447 lines
16 KiB
Python
447 lines
16 KiB
Python
# Copyright 2026 Google LLC
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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"""Unit tests for VisualStepSummarizer and Context Compressor in Flash profile."""
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from unittest.mock import AsyncMock, Mock, call
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from uuid import uuid4
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import pytest
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from langchain_core.messages import AIMessage, HumanMessage, ToolMessage
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from artemis.agents.flash.context_compressor import compress_flash_messages
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from artemis.agents.flash.summarizer import VisualStepSummarizer
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from artemis.context import ArtemisContext
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from artemis.sdk.builders import Builders
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@pytest.fixture
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def mock_context():
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ctx = Mock(spec=ArtemisContext)
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ctx.data_engine = None
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return ctx
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@pytest.mark.asyncio
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async def test_summarizer_dispatch_and_caching(mock_context):
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"""Verify non-blocking dispatch and summary generation."""
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summarizer = VisualStepSummarizer(mock_context)
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mock_llm_response = AIMessage(
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content="[Step 1 State: Tapped 'Login' button. Home view opened.]"
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)
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summarizer._llm = Mock()
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summarizer._llm.ainvoke = AsyncMock(return_value=mock_llm_response)
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summarizer.dispatch(
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step_number=1,
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action_name="click",
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action_args={"target": [500, 600]},
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pre_img_bytes=b"fake_pre",
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post_img_bytes=b"fake_post",
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exec_outcome="Clicked successfully",
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)
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# Await background task flush
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await summarizer.flush()
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assert summarizer.has_summary(1)
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summary = summarizer.get_summary(1)
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assert "[Step 1 State: Tapped 'Login' button. Home view opened.]" in summary
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# Verify memory optimization: image buffers are released
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assert summarizer._step_inputs[1]["pre_img_bytes"] is None
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assert summarizer._step_inputs[1]["post_img_bytes"] is None
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@pytest.mark.asyncio
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async def test_summarizer_retries_independently(mock_context):
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"""A failed summary retries without waiting for another action to arrive."""
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summarizer = VisualStepSummarizer(mock_context)
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attempt_count = 0
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async def mock_ainvoke(messages):
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nonlocal attempt_count
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attempt_count += 1
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# Fail the first attempt, then return the requested step summary.
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if attempt_count == 1:
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raise TimeoutError("Simulated timeout")
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msg_str = str(messages)
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if "Step 1" in msg_str:
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return AIMessage(content="[Step 1 State: Recovered Step 1 summary]")
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raise AssertionError("Unexpected step")
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summarizer._llm = Mock()
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summarizer._llm.ainvoke = AsyncMock(side_effect=mock_ainvoke)
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# No Step 2 dispatch is needed to trigger the retry.
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summarizer.dispatch(
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step_number=1,
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action_name="click",
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action_args={"target": [100, 100]},
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pre_img_bytes=b"pre1",
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post_img_bytes=b"post1",
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exec_outcome="Outcome 1",
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)
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await summarizer.flush()
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assert summarizer.has_summary(1)
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assert "Recovered Step 1" in summarizer.get_summary(1)
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assert attempt_count == 2
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def test_context_compressor_with_ready_summaries(mock_context):
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"""Verify that ready summaries replace past image blocks and prune outdated XML."""
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summarizer = VisualStepSummarizer(mock_context)
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summarizer._summaries[1] = "[Step 1 State: Tapped Search bar. Keyboard appeared.]"
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summarizer._summaries[2] = "[Step 2 State: Typed 'flights'. Suggestions displayed.]"
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messages = [
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HumanMessage(
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content=[
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{"type": "text", "text": "Task: Search flights"},
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{"type": "image_url", "image_url": {"url": "data:image/jpeg;base64,IMG_1"}},
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{"type": "text", "text": "--- UI Element List ---\nOld Tree 1"},
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]
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),
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ToolMessage(
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tool_call_id="tc1",
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name="click",
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content=[
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{"type": "text", "text": "Action 'click' completed."},
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{"type": "image_url", "image_url": {"url": "data:image/jpeg;base64,IMG_2"}},
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{"type": "text", "text": "--- UI Element List ---\nOld Tree 2"},
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],
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),
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ToolMessage(
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tool_call_id="tc2",
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name="input_text",
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content=[
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{"type": "text", "text": "Action 'input_text' completed."},
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{"type": "image_url", "image_url": {"url": "data:image/jpeg;base64,IMG_3"}},
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{"type": "text", "text": "--- UI Element List ---\nLive Latest Tree 3"},
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],
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),
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]
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compress_flash_messages(messages, summarizer=summarizer, prune_history_xml=True)
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# Initial HumanMessage: Historical initial image pruned, task text preserved
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assert len(messages[0].content) == 1
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assert messages[0].content[0]["text"] == "Task: Search flights"
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# Step 1 (ToolMessage 1): Image replaced with Step 1 summary, old XML pruned
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assert len(messages[1].content) == 2
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assert messages[1].content[0]["text"] == "Action 'click' completed."
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assert messages[1].content[1]["text"] == (
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"--- Historical Visual Transition ---\n"
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"[Step 1 State: Tapped Search bar. Keyboard appeared.]"
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)
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# Step 2 (ToolMessage 2 - Latest live screen): Image and latest live XML MUST be preserved
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assert len(messages[2].content) == 3
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assert messages[2].content[0]["text"] == "Action 'input_text' completed."
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assert messages[2].content[1]["type"] == "image_url"
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assert "Live Latest Tree 3" in messages[2].content[2]["text"]
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def test_context_compressor_graceful_fallback(mock_context):
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"""Verify that when a summary is not ready yet, it cleanly falls back to standard pruned state."""
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summarizer = VisualStepSummarizer(mock_context)
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# Step 1 has no summary in cache
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messages = [
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HumanMessage(
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content=[
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{"type": "text", "text": "Task: Search"},
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{"type": "image_url", "image_url": {"url": "data:image/jpeg;base64,IMG_1"}},
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]
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),
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ToolMessage(
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tool_call_id="tc1",
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name="click",
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content=[
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{"type": "text", "text": "Action 'click' completed."},
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{"type": "image_url", "image_url": {"url": "data:image/jpeg;base64,IMG_2"}},
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],
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),
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]
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compress_flash_messages(messages, summarizer=summarizer, prune_history_xml=True)
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# Turn 1 should simply have image omitted (standard fallback)
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assert len(messages[0].content) == 1
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assert messages[0].content[0]["text"] == "Task: Search"
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# Turn 2 (Latest) preserves image
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assert len(messages[1].content) == 2
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assert messages[1].content[1]["type"] == "image_url"
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def test_context_compressor_backfills_late_summary_idempotently(mock_context):
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"""A pending image remains until its late summary replaces it."""
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summarizer = VisualStepSummarizer(mock_context)
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summarizer._step_inputs["action-1"] = {"step_number": 1}
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messages = [
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HumanMessage(
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content=[
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{"type": "text", "text": "Task: Search"},
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{"type": "image_url", "image_url": {"url": "data:image/jpeg;base64,IMG_1"}},
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]
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),
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ToolMessage(
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tool_call_id="action-1",
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name="click",
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content=[
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{"type": "text", "text": "Tapped Search."},
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{"type": "image_url", "image_url": {"url": "data:image/jpeg;base64,IMG_2"}},
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],
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),
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ToolMessage(
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tool_call_id="action-2",
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name="input_text",
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content=[
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{"type": "text", "text": "Typed query."},
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{"type": "image_url", "image_url": {"url": "data:image/jpeg;base64,IMG_3"}},
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],
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),
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]
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compress_flash_messages(messages, summarizer=summarizer)
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assert any(block["type"] == "image_url" for block in messages[1].content)
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assert len(messages[1].content) == 2
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summarizer._summaries["action-1"] = "Search field focused; keyboard appeared."
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compress_flash_messages(messages, summarizer=summarizer)
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compress_flash_messages(messages, summarizer=summarizer)
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generated_blocks = [
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block
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for block in messages[1].content
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if block.get("text", "").startswith("--- Historical Visual Transition ---")
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]
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assert len(generated_blocks) == 1
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assert generated_blocks[0]["text"].endswith("Search field focused; keyboard appeared.")
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assert all(block["type"] != "image_url" for block in messages[1].content)
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def test_context_compressor_uses_tool_call_id_over_message_ordinal(mock_context):
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"""Generic tool messages cannot shift action summaries onto the wrong result."""
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summarizer = VisualStepSummarizer(mock_context)
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summarizer._summaries["click-id"] = "Click-specific visual memory."
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summarizer._summaries["type-id"] = "Typing-specific visual memory."
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messages = [
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ToolMessage(
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tool_call_id="click-id",
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name="click",
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content=[
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{"type": "text", "text": "Clicked."},
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{"type": "image_url", "image_url": {"url": "data:image/jpeg;base64,A"}},
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],
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),
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ToolMessage(
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tool_call_id="explorer-id",
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name="ask_explorer",
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content=[{"type": "text", "text": "Explorer result."}],
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),
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ToolMessage(
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tool_call_id="type-id",
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name="input_text",
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content=[
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{"type": "text", "text": "Typed."},
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{"type": "image_url", "image_url": {"url": "data:image/jpeg;base64,B"}},
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],
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),
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]
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compress_flash_messages(messages, summarizer=summarizer)
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assert "Click-specific visual memory." in str(messages[0].content)
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assert "Typing-specific visual memory." not in str(messages[0].content)
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assert "Visual Transition" not in str(messages[1].content)
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# The latest live observation remains uncompressed until a newer screen exists.
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assert messages[2].content[-1]["type"] == "image_url"
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def test_context_compressor_preserves_text_before_embedded_ui_list(mock_context):
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"""Pruning a combined XML block must retain its action result prefix."""
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messages = [
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ToolMessage(
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tool_call_id="old",
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name="click",
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content=[
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{
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"type": "text",
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"text": "Tapped Settings.\n--- UI Element List ---\n[huge tree]",
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},
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{"type": "image_url", "image_url": {"url": "data:image/jpeg;base64,A"}},
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],
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),
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ToolMessage(
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tool_call_id="live",
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name="click",
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content=[
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{"type": "text", "text": "Opened page."},
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{"type": "image_url", "image_url": {"url": "data:image/jpeg;base64,B"}},
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],
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),
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]
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compress_flash_messages(messages, prune_history_xml=True)
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assert messages[0].content == [{"type": "text", "text": "Tapped Settings."}]
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@pytest.mark.asyncio
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async def test_summarizer_keys_actions_independently_of_turn_number(mock_context):
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"""Multiple actions from one LLM turn keep independent inputs and summaries."""
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mock_context.data_engine = Mock()
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summarizer = VisualStepSummarizer(mock_context)
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async def mock_ainvoke(messages):
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prompt = str(messages)
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if "first action" in prompt:
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return AIMessage(content="First action memory.")
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return AIMessage(content="Second action memory.")
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summarizer._llm = Mock()
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summarizer._llm.ainvoke = AsyncMock(side_effect=mock_ainvoke)
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first_step_id = uuid4()
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second_step_id = uuid4()
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summarizer.dispatch(
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step_number=1,
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action_name="click",
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action_args={"label": "first action"},
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pre_img_bytes=None,
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post_img_bytes=None,
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exec_outcome="one",
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action_key="tc-1",
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data_engine_step_id=first_step_id,
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)
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summarizer.dispatch(
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step_number=2,
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action_name="click",
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action_args={"label": "second action"},
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pre_img_bytes=None,
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post_img_bytes=None,
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exec_outcome="two",
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action_key="tc-2",
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data_engine_step_id=second_step_id,
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)
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await summarizer.flush()
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assert summarizer.get_summary("tc-1") == "First action memory."
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assert summarizer.get_summary("tc-2") == "Second action memory."
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assert summarizer._step_inputs["tc-1"]["data_engine_step_id"] == first_step_id
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assert summarizer._step_inputs["tc-2"]["data_engine_step_id"] == second_step_id
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mock_context.data_engine.update_step_summary.assert_has_calls(
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[
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call(first_step_id, "First action memory."),
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call(second_step_id, "Second action memory."),
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],
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any_order=True,
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)
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def test_flash_config_and_builder():
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"""Verify Flash profile configuration model and SDK builder fluent API."""
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cfg = Builders.AgentConfig.with_flash_config(
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max_turns=25,
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explorer_mode="flash",
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step_summarizer=True,
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step_summarizer_model="gemini-2.5-flash-lite",
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prune_history_xml=True,
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).build()
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assert cfg.flash.max_turns == 25
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assert cfg.flash.explorer_mode == "flash"
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assert cfg.flash.step_summarizer.enabled is True
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assert cfg.flash.step_summarizer.model == "gemini-2.5-flash-lite"
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assert cfg.flash.step_summarizer.prune_history_xml is True
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@pytest.mark.asyncio
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async def test_data_engine_integration_with_step_summarizer(mock_context):
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"""Verify that generated summaries sync into DataEngine and are visible to get_agent_friendly_steps."""
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mock_de = Mock()
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mock_de.update_step_summary = Mock()
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mock_context.data_engine = mock_de
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summarizer = VisualStepSummarizer(mock_context)
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summarizer._llm = Mock()
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summarizer._llm.ainvoke = AsyncMock(
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return_value=AIMessage(content="[Step 1 State: Input text confirmed.]")
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)
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summarizer.dispatch(
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step_number=1,
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action_name="input_text",
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action_args={"text": "hello"},
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pre_img_bytes=b"pre",
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post_img_bytes=b"post",
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exec_outcome="Executed typing",
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)
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await summarizer.flush()
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mock_de.update_step_summary.assert_called_once_with(1, "[Step 1 State: Input text confirmed.]")
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def test_draw_action_overlay_rendering():
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"""Verify that draw_action_overlay_on_image correctly renders markers on images."""
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import io
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from PIL import Image
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from artemis.utils.visualization import draw_action_overlay_on_image
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# Create a blank RGB image in memory
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img = Image.new("RGB", (1080, 2400), color="white")
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buf = io.BytesIO()
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img.save(buf, format="JPEG")
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raw_bytes = buf.getvalue()
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# 1. Click overlay
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annotated_click = draw_action_overlay_on_image(
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image_bytes=raw_bytes,
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action_name="click",
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action_args={"target": [540, 1200]},
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)
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assert len(annotated_click) > 0
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assert annotated_click != raw_bytes
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# 2. Swipe overlay
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annotated_swipe = draw_action_overlay_on_image(
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image_bytes=raw_bytes,
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action_name="swipe",
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action_args={"start": [500, 1800], "end": [500, 600]},
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)
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assert len(annotated_swipe) > 0
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assert annotated_swipe != raw_bytes
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# 3. Click Sequence overlay
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annotated_seq = draw_action_overlay_on_image(
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image_bytes=raw_bytes,
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action_name="click_sequence",
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action_args={"sequence": [[200, 300], [400, 500], [600, 700]]},
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)
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assert len(annotated_seq) > 0
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assert annotated_seq != raw_bytes
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# 4. Fail-safe on corrupt bytes
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corrupt_result = draw_action_overlay_on_image(
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image_bytes=b"invalid_bytes",
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action_name="click",
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action_args={"target": [100, 100]},
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)
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assert corrupt_result == b"invalid_bytes"
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