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773 lines
26 KiB
Python
773 lines
26 KiB
Python
# -*- coding: utf-8 -*-
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"""Comprehensive formatter unit tests for OpenAIChatFormatter and
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OpenAIMultiAgentFormatter, following the reference test style with exact
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ground-truth comparisons.
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"""
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from unittest import IsolatedAsyncioTestCase
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from unittest.mock import patch
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from agentscope.formatter import (
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OpenAIChatFormatter,
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OpenAIMultiAgentFormatter,
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)
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from agentscope.message import (
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UserMsg,
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AssistantMsg,
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SystemMsg,
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TextBlock,
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DataBlock,
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ToolCallBlock,
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ToolResultBlock,
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ToolResultState,
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Base64Source,
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URLSource,
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ThinkingBlock,
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HintBlock,
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)
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_FIXED_ID = "TESTID1234567"
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class TestOpenAIFormatter(IsolatedAsyncioTestCase):
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"""Comprehensive tests for OpenAI Chat and MultiAgent formatters."""
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async def asyncSetUp(self) -> None:
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"""Set up shared message fixtures and expected ground-truth dicts."""
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_img_src = URLSource(
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url="https://example.com/image.png",
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media_type="image/png",
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)
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self.image_url = str(_img_src.url)
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self.image_b64 = "ZmFrZSBpbWFnZSBkYXRh"
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self.image_data_uri = f"data:image/png;base64,{self.image_b64}"
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# ---------------------------------------------------------------
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# Message fixtures
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# (No audio in conversation: OpenAI URL audio requires a download)
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# ---------------------------------------------------------------
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self.msgs_system = [
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SystemMsg(
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name="system",
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content="You're a helpful assistant.",
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),
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]
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self.msgs_conversation = [
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UserMsg(
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name="user",
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content=[
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TextBlock(text="What is the capital of France?"),
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DataBlock(
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source=URLSource(
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url=self.image_url,
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media_type="image/png",
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),
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),
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],
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),
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AssistantMsg(
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name="assistant",
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content="The capital of France is Paris.",
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),
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UserMsg(
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name="user",
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content="What is the capital of Germany?",
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),
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AssistantMsg(
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name="assistant",
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content="The capital of Germany is Berlin.",
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),
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UserMsg(
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name="user",
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content="What is the capital of Japan?",
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),
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]
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self.msgs_tools = [
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AssistantMsg(
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name="assistant",
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content=[
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ToolCallBlock(
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id="call_1",
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name="get_capital",
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input='{"country": "Japan"}',
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),
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ToolResultBlock(
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id="call_1",
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name="get_capital",
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output=[
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TextBlock(text="The capital of Japan is Tokyo."),
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],
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state=ToolResultState.SUCCESS,
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),
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TextBlock(text="The capital of Japan is Tokyo."),
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],
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),
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]
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# ---------------------------------------------------------------
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# Ground truth: OpenAIChatFormatter
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# - Content is a list of {"type": ..., ...} dicts.
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# - Tool-result content is a plain string.
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# - Messages have a "name" field.
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# ---------------------------------------------------------------
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self.gt_chat = [
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{
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"role": "system",
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"name": "system",
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"content": [
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{"type": "text", "text": "You're a helpful assistant."},
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],
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},
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{
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"role": "user",
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"name": "user",
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"content": [
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{"type": "text", "text": "What is the capital of France?"},
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{
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"type": "image_url",
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"image_url": {"url": self.image_url},
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},
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],
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},
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{
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"role": "assistant",
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"name": "assistant",
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"content": [
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{
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"type": "text",
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"text": "The capital of France is Paris.",
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},
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],
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},
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{
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"role": "user",
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"name": "user",
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"content": [
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{
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"type": "text",
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"text": "What is the capital of Germany?",
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},
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],
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},
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{
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"role": "assistant",
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"name": "assistant",
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"content": [
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{
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"type": "text",
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"text": "The capital of Germany is Berlin.",
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},
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],
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},
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{
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"role": "user",
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"name": "user",
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"content": [
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{"type": "text", "text": "What is the capital of Japan?"},
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],
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},
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{
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"role": "assistant",
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"name": "assistant",
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"content": None,
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"tool_calls": [
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{
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"id": "call_1",
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"type": "function",
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"function": {
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"name": "get_capital",
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"arguments": '{"country": "Japan"}',
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},
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},
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],
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},
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{
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"role": "tool",
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"tool_call_id": "call_1",
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"content": "The capital of Japan is Tokyo.",
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"name": "get_capital",
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},
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{
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"role": "assistant",
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"name": "assistant",
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"content": [
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{
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"type": "text",
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"text": "The capital of Japan is Tokyo.",
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},
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],
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},
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]
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# ---------------------------------------------------------------
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# Ground truth: OpenAIMultiAgentFormatter
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# - System content is a plain string.
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# - All conversation text is collapsed into a single text block,
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# with media blocks appended after.
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# - No "name" field on the user wrapper message.
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# ---------------------------------------------------------------
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_hist_prompt = OpenAIMultiAgentFormatter().conversation_history_prompt
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_conv_text = (
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"user: What is the capital of France?\n"
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"assistant: The capital of France is Paris.\n"
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"user: What is the capital of Germany?\n"
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"assistant: The capital of Germany is Berlin.\n"
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"user: What is the capital of Japan?"
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)
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self._gt_trailing_asst = {
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"role": "assistant",
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"name": "assistant",
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"content": [
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{
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"type": "text",
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"text": "The capital of Japan is Tokyo.",
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},
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],
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}
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self._gt_tool_call = {
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"role": "assistant",
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"name": "assistant",
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"content": None,
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"tool_calls": [
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{
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"id": "call_1",
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"type": "function",
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"function": {
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"name": "get_capital",
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"arguments": '{"country": "Japan"}',
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},
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},
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],
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}
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self._gt_tool_result = {
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"role": "tool",
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"tool_call_id": "call_1",
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"content": "The capital of Japan is Tokyo.",
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"name": "get_capital",
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}
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self.gt_multiagent = [
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{
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"role": "system",
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"content": "You're a helpful assistant.",
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},
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{
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"role": "user",
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"content": [
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{
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"type": "text",
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"text": (
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_hist_prompt
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+ "<history>\n"
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+ _conv_text
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+ "\n</history>"
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),
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},
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{
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"type": "image_url",
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"image_url": {"url": self.image_url},
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},
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],
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},
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self._gt_tool_call,
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self._gt_tool_result,
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self._gt_trailing_asst,
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]
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# -------------------------------------------------------------------
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# OpenAIChatFormatter tests
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# -------------------------------------------------------------------
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async def test_chat_formatter(self) -> None:
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"""Chat formatter produces exact output for various subsets."""
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fmt = OpenAIChatFormatter()
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# Full history
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res = await fmt.format(
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[*self.msgs_system, *self.msgs_conversation, *self.msgs_tools],
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)
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self.assertListEqual(self.gt_chat, res)
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# Without system
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res = await fmt.format([*self.msgs_conversation, *self.msgs_tools])
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self.assertListEqual(self.gt_chat[1:], res)
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# Without conversation
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n_tools_gt = len(self.gt_chat) - 1 - len(self.msgs_conversation)
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res = await fmt.format([*self.msgs_system, *self.msgs_tools])
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self.assertListEqual(
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[self.gt_chat[0]] + self.gt_chat[-n_tools_gt:],
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res,
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)
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# Without tools
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res = await fmt.format([*self.msgs_system, *self.msgs_conversation])
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self.assertListEqual(self.gt_chat[:-n_tools_gt], res)
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# Empty
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res = await fmt.format([])
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self.assertListEqual([], res)
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async def test_chat_formatter_base64_image(self) -> None:
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"""Base64-encoded image is inlined as a data URI."""
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fmt = OpenAIChatFormatter()
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msgs = [
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UserMsg(
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name="user",
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content=[
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TextBlock(text="What's in this image?"),
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DataBlock(
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source=Base64Source(
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data=self.image_b64,
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media_type="image/png",
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),
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),
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],
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),
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]
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res = await fmt.format(msgs)
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self.assertListEqual(
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[
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{
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"role": "user",
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"name": "user",
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"content": [
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{"type": "text", "text": "What's in this image?"},
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{
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"type": "image_url",
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"image_url": {"url": self.image_data_uri},
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},
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],
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},
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],
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res,
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)
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async def test_chat_formatter_thinking_dropped(self) -> None:
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"""ThinkingBlock is silently dropped by OpenAI formatter."""
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fmt = OpenAIChatFormatter()
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msgs = [
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AssistantMsg(
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name="assistant",
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content=[
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ThinkingBlock(thinking="inner thoughts"),
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TextBlock(text="reply"),
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],
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),
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]
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res = await fmt.format(msgs)
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self.assertListEqual(
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[
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{
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"role": "assistant",
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"name": "assistant",
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"content": [{"type": "text", "text": "reply"}],
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},
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],
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res,
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)
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@patch(
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"agentscope.formatter._formatter_base.shortuuid.uuid",
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return_value=_FIXED_ID,
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)
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async def test_chat_formatter_url_image_in_tool_result(
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self,
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_mock_uuid: object,
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) -> None:
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"""URL images in tool results are promoted to a follow-up user
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message."""
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fmt = OpenAIChatFormatter()
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msgs = [
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AssistantMsg(
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name="assistant",
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content=[
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ToolCallBlock(
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id="call_img",
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name="get_map",
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input='{"city": "Tokyo"}',
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),
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ToolResultBlock(
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id="call_img",
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name="get_map",
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output=[
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TextBlock(text="Here is the map."),
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DataBlock(
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source=URLSource(
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url=self.image_url,
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media_type="image/png",
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),
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),
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],
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state=ToolResultState.SUCCESS,
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),
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TextBlock(text="Here is the map of Tokyo."),
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],
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),
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]
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res = await fmt.format(msgs)
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expected_tool_content = (
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"Here is the map.\n"
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f"<system-reminder>A(n) image file is returned "
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f"and will be presented to you with the identifier "
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f"[{_FIXED_ID}].</system-reminder>"
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)
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self.assertListEqual(
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[
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{
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"role": "assistant",
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"name": "assistant",
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"content": None,
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"tool_calls": [
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{
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"id": "call_img",
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"type": "function",
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"function": {
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"name": "get_map",
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"arguments": '{"city": "Tokyo"}',
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},
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},
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],
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},
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{
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"role": "tool",
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"tool_call_id": "call_img",
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"content": expected_tool_content,
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"name": "get_map",
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},
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{
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"role": "user",
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"name": "system-reminder",
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"content": [
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{
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"type": "text",
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"text": (
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"<system-reminder>The multimodal data "
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"and their identifiers are listed as "
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"follows:"
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),
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},
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{
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"type": "text",
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"text": f"- {_FIXED_ID} (image file): ",
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},
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{
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"type": "image_url",
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"image_url": {"url": self.image_url},
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},
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{
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"type": "text",
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"text": "</system-reminder>",
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},
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],
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},
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{
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"role": "assistant",
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"name": "assistant",
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"content": [
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{
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"type": "text",
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"text": "Here is the map of Tokyo.",
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},
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],
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},
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],
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res,
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)
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# -------------------------------------------------------------------
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# OpenAIMultiAgentFormatter tests
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# -------------------------------------------------------------------
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async def test_multiagent_formatter(self) -> None:
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"""MultiAgent formatter produces exact output for various subsets."""
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fmt = OpenAIMultiAgentFormatter()
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# Full history
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res = await fmt.format(
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[*self.msgs_system, *self.msgs_conversation, *self.msgs_tools],
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)
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self.assertListEqual(self.gt_multiagent, res)
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# Without system
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res = await fmt.format([*self.msgs_conversation, *self.msgs_tools])
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self.assertListEqual(self.gt_multiagent[1:], res)
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# Without tools
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res = await fmt.format([*self.msgs_system, *self.msgs_conversation])
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self.assertListEqual(self.gt_multiagent[:2], res)
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# System only
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res = await fmt.format(self.msgs_system)
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self.assertListEqual([self.gt_multiagent[0]], res)
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# Conversation only
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res = await fmt.format(self.msgs_conversation)
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self.assertListEqual([self.gt_multiagent[1]], res)
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# Tools only
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res = await fmt.format(self.msgs_tools)
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self.assertListEqual(
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[
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self._gt_tool_call,
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self._gt_tool_result,
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self._gt_trailing_asst,
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],
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res,
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)
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# System + tools (no conversation)
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res = await fmt.format([*self.msgs_system, *self.msgs_tools])
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self.assertListEqual(
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[
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self.gt_multiagent[0],
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self._gt_tool_call,
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self._gt_tool_result,
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self._gt_trailing_asst,
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],
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res,
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)
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# Empty
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res = await fmt.format([])
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self.assertListEqual([], res)
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|
async def test_chat_formatter_complex_multi_step(self) -> None:
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|
"""Complex multi-step sequence with interleaved thinking, text,
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tool calls, and tool results."""
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|
fmt = OpenAIChatFormatter()
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msgs = [
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AssistantMsg(
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name="assistant",
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content=[
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ThinkingBlock(thinking="thinking_1"),
|
|
TextBlock(text="text_1"),
|
|
ToolCallBlock(
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|
id="call_1",
|
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name="func_1",
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input='{"arg": "value1"}',
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),
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ToolCallBlock(
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id="call_2",
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name="func_2",
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input='{"arg": "value2"}',
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),
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ToolResultBlock(
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id="call_1",
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name="func_1",
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output=[TextBlock(text="result_1")],
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state=ToolResultState.SUCCESS,
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),
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ToolResultBlock(
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id="call_2",
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name="func_2",
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output=[TextBlock(text="result_2")],
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state=ToolResultState.SUCCESS,
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),
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ThinkingBlock(thinking="thinking_2"),
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TextBlock(text="text_2"),
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ToolCallBlock(
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id="call_3",
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name="func_3",
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input='{"arg": "value3"}',
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),
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ToolResultBlock(
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id="call_3",
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name="func_3",
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output=[TextBlock(text="result_3")],
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state=ToolResultState.SUCCESS,
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),
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ToolCallBlock(
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id="call_4",
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name="func_4",
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input='{"arg": "value4"}',
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),
|
|
ToolResultBlock(
|
|
id="call_4",
|
|
name="func_4",
|
|
output=[TextBlock(text="result_4")],
|
|
state=ToolResultState.SUCCESS,
|
|
),
|
|
ThinkingBlock(thinking="thinking_3"),
|
|
TextBlock(text="text_3"),
|
|
],
|
|
),
|
|
]
|
|
res = await fmt.format(msgs)
|
|
self.assertListEqual(
|
|
[
|
|
{
|
|
"role": "assistant",
|
|
"name": "assistant",
|
|
"content": [{"type": "text", "text": "text_1"}],
|
|
"tool_calls": [
|
|
{
|
|
"id": "call_1",
|
|
"type": "function",
|
|
"function": {
|
|
"name": "func_1",
|
|
"arguments": '{"arg": "value1"}',
|
|
},
|
|
},
|
|
{
|
|
"id": "call_2",
|
|
"type": "function",
|
|
"function": {
|
|
"name": "func_2",
|
|
"arguments": '{"arg": "value2"}',
|
|
},
|
|
},
|
|
],
|
|
},
|
|
{
|
|
"role": "tool",
|
|
"tool_call_id": "call_1",
|
|
"content": "result_1",
|
|
"name": "func_1",
|
|
},
|
|
{
|
|
"role": "tool",
|
|
"tool_call_id": "call_2",
|
|
"content": "result_2",
|
|
"name": "func_2",
|
|
},
|
|
{
|
|
"role": "assistant",
|
|
"name": "assistant",
|
|
"content": [{"type": "text", "text": "text_2"}],
|
|
"tool_calls": [
|
|
{
|
|
"id": "call_3",
|
|
"type": "function",
|
|
"function": {
|
|
"name": "func_3",
|
|
"arguments": '{"arg": "value3"}',
|
|
},
|
|
},
|
|
],
|
|
},
|
|
{
|
|
"role": "tool",
|
|
"tool_call_id": "call_3",
|
|
"content": "result_3",
|
|
"name": "func_3",
|
|
},
|
|
{
|
|
"role": "assistant",
|
|
"name": "assistant",
|
|
"content": None,
|
|
"tool_calls": [
|
|
{
|
|
"id": "call_4",
|
|
"type": "function",
|
|
"function": {
|
|
"name": "func_4",
|
|
"arguments": '{"arg": "value4"}',
|
|
},
|
|
},
|
|
],
|
|
},
|
|
{
|
|
"role": "tool",
|
|
"tool_call_id": "call_4",
|
|
"content": "result_4",
|
|
"name": "func_4",
|
|
},
|
|
{
|
|
"role": "assistant",
|
|
"name": "assistant",
|
|
"content": [{"type": "text", "text": "text_3"}],
|
|
},
|
|
],
|
|
res,
|
|
)
|
|
|
|
async def test_chat_formatter_hint_block(self) -> None:
|
|
"""HintBlock flushes preceding content and becomes a user message."""
|
|
fmt = OpenAIChatFormatter()
|
|
msgs = [
|
|
AssistantMsg(
|
|
name="assistant",
|
|
content=[
|
|
TextBlock(text="Let me think about that."),
|
|
HintBlock(hint="Remember to be concise."),
|
|
TextBlock(text="Here is my answer."),
|
|
],
|
|
),
|
|
]
|
|
res = await fmt.format(msgs)
|
|
self.assertListEqual(
|
|
[
|
|
{
|
|
"role": "assistant",
|
|
"name": "assistant",
|
|
"content": [
|
|
{"type": "text", "text": "Let me think about that."},
|
|
],
|
|
},
|
|
{
|
|
"role": "user",
|
|
"content": [
|
|
{"type": "text", "text": "Remember to be concise."},
|
|
],
|
|
},
|
|
{
|
|
"role": "assistant",
|
|
"name": "assistant",
|
|
"content": [
|
|
{"type": "text", "text": "Here is my answer."},
|
|
],
|
|
},
|
|
],
|
|
res,
|
|
)
|
|
|
|
async def test_chat_formatter_hint_block_multimodal(self) -> None:
|
|
"""Multimodal HintBlock becomes a single user message with text +
|
|
image."""
|
|
fmt = OpenAIChatFormatter()
|
|
msgs = [
|
|
AssistantMsg(
|
|
name="assistant",
|
|
content=[
|
|
HintBlock(
|
|
hint=[
|
|
TextBlock(text="Inspect this screenshot:"),
|
|
DataBlock(
|
|
source=Base64Source(
|
|
data=self.image_b64,
|
|
media_type="image/png",
|
|
),
|
|
),
|
|
],
|
|
),
|
|
],
|
|
),
|
|
]
|
|
res = await fmt.format(msgs)
|
|
self.assertListEqual(
|
|
[
|
|
{
|
|
"role": "user",
|
|
"content": [
|
|
{
|
|
"type": "text",
|
|
"text": "Inspect this screenshot:",
|
|
},
|
|
{
|
|
"type": "image_url",
|
|
"image_url": {"url": self.image_data_uri},
|
|
},
|
|
],
|
|
},
|
|
],
|
|
res,
|
|
)
|