Initial import of NousResearch/hermes-agent
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红尘
2026-05-31 09:36:58 +08:00
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"""Abstract base for provider transports.
A transport owns the data path for one api_mode:
convert_messages → convert_tools → build_kwargs → normalize_response
It does NOT own: client construction, streaming, credential refresh,
prompt caching, interrupt handling, or retry logic. Those stay on AIAgent.
"""
from abc import ABC, abstractmethod
from typing import Any, Dict, List, Optional
from agent.transports.types import NormalizedResponse
class ProviderTransport(ABC):
"""Base class for provider-specific format conversion and normalization."""
@property
@abstractmethod
def api_mode(self) -> str:
"""The api_mode string this transport handles (e.g. 'anthropic_messages')."""
...
@abstractmethod
def convert_messages(self, messages: List[Dict[str, Any]], **kwargs) -> Any:
"""Convert OpenAI-format messages to provider-native format.
Returns provider-specific structure (e.g. (system, messages) for Anthropic,
or the messages list unchanged for chat_completions).
"""
...
@abstractmethod
def convert_tools(self, tools: List[Dict[str, Any]]) -> Any:
"""Convert OpenAI-format tool definitions to provider-native format.
Returns provider-specific tool list (e.g. Anthropic input_schema format).
"""
...
@abstractmethod
def build_kwargs(
self,
model: str,
messages: List[Dict[str, Any]],
tools: Optional[List[Dict[str, Any]]] = None,
**params,
) -> Dict[str, Any]:
"""Build the complete API call kwargs dict.
This is the primary entry point — it typically calls convert_messages()
and convert_tools() internally, then adds model-specific config.
Returns a dict ready to be passed to the provider's SDK client.
"""
...
@abstractmethod
def normalize_response(self, response: Any, **kwargs) -> NormalizedResponse:
"""Normalize a raw provider response to the shared NormalizedResponse type.
This is the only method that returns a transport-layer type.
"""
...
def validate_response(self, response: Any) -> bool:
"""Optional: check if the raw response is structurally valid.
Returns True if valid, False if the response should be treated as invalid.
Default implementation always returns True.
"""
return True
def extract_cache_stats(self, response: Any) -> Optional[Dict[str, int]]:
"""Optional: extract provider-specific cache hit/creation stats.
Returns dict with 'cached_tokens' and 'creation_tokens', or None.
Default returns None.
"""
return None
def map_finish_reason(self, raw_reason: str) -> str:
"""Optional: map provider-specific stop reason to OpenAI equivalent.
Default returns the raw reason unchanged. Override for providers
with different stop reason vocabularies.
"""
return raw_reason