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783 lines
26 KiB
Python
783 lines
26 KiB
Python
# -*- coding: utf-8 -*-
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"""Comprehensive formatter unit tests for GeminiChatFormatter and
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GeminiMultiAgentFormatter, 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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GeminiChatFormatter,
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GeminiMultiAgentFormatter,
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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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ThinkingBlock,
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HintBlock,
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)
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_FIXED_ID = "TESTID1234567"
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class TestGeminiFormatter(IsolatedAsyncioTestCase):
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"""Comprehensive tests for Gemini 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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self.image_b64 = "ZmFrZSBpbWFnZSBkYXRh"
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# ---------------------------------------------------------------
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# Message fixtures
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# (Use base64 images: Gemini URL handling downloads from the network)
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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=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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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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_inline_img = {
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"inline_data": {"data": self.image_b64, "mime_type": "image/png"},
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}
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# ---------------------------------------------------------------
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# Ground truth: GeminiChatFormatter
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# - System message becomes role="user" (no special system role).
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# - Assistant messages become role="model".
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# - Content is in "parts" (not "content") as a list of dicts.
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# - ToolCallBlock becomes "function_call" part.
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# - ToolResultBlock becomes a separate role="user" message with
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# "function_response" part.
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# ---------------------------------------------------------------
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self.gt_chat = [
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{
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"role": "user",
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"parts": [{"text": "You're a helpful assistant."}],
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},
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{
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"role": "user",
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"parts": [
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{"text": "What is the capital of France?"},
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_inline_img,
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],
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},
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{
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"role": "model",
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"parts": [{"text": "The capital of France is Paris."}],
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},
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{
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"role": "user",
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"parts": [{"text": "What is the capital of Germany?"}],
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},
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{
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"role": "model",
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"parts": [{"text": "The capital of Germany is Berlin."}],
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},
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{
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"role": "user",
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"parts": [{"text": "What is the capital of Japan?"}],
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},
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{
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"role": "model",
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"parts": [
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{
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"function_call": {
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"id": "call_1",
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"name": "get_capital",
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"args": {"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": "user",
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"parts": [
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{
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"function_response": {
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"id": "call_1",
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"name": "get_capital",
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"response": {
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"output": "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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{
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"role": "model",
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"parts": [{"text": "The capital of Japan is Tokyo."}],
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},
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]
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# ---------------------------------------------------------------
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# Ground truth: GeminiMultiAgentFormatter
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# - System message: role="user" (same as chat formatter).
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# - Agent messages: collapsed into role="user" with parts list.
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# - Media blocks interleaved (text flushed before each DataBlock).
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# - is_first=False still wraps with <history> (no hist_prompt
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# prefix).
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# ---------------------------------------------------------------
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_hist_prompt = GeminiMultiAgentFormatter().conversation_history_prompt
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self._gt_trailing_asst = {
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"role": "model",
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"parts": [
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{"text": "The capital of Japan is Tokyo."},
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],
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}
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self._gt_tool_call = {
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"role": "model",
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"parts": [
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{
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"function_call": {
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"id": "call_1",
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"name": "get_capital",
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"args": {"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": "user",
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"parts": [
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{
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"function_response": {
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"id": "call_1",
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"name": "get_capital",
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"response": {
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"output": "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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self.gt_multiagent = [
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{
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"role": "user",
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"parts": [{"text": "You're a helpful assistant."}],
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},
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{
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"role": "user",
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"parts": [
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{
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"text": (
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_hist_prompt + "<history>\n"
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"user: What is the capital of France?"
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),
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},
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_inline_img,
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{
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"text": (
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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?\n"
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"</history>"
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),
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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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# GeminiChatFormatter 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 = GeminiChatFormatter()
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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_thinking_preserved(self) -> None:
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"""ThinkingBlock becomes a part with thought=True in Gemini format."""
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fmt = GeminiChatFormatter()
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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": "model",
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"parts": [
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{"thought": True, "text": "inner thoughts"},
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{"text": "reply"},
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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_empty_thinking_block_is_dropped(self) -> None:
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"""An empty ``ThinkingBlock`` must be skipped, not forwarded.
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Gemini rejects a thought part whose text is empty with a 400
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("contents.parts must not be empty"). Empty thinking blocks occur
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when a reasoning model returns no summary, so the formatter must
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drop them rather than emit ``{"thought": True, "text": ""}``.
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"""
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fmt = GeminiChatFormatter()
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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=""),
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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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# Only the text part remains — no empty thought part.
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self.assertEqual(len(res), 1)
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self.assertEqual(res[0]["role"], "model")
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thought_parts = [
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p for p in res[0]["parts"] if p.get("thought") is True
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]
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self.assertEqual(thought_parts, [])
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self.assertEqual(res[0]["parts"], [{"text": "reply"}])
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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_base64_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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"""Base64 images in tool results are promoted to a follow-up user
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message."""
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fmt = GeminiChatFormatter()
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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=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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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_output = (
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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": "model",
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"parts": [
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{
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"function_call": {
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"id": "call_img",
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"name": "get_map",
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"args": {"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": "user",
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"parts": [
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{
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"function_response": {
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"id": "call_img",
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"name": "get_map",
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"response": {"output": expected_tool_output},
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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": "user",
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"parts": [
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{
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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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"text": f"- {_FIXED_ID} (image file): ",
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},
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{
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"inline_data": {
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"data": self.image_b64,
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"mime_type": "image/png",
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},
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},
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{"text": "</system-reminder>"},
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],
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},
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{
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"role": "model",
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"parts": [
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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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res,
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)
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# -------------------------------------------------------------------
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# GeminiMultiAgentFormatter 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 = GeminiMultiAgentFormatter()
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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
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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 = GeminiChatFormatter()
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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"),
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TextBlock(text="text_1"),
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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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),
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ToolResultBlock(
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id="call_4",
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name="func_4",
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output=[TextBlock(text="result_4")],
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state=ToolResultState.SUCCESS,
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),
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ThinkingBlock(thinking="thinking_3"),
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TextBlock(text="text_3"),
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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": "model",
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"parts": [
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{"thought": True, "text": "thinking_1"},
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{"text": "text_1"},
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{
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"function_call": {
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"id": "call_1",
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"name": "func_1",
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"args": {"arg": "value1"},
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},
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},
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{
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"function_call": {
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"id": "call_2",
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"name": "func_2",
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"args": {"arg": "value2"},
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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": "user",
|
|
"parts": [
|
|
{
|
|
"function_response": {
|
|
"id": "call_1",
|
|
"name": "func_1",
|
|
"response": {"output": "result_1"},
|
|
},
|
|
},
|
|
],
|
|
},
|
|
{
|
|
"role": "user",
|
|
"parts": [
|
|
{
|
|
"function_response": {
|
|
"id": "call_2",
|
|
"name": "func_2",
|
|
"response": {"output": "result_2"},
|
|
},
|
|
},
|
|
],
|
|
},
|
|
{
|
|
"role": "model",
|
|
"parts": [
|
|
{"thought": True, "text": "thinking_2"},
|
|
{"text": "text_2"},
|
|
{
|
|
"function_call": {
|
|
"id": "call_3",
|
|
"name": "func_3",
|
|
"args": {"arg": "value3"},
|
|
},
|
|
},
|
|
],
|
|
},
|
|
{
|
|
"role": "user",
|
|
"parts": [
|
|
{
|
|
"function_response": {
|
|
"id": "call_3",
|
|
"name": "func_3",
|
|
"response": {"output": "result_3"},
|
|
},
|
|
},
|
|
],
|
|
},
|
|
{
|
|
"role": "model",
|
|
"parts": [
|
|
{
|
|
"function_call": {
|
|
"id": "call_4",
|
|
"name": "func_4",
|
|
"args": {"arg": "value4"},
|
|
},
|
|
},
|
|
],
|
|
},
|
|
{
|
|
"role": "user",
|
|
"parts": [
|
|
{
|
|
"function_response": {
|
|
"id": "call_4",
|
|
"name": "func_4",
|
|
"response": {"output": "result_4"},
|
|
},
|
|
},
|
|
],
|
|
},
|
|
{
|
|
"role": "model",
|
|
"parts": [
|
|
{"thought": True, "text": "thinking_3"},
|
|
{"text": "text_3"},
|
|
],
|
|
},
|
|
],
|
|
res,
|
|
)
|
|
|
|
async def test_chat_formatter_hint_block(self) -> None:
|
|
"""HintBlock flushes preceding content and becomes a user message."""
|
|
fmt = GeminiChatFormatter()
|
|
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": "model",
|
|
"parts": [
|
|
{"text": "Let me think about that."},
|
|
],
|
|
},
|
|
{
|
|
"role": "user",
|
|
"parts": [
|
|
{"text": "Remember to be concise."},
|
|
],
|
|
},
|
|
{
|
|
"role": "model",
|
|
"parts": [
|
|
{"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 = GeminiChatFormatter()
|
|
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",
|
|
"parts": [
|
|
{"text": "Inspect this screenshot:"},
|
|
{
|
|
"inline_data": {
|
|
"data": self.image_b64,
|
|
"mime_type": "image/png",
|
|
},
|
|
},
|
|
],
|
|
},
|
|
],
|
|
res,
|
|
)
|
|
|
|
async def test_tool_call_with_incomplete_input_does_not_crash(
|
|
self,
|
|
) -> None:
|
|
"""A truncated ``block.input`` must not crash the formatter.
|
|
|
|
Context compression or interrupted streaming can leave a
|
|
``ToolCallBlock.input`` as an incomplete JSON fragment. The
|
|
formatter must repair it into a dict instead of raising
|
|
``JSONDecodeError``.
|
|
"""
|
|
fmt = GeminiChatFormatter()
|
|
msgs = [
|
|
AssistantMsg(
|
|
name="assistant",
|
|
content=[
|
|
ToolCallBlock(
|
|
id="call_1",
|
|
name="get_weather",
|
|
input='{"city": "Tok',
|
|
),
|
|
],
|
|
),
|
|
]
|
|
|
|
res = await fmt.format(msgs)
|
|
|
|
function_call = [
|
|
part
|
|
for m in res
|
|
for part in m.get("parts", [])
|
|
if "function_call" in part
|
|
][0]["function_call"]
|
|
self.assertIsInstance(function_call["args"], dict)
|