chopratejas--headroom
0ef5fcb1c5
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132 行
3.1 KiB
Python
132 行
3.1 KiB
Python
"""Base provider protocol for Headroom SDK.
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Providers are responsible for:
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- Token counting (model-specific)
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- Model context limits
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- Cost estimation (optional)
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This module defines the protocols that all providers must implement.
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"""
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from __future__ import annotations
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from abc import ABC, abstractmethod
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from typing import Any, Protocol, runtime_checkable
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@runtime_checkable
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class TokenCounter(Protocol):
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"""Protocol for token counting implementations."""
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def count_text(self, text: str) -> int:
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"""Count tokens in a text string."""
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...
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def count_message(self, message: dict[str, Any]) -> int:
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"""Count tokens in a single message dict."""
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...
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def count_messages(self, messages: list[dict[str, Any]]) -> int:
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"""Count tokens in a list of messages."""
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...
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class Provider(ABC):
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"""
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Abstract base class for LLM providers.
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Providers encapsulate all model-specific behavior:
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- Token counting
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- Context window limits
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- Cost estimation
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Implementations must be explicit - no silent fallbacks.
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"""
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@property
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@abstractmethod
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def name(self) -> str:
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"""Provider name (e.g., 'openai', 'anthropic')."""
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...
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@abstractmethod
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def get_token_counter(self, model: str) -> TokenCounter:
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"""
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Get a token counter for a specific model.
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Args:
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model: The model name.
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Returns:
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TokenCounter instance for the model.
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Raises:
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ValueError: If model is not supported by this provider.
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"""
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...
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@abstractmethod
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def get_context_limit(self, model: str) -> int:
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"""
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Get the context window limit for a model.
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Args:
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model: The model name.
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Returns:
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Maximum context tokens for the model.
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Raises:
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ValueError: If model is not recognized.
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"""
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...
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@abstractmethod
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def supports_model(self, model: str) -> bool:
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"""
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Check if this provider supports a given model.
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Args:
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model: The model name.
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Returns:
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True if the model is supported.
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"""
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...
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def estimate_cost(
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self,
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input_tokens: int,
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output_tokens: int,
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model: str,
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cached_tokens: int = 0,
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) -> float | None:
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"""
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Estimate API cost in USD.
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Args:
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input_tokens: Number of input tokens.
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output_tokens: Number of output tokens.
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model: Model name.
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cached_tokens: Number of cached input tokens.
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Returns:
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Estimated cost in USD, or None if cost estimation not available.
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"""
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return None
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def get_output_buffer(self, model: str, default: int = 4000) -> int:
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"""
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Get recommended output buffer for a model.
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Some models (like reasoning models) produce longer outputs.
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Args:
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model: The model name.
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default: Default buffer if no model-specific recommendation.
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Returns:
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Recommended output token buffer.
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"""
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return default
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