Add DefaultInferenceParams to Kernel Memory

Build Pipeline Fixes

- Removed leftover metal file upload

- Removed inputs (they never worked anyway)
 - Put all deps into one final zip file

Better TensorSplitsCollection Initialisation

Removed Obsolete ModelParams Constructor

Improved test coverage.

FixedSizeQueue:
 - Enqueue would always stop one short of filling the capacity
 - Fill would only _replace_ existing items. It was only used in a place where there were not existing items! Removed the method entirely.

LLamaGrammarElement:
 - Converted into a `record` struct, removed all of the (now unnecessary) equality stuff.

bump semantic kernel 1.0.0-beta8

- Add DefaultInferenceParams property to LlamaSharpConfig
- Update GenerateTextAsync method in LlamaSharpTextGeneration to use DefaultInferenceParams if available
- Update OptionsToParams method in LlamaSharpTextGeneration to handle defaultParams

Added Obsolete markings to all `Eval` overloads

progress_callback in `LLamaModelParams`

Minor cleanup on example code

Ubuntu 20.04 Compile

dotnet8.0

bump semantic kernel to 1.0.0-beta-6

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

Update examples

StreamingTextDecoder in LLamaExecutorBase

- 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()

Fixed Revert Error

Originally from these PRs:
 - https://github.com/SciSharp/LLamaSharp/pull/263
 - https://github.com/SciSharp/LLamaSharp/pull/259

AntipromptProcessor access

CPU Feature Detection 2

Add targets in Web project

This allow to copy binaries and make the project work.

Update example model in appsettings

build(deps): bump Microsoft.NET.Test.Sdk from 17.7.2 to 17.8.0

Bumps [Microsoft.NET.Test.Sdk](https://github.com/microsoft/vstest) from 17.7.2 to 17.8.0.
- [Release notes](https://github.com/microsoft/vstest/releases)
- [Changelog](https://github.com/microsoft/vstest/blob/main/docs/releases.md)
- [Commits](https://github.com/microsoft/vstest/compare/v17.7.2...v17.8.0)

---
updated-dependencies:
- dependency-name: Microsoft.NET.Test.Sdk
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

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

MinP Sampler

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

feat: cuda feature detection.