PR #57601's original branch added a top-level reasoning_effort emit to the LEGACY build_kwargs path (agent/transports/chat_completions.py), but provider=custom resolves to CustomProfile (plugins/model-providers/custom/), so chat_completion_helpers takes the profile path and returns early — the added branch was unreachable dead code for every custom endpoint. Move the fix to its real site, CustomProfile.build_api_kwargs_extras(), and follow the DeepSeek/Zai profile precedent: - disabled -> extra_body.think = False (unchanged) - enabled + effort -> TOP-LEVEL reasoning_effort (the OpenAI-compatible format GLM-5.2/ARK expect), passed through verbatim incl. max/xhigh - enabled + no effort -> omit, so the endpoint's server default applies (avoids silently forcing 'medium' as the original branch did) Deliberately does NOT force think=True on enable — that flag is Ollama-only and risks a 400 on GLM/vLLM endpoints that don't recognize it; thinking is already server-default-on for these backends. Verified end-to-end through the real profile dispatch (temp HERMES_HOME): custom+high -> reasoning_effort=high; custom+max -> reasoning_effort=max; custom+none -> think=False; custom+unset -> nothing; num_ctx composes. Adds tests/plugins/model_providers/test_custom_profile.py (13 cases). Addresses the custom-provider half of #55276. Co-authored-by: huanshan5195 <huanshan5195@users.noreply.github.com> |
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|---|---|---|
| .. | ||
| alibaba | ||
| alibaba-coding-plan | ||
| anthropic | ||
| arcee | ||
| azure-foundry | ||
| bedrock | ||
| copilot | ||
| copilot-acp | ||
| custom | ||
| deepseek | ||
| gemini | ||
| gmi | ||
| huggingface | ||
| kilocode | ||
| kimi-coding | ||
| minimax | ||
| nous | ||
| novita | ||
| nvidia | ||
| ollama-cloud | ||
| openai-codex | ||
| opencode-zen | ||
| openrouter | ||
| qwen-oauth | ||
| stepfun | ||
| vertex | ||
| xai | ||
| xiaomi | ||
| zai | ||
| README.md | ||
Model Provider Plugins
Each subdirectory is a self-contained provider profile plugin. The
directory layout mirrors plugins/platforms/:
plugins/model-providers/
├── openrouter/
│ ├── __init__.py # registers the ProviderProfile
│ └── plugin.yaml # manifest: name, kind, version, description
├── anthropic/
│ ├── __init__.py
│ └── plugin.yaml
└── ...
How discovery works
providers/__init__.py._discover_providers() scans this directory (and
$HERMES_HOME/plugins/model-providers/) the first time anything calls
get_provider_profile() or list_providers(). Each __init__.py is
imported and expected to call providers.register_provider(profile).
User plugins at $HERMES_HOME/plugins/model-providers/<name>/ override
bundled plugins of the same name — last-writer-wins in
register_provider(). Drop a file there to replace a built-in.
Adding a new provider
-
Create
plugins/model-providers/<your_provider>/__init__.py:from providers import register_provider from providers.base import ProviderProfile my_provider = ProviderProfile( name="your-provider", aliases=("alias1", "alias2"), display_name="Your Provider", description="One-line description shown in the setup picker", signup_url="https://your-provider.example.com/keys", env_vars=("YOUR_PROVIDER_API_KEY", "YOUR_PROVIDER_BASE_URL"), base_url="https://api.your-provider.example.com/v1", default_aux_model="your-cheap-model", ) register_provider(my_provider) -
Create
plugins/model-providers/<your_provider>/plugin.yaml:name: your-provider-profile kind: model-provider version: 1.0.0 description: Short sentence about the provider author: Your Name
Nothing else needs to change. auth.py, config.py, models.py,
doctor.py, model_metadata.py, runtime_provider.py, and the
chat_completions transport all auto-wire from the registry.
Non-trivial profiles
Override the ProviderProfile hooks in a subclass for per-provider
quirks — see plugins/model-providers/openrouter/__init__.py for
build_extra_body and build_api_kwargs_extras examples, and
plugins/model-providers/gemini/__init__.py for thinking_config
translation.