgentDelegation
• Legacy_AgentTools
• Legacy_Agents
• Legacy_ChatCompletionAgent
• MixedChat_Agents
• OpenAIAssistant_ChartMaker
• OpenAIAssistant_CodeInterpreter
• OpenAIAssistant_Retrieval

AudioToText - Different ways of using AudioToText services to extract text from audio

• OpenAI_AudioToText

FunctionCalling - Examples on Function Calling with function call capable models

• Gemini_FunctionCalling
• OpenAI_FunctionCalling
• NexusRaven_HuggingFaceTextGeneration

Caching - Examples of caching implementations

• SemanticCachingWithFilters

ChatCompletion - Examples using ChatCompletion messaging capable service with models

• AzureOpenAIWithData_ChatCompletion
• ChatHistoryAuthorName
• ChatHistorySerialization
• Connectors_CustomHttpClient
• Connectors_KernelStreaming
• Connectors_WithMultipleLLMs
• Google_GeminiChatCompletion
• Google_GeminiChatCompletionStreaming
• Google_GeminiGetModelResult
• Google_GeminiVision
• OpenAI_ChatCompletion
• OpenAI_ChatCompletionMultipleChoices
• OpenAI_ChatCompletionStreaming
• OpenAI_ChatCompletionStreamingMultipleChoices
• OpenAI_ChatCompletionWithVision
• OpenAI_CustomAzureOpenAIClient
• OpenAI_UsingLogitBias
• OpenAI_FunctionCalling
• OpenAI_ReasonedFunctionCalling
• MistralAI_ChatPrompt
• MistralAI_FunctionCalling
• MistralAI_StreamingFunctionCalling

DependencyInjection - Examples on using DI Container

• HttpClient_Registration
• HttpClient_Resiliency
• Kernel_Building
• Kernel_Injecting

Filtering - Different ways of filtering

• AutoFunctionInvocationFiltering
• FunctionInvocationFiltering
• Legacy_KernelHooks
• PromptRenderFiltering
• RetryWithFilters
• PIIDetectionWithFilters
• TelemetryWithFilters

Functions - Invoking Method or Prompt functions with Kernel

• Arguments
• FunctionResult_Metadata
• FunctionResult_StronglyTyped
• MethodFunctions
• MethodFunctions_Advanced
• MethodFunctions_Types
• MethodFunctions_Yaml
• PromptFunctions_Inline
• PromptFunctions_MultipleArguments

ImageToText - Using ImageToText services to describe images

• HuggingFace_ImageToText

LocalModels - Running models locally

• HuggingFace_ChatCompletionWithTGI
• MultipleProviders_ChatCompletion

Memory - Using AI Memory concepts

• HuggingFace_EmbeddingGeneration
• MemoryStore_CustomReadOnly
• SemanticTextMemory_Building
• TextChunkerUsage
• TextChunkingAndEmbedding
• TextMemoryPlugin_GeminiEmbeddingGeneration
• TextMemoryPlugin_MultipleMemoryStore
• TextMemoryPlugin_RecallJsonSerializationWithOptions
• VectorStore_DataIngestion_Simple: A simple example of how to do data ingestion into a vector store when getting started.
• VectorStore_DataIngestion_MultiStore: An example of data ingestion that uses the same code to ingest into multiple vector stores types.
• VectorStore_DataIngestion_CustomMapper: An example that shows how to use a custom mapper for when your data model and storage model doesn't match.

Optimization - Examples of different cost and performance optimization techniques

• FrugalGPTWithFilters
• PluginSelectionWithFilters

Planners - Examples on using Planners

• AutoFunctionCallingPlanning
• FunctionCallStepwisePlanning
• HandlebarsPlanning

Plugins - Different ways of creating and using Plugins

• ApiManifestBasedPlugins
• ConversationSummaryPlugin
• CreatePluginFromOpenAI_AzureKeyVault(Deprecated)
• CreatePluginFromOpenApiSpec_Github
• CreatePluginFromOpenApiSpec_Jira
• CreatePluginFromOpenApiSpec_Klarna
• CreatePluginFromOpenApiSpec_RepairService
• CustomMutablePlugin
• DescribeAllPluginsAndFunctions
• GroundednessChecks
• ImportPluginFromGrpc
• TransformPlugin

PromptTemplates - Using Templates with parametrization for Prompt rendering

• ChatCompletionPrompts
• ChatWithPrompts
• LiquidPrompts
• MultiplePromptTemplates
• PromptFunctionsWithChatGPT
• TemplateLanguage
• PromptyFunction

RAG - Retrieval-Augmented Generation

• WithFunctionCallingStepwisePlanner
• WithPlugins

Search - Search services information

• BingAndGooglePlugins
• MyAzureAISearchPlugin
• WebSearchQueriesPlugin

TextGeneration - TextGeneration capable service with models

• Custom_TextGenerationService
• HuggingFace_TextGeneration
• OpenAI_TextGenerationStreaming

TextToAudio - Using TextToAudio services to generate audio

• OpenAI_TextToAudio

TextToImage - Using TextToImage services to generate images

• OpenAI_TextToImage