- Modified `GetEmbeddings` method to be async

Add CLBLAST native library to native libraries build

Removed `SafeLLamaHandleBase` Constructor

Removed `IModelParams` and `IContextParams` setters.

- Also fixed `ToString()` in `SafeLLamaHandleBase`

Fix incorrect event input variable name

Fix missing library name prefix for cuda

using bash expansion expression, combined with mkdir -p (--parents), allows us to create all of the directories at once.

`deps/{avx,avx2,avx512,osx-arm64,osx-x64,cu11.7.1,cu12.1.0,clblast}`
expands to: deps/avx deps/avx2 deps/avx512 deps/osx-arm64 deps/osx-x64 deps/cu11.7.1 deps/cu12.1.0 deps/clblast

I am not on my game today 🤦

GHA doesn't seem to load the value into the enviroment variable first, so the workflow always runs on master.

Checkout specific ref for llamacpp when building native libs

Use llama instead of libllama in `[DllImport]`

This results in windows users not needing to rename the DLL. This allows native llama builds to be dropped in, even on windows.

I also took the time to update the documentation, removing references to renaming the files, since the names now match.

Fixes #463

build(deps): bump System.Text.Json from 8.0.0 to 8.0.1

Bumps [System.Text.Json](https://github.com/dotnet/runtime) from 8.0.0 to 8.0.1.
- [Release notes](https://github.com/dotnet/runtime/releases)
- [Commits](https://github.com/dotnet/runtime/compare/v8.0.0...v8.0.1)

---
updated-dependencies:
- dependency-name: System.Text.Json
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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

kv_cache_instance_methods

Fix Master Build Fail

Swapped `StatelessExecutor` to use `llama_decode`!

build(deps): bump xunit from 2.6.5 to 2.6.6

bump sk & km

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

Bumps [xunit](https://github.com/xunit/xunit) from 2.6.5 to 2.6.6.
- [Commits](https://github.com/xunit/xunit/compare/2.6.5...2.6.6)

---
updated-dependencies:
- dependency-name: xunit
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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

LLamaBatch Grow n_seq_max automatically

- Growing more than double, if necessary

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

Improved the BatchedDecoding demo

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

LLamaBatch Automatically Grow Capacity

- 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.

Managed `LLamaBatch`

build(deps): bump Microsoft.AspNetCore.OpenApi from 8.0.0 to 8.0.1

Extra Tokenization Tests

Model Metadata Loading Cleanup

Check Model Path Exists