Conversations can be "forked", to create a copy of a conversation at a given point. This allows e.g. prompting a conversation with a system prefix just once and then forking it again and again for each individual conversation. Conversations can also be "rewound" to an earlier state.

Added two new examples, demonstrating forking and rewinding.

Swapped `StatelessExecutor` to use `llama_decode`!

- bump semantic kernel to 1.1.0
- bump kernel memory to 0.26

- Growing more than double, if necessary

- Added `logits_i` argument to `Context.ApplyPenalty`
 - Added a new exception type for `llama_decode` return code

- using less `NativeHandle`
 - Using `StreamingTokenDecoder` instead of obsolete detokenize method

- Added a `DecodeAsync` overload which runs the work in a task
 - Replaced some `NativeHandle` usage in `BatchedDecoding` with higher level equivalents.
 - Made the `LLamaBatch` grow when token capacity is exceeded, removing the need to manage token capacity externally.

Bumps [Microsoft.KernelMemory.Core](https://github.com/microsoft/kernel-memory) and [Microsoft.KernelMemory.Abstractions](https://github.com/microsoft/kernel-memory). These dependencies needed to be updated together.

Updates `Microsoft.KernelMemory.Core` from 0.18.231209.1-preview to 0.24.231228.5
- [Release notes](https://github.com/microsoft/kernel-memory/releases)
- [Commits](https://github.com/microsoft/kernel-memory/compare/dotnet-0.18.231209.1-preview...0.24.231228.5)

Updates `Microsoft.KernelMemory.Abstractions` from 0.18.231209.1-preview to 0.24.231228.5
- [Release notes](https://github.com/microsoft/kernel-memory/releases)
- [Commits](https://github.com/microsoft/kernel-memory/compare/dotnet-0.18.231209.1-preview...0.24.231228.5)

---
updated-dependencies:
- dependency-name: Microsoft.KernelMemory.Core
  dependency-type: direct:production
  update-type: version-update:semver-minor
- dependency-name: Microsoft.KernelMemory.Abstractions
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

bump sk to 1.0.1 & km to 0.18

- Refactored the chat completion implementation in `LLamaSharpChatCompletion.cs` to use `StatelessExecutor` instead of `InteractiveExecutor`.
- Updated the chat history prompt in `LLamaSharpChatCompletion.cs` to include a conversation between the assistant and the user.
- Modified the `HistoryTransform` class in `HistoryTransform.cs` to append the assistant role to the chat history prompt.
- Updated the constructor of `LLamaSharpChatCompletion` to accept optional parameters for `historyTransform` and `outputTransform`.
- Modified the `GetChatCompletionsAsync` and `GetChatCompletions` methods in `LLamaSharpChatCompletion.cs` to use the new `StatelessExecutor` and `outputTransform`.
- Updated the `ExtensionMethods.cs` file to include the assistant and system roles in the list of anti-prompts.

Bumps [Spectre.Console](https://github.com/spectreconsole/spectre.console) from 0.47.0 to 0.48.0.
- [Release notes](https://github.com/spectreconsole/spectre.console/releases)
- [Commits](https://github.com/spectreconsole/spectre.console/compare/0.47.0...0.48.0)

---
updated-dependencies:
- dependency-name: Spectre.Console
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

- Update LLamaSharpTextEmbeddingGeneration and LLamaSharpTextGeneration
- Add Microsoft.KernelMemory.Core package reference
- Update Microsoft.KernelMemory.Abstractions package reference

Bumps [Microsoft.Extensions.Logging.Console](https://github.com/dotnet/runtime) from 7.0.0 to 8.0.0.
- [Release notes](https://github.com/dotnet/runtime/releases)
- [Commits](https://github.com/dotnet/runtime/compare/v7.0.0...v8.0.0)

---
updated-dependencies:
- dependency-name: Microsoft.Extensions.Logging.Console
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

Add DefaultInferenceParams to Kernel Memory

Minor cleanup on example code

bump semantic kernel to 1.0.0-beta-6

- Removed special case for exit
 - Added a wait at the end of batched decoding

- Renamed files and updated namespaces in Examples folder.
- Moved files from NewVersion folder to Examples folder.
- Removed TestRunner.cs file.
- Updated Runner.cs to include new examples.
- Update Program.cs to use the new Runner class instead of NewVersionTestRunner
- Update LLama.Examples namespace in Program.cs
- Update await NewVersionTestRunner.Run() in Program.cs to await Runner.Run()

- using `Lazy<T>` to initialize it automatically.
 - Added in `AVX512` support for all dotnet versions (but not autodetected).
 - Added in AVX version auto detection.