partners: (langchain-huggingface) Chat Models - Integrate Hugging Face Inference Providers and remove deprecated code (#30733)

Hi there, I'm Célina from 🤗,
This PR introduces support for Hugging Face's serverless Inference
Providers (documentation
[here](https://huggingface.co/docs/inference-providers/index)), allowing
users to specify different providers for chat completion and text
generation tasks.

This PR also removes the usage of `InferenceClient.post()` method in
`HuggingFaceEndpoint`, in favor of the task-specific `text_generation`
method. `InferenceClient.post()` is deprecated and will be removed in
`huggingface_hub v0.31.0`.

---
## Changes made
- bumped the minimum required version of the `huggingface-hub` package
to ensure compatibility with the latest API usage.
- added a `provider` field to `HuggingFaceEndpoint`, enabling users to
select the inference provider (e.g., 'cerebras', 'together',
'fireworks-ai'). Defaults to `hf-inference` (HF Inference API).
- replaced the deprecated `InferenceClient.post()` call in
`HuggingFaceEndpoint` with the task-specific `text_generation` method
for future-proofing, `post()` will be removed in huggingface-hub
v0.31.0.
- updated the `ChatHuggingFace` component:
    - added async and streaming support.
    - added support for tool calling.
- exposed underlying chat completion parameters for more granular
control.
- Added integration tests for `ChatHuggingFace` and updated the
corresponding unit tests.

✅  All changes are backward compatible.

---------

Co-authored-by: ccurme <chester.curme@gmail.com>

libs/partners/huggingface/pyproject.toml

@@ -44,7 +44,6 @@ typing = ["mypy<2.0,>=1.10", "langchain-core"]
 [tool.uv.sources]
 langchain-core = { path = "../../core", editable = true }
 langchain-tests = { path = "../../standard-tests", editable = true }
-langchain-community = { path = "../../community", editable = true }
 
 [tool.mypy]
 disallow_untyped_defs = "True"