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281 lines
11 KiB
Python
281 lines
11 KiB
Python
# SPDX-FileCopyrightText: 2022-present deepset GmbH <info@deepset.ai>
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#
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# SPDX-License-Identifier: Apache-2.0
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import inspect
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from collections.abc import Awaitable, Callable
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from dataclasses import asdict, dataclass, field
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from typing import Any, Literal, overload
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from haystack import logging
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from haystack.core.component import Component
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from haystack.dataclasses.chat_message import ReasoningContent, ToolCallResult
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from haystack.utils.dataclasses import _warn_on_inplace_mutation
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logger = logging.getLogger(__name__)
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# Type alias for standard finish_reason values following OpenAI's convention
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# plus Haystack-specific value ("tool_call_results")
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FinishReason = Literal["stop", "length", "tool_calls", "content_filter", "tool_call_results"]
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@_warn_on_inplace_mutation
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@dataclass
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class ToolCallDelta:
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"""
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Represents a Tool call prepared by the model, usually contained in an assistant message.
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:param index: The index of the Tool call in the list of Tool calls.
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:param tool_name: The name of the Tool to call.
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:param arguments: Either the full arguments in JSON format or a delta of the arguments.
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:param id: The ID of the Tool call.
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:param extra: Dictionary of extra information about the Tool call. Use to store provider-specific
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information. To avoid serialization issues, values should be JSON serializable.
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"""
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index: int
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tool_name: str | None = field(default=None)
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arguments: str | None = field(default=None)
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id: str | None = field(default=None)
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extra: dict[str, Any] | None = field(default=None)
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def to_dict(self) -> dict[str, Any]:
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"""
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Returns a dictionary representation of the ToolCallDelta.
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:returns: A dictionary with keys 'index', 'tool_name', 'arguments', 'id', and 'extra'.
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"""
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return asdict(self)
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@classmethod
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def from_dict(cls, data: dict[str, Any]) -> "ToolCallDelta":
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"""
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Creates a ToolCallDelta from a serialized representation.
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:param data: Dictionary containing ToolCallDelta's attributes.
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:returns: A ToolCallDelta instance.
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"""
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return ToolCallDelta(**data)
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@_warn_on_inplace_mutation
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@dataclass
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class ComponentInfo:
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"""
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The `ComponentInfo` class encapsulates information about a component.
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:param type: The type of the component.
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:param name: The name of the component assigned when adding it to a pipeline.
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"""
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type: str
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name: str | None = field(default=None)
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@classmethod
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def from_component(cls, component: Component) -> "ComponentInfo":
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"""
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Create a `ComponentInfo` object from a `Component` instance.
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:param component:
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The `Component` instance.
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:returns:
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The `ComponentInfo` object with the type and name of the given component.
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"""
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component_type = f"{component.__class__.__module__}.{component.__class__.__name__}"
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component_name = getattr(component, "__component_name__", None)
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return cls(type=component_type, name=component_name)
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def to_dict(self) -> dict[str, Any]:
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"""
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Returns a dictionary representation of ComponentInfo.
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:returns: A dictionary with keys 'type' and 'name'.
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"""
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return asdict(self)
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@classmethod
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def from_dict(cls, data: dict[str, Any]) -> "ComponentInfo":
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"""
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Creates a ComponentInfo from a serialized representation.
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:param data: Dictionary containing ComponentInfo's attributes.
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:returns: A ComponentInfo instance.
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"""
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return ComponentInfo(**data)
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@_warn_on_inplace_mutation
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@dataclass
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class StreamingChunk:
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"""
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The `StreamingChunk` class encapsulates a segment of streamed content along with associated metadata.
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This structure facilitates the handling and processing of streamed data in a systematic manner.
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:param content: The content of the message chunk as a string.
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:param meta: A dictionary containing metadata related to the message chunk.
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:param component_info: A `ComponentInfo` object containing information about the component that generated the chunk,
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such as the component name and type.
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:param index: An optional integer index representing which content block this chunk belongs to.
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:param tool_calls: An optional list of ToolCallDelta object representing a tool call associated with the message
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chunk.
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:param tool_call_result: An optional ToolCallResult object representing the result of a tool call.
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:param start: A boolean indicating whether this chunk marks the start of a content block.
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:param finish_reason: An optional value indicating the reason the generation finished.
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Standard values follow OpenAI's convention: "stop", "length", "tool_calls", "content_filter",
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plus Haystack-specific value "tool_call_results".
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:param reasoning: An optional ReasoningContent object representing the reasoning content associated
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with the message chunk.
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"""
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content: str
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meta: dict[str, Any] = field(default_factory=dict, hash=False)
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component_info: ComponentInfo | None = field(default=None)
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index: int | None = field(default=None)
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tool_calls: list[ToolCallDelta] | None = field(default=None)
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tool_call_result: ToolCallResult | None = field(default=None)
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start: bool = field(default=False)
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finish_reason: FinishReason | None = field(default=None)
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reasoning: ReasoningContent | None = field(default=None)
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def __post_init__(self) -> None:
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fields_set = sum(bool(x) for x in (self.content, self.tool_calls, self.tool_call_result, self.reasoning))
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if fields_set > 1:
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raise ValueError(
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"Only one of `content`, `tool_call`, `tool_call_result` or `reasoning` may be set in a StreamingChunk. "
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f"Got content: '{self.content}', tool_call: '{self.tool_calls}', "
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f"tool_call_result: '{self.tool_call_result}', reasoning: '{self.reasoning}'."
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)
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# NOTE: We don't enforce this for self.content otherwise it would be a breaking change
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if (self.tool_calls or self.tool_call_result or self.reasoning) and self.index is None:
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raise ValueError("If `tool_call`, `tool_call_result` or `reasoning` is set, `index` must also be set.")
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def to_dict(self) -> dict[str, Any]:
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"""
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Returns a dictionary representation of the StreamingChunk.
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:returns: Serialized dictionary representation of the calling object.
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"""
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return {
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"content": self.content,
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"meta": self.meta,
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"component_info": self.component_info.to_dict() if self.component_info else None,
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"index": self.index,
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"tool_calls": [tc.to_dict() for tc in self.tool_calls] if self.tool_calls else None,
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"tool_call_result": self.tool_call_result.to_dict() if self.tool_call_result else None,
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"start": self.start,
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"finish_reason": self.finish_reason,
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"reasoning": self.reasoning.to_dict() if self.reasoning else None,
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}
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@classmethod
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def from_dict(cls, data: dict[str, Any]) -> "StreamingChunk":
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"""
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Creates a deserialized StreamingChunk instance from a serialized representation.
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:param data: Dictionary containing the StreamingChunk's attributes.
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:returns: A StreamingChunk instance.
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"""
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if "content" not in data:
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raise ValueError("Missing required field `content` in StreamingChunk deserialization.")
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return StreamingChunk(
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content=data["content"],
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meta=data.get("meta", {}),
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component_info=ComponentInfo.from_dict(data["component_info"]) if data.get("component_info") else None,
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index=data.get("index"),
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tool_calls=[ToolCallDelta.from_dict(tc) for tc in data["tool_calls"]] if data.get("tool_calls") else None,
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tool_call_result=ToolCallResult.from_dict(data["tool_call_result"])
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if data.get("tool_call_result")
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else None,
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start=data.get("start", False),
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finish_reason=data.get("finish_reason"),
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reasoning=ReasoningContent.from_dict(data["reasoning"]) if data.get("reasoning") else None,
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)
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SyncStreamingCallbackT = Callable[[StreamingChunk], None]
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AsyncStreamingCallbackT = Callable[[StreamingChunk], Awaitable[None]]
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StreamingCallbackT = SyncStreamingCallbackT | AsyncStreamingCallbackT
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def _is_callable_async_compatible(func: Callable) -> bool:
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"""
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Returns if the given callable is usable inside a component's `run_async` method.
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:param func:
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The callable to check.
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:returns:
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True if the callable is compatible, False otherwise.
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"""
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return inspect.iscoroutinefunction(func)
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@overload
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def select_streaming_callback(
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init_callback: StreamingCallbackT | None,
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runtime_callback: StreamingCallbackT | None,
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requires_async: Literal[False],
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) -> SyncStreamingCallbackT | None: ...
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@overload
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def select_streaming_callback(
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init_callback: StreamingCallbackT | None, runtime_callback: StreamingCallbackT | None, requires_async: Literal[True]
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) -> StreamingCallbackT | None: ...
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def select_streaming_callback(
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init_callback: StreamingCallbackT | None, runtime_callback: StreamingCallbackT | None, requires_async: bool
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) -> StreamingCallbackT | None:
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"""
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Picks the correct streaming callback given an optional initial and runtime callback.
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The runtime callback takes precedence over the initial callback.
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In an async context (`requires_async=True`), a sync callback is accepted but emits a warning: it will run inline on
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the event loop and may block it. In a sync context (`requires_async=False`), an async callback is rejected because
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there is no way to await it.
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:param init_callback:
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The initial callback.
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:param runtime_callback:
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The runtime callback.
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:param requires_async:
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Whether the selected callback will be invoked from an async context.
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:returns:
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The selected callback.
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"""
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if init_callback is not None:
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if requires_async and not _is_callable_async_compatible(init_callback):
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logger.warning(
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"A sync streaming callback was provided at initialization for use in an async context. "
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"It will run synchronously on the event loop and may block it."
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)
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if not requires_async and _is_callable_async_compatible(init_callback):
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raise ValueError("The init callback cannot be a coroutine.")
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if runtime_callback is not None:
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if requires_async and not _is_callable_async_compatible(runtime_callback):
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logger.warning(
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"A sync streaming callback was provided at runtime for use in an async context. "
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"It will run synchronously on the event loop and may block it."
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)
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if not requires_async and _is_callable_async_compatible(runtime_callback):
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raise ValueError("The runtime callback cannot be a coroutine.")
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return runtime_callback or init_callback
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async def _invoke_streaming_callback(callback: StreamingCallbackT, chunk: StreamingChunk) -> None:
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"""
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Invokes a streaming callback in an async context, handling both sync and async callbacks.
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:param callback: The streaming callback to invoke.
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:param chunk: The streaming chunk to pass to the callback.
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"""
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result = callback(chunk)
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if inspect.isawaitable(result):
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await result
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