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Build error
Build error
Merge pull request #20 from chopratejas/fix/intelligent-context-anthropic-format
Browse files
headroom/transforms/intelligent_context.py
CHANGED
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@@ -683,15 +683,47 @@ class IntelligentContextManager(Transform):
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i -= 1
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-
#
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for i in list(protected):
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msg = messages[i]
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-
if msg.get("role") == "assistant"
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-
tool_call_ids =
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-
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return protected
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i -= 1
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# Also protect any tool responses that belong to protected assistant messages
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for i in list(protected):
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msg = messages[i]
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if msg.get("role") == "assistant":
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tool_call_ids: set[str] = set()
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# OpenAI format: tool_calls array
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if msg.get("tool_calls"):
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tool_call_ids.update(
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tc.get("id") for tc in msg.get("tool_calls", []) if tc.get("id")
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)
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# Anthropic format: content blocks with type=tool_use
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content = msg.get("content")
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if isinstance(content, list):
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for block in content:
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if isinstance(block, dict) and block.get("type") == "tool_use":
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tc_id = block.get("id")
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if tc_id:
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tool_call_ids.add(tc_id)
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# Find and protect corresponding tool responses
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if tool_call_ids:
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for j, other_msg in enumerate(messages):
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# OpenAI format: role="tool"
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if other_msg.get("role") == "tool":
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if other_msg.get("tool_call_id") in tool_call_ids:
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protected.add(j)
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# Anthropic format: role="user" with tool_result blocks
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if other_msg.get("role") == "user":
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other_content = other_msg.get("content")
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if isinstance(other_content, list):
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for block in other_content:
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if (
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isinstance(block, dict)
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and block.get("type") == "tool_result"
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and block.get("tool_use_id") in tool_call_ids
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):
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protected.add(j)
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break
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return protected
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tests/test_transforms/test_intelligent_context.py
CHANGED
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@@ -1775,3 +1775,374 @@ class TestSummarizeEdgeCases:
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assert result.messages is not None
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# No summaries created due to exception
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assert len(result.summaries_created) == 0
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| 1775 |
assert result.messages is not None
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| 1776 |
# No summaries created due to exception
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| 1777 |
assert len(result.summaries_created) == 0
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| 1778 |
+
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| 1779 |
+
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| 1780 |
+
# =============================================================================
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| 1781 |
+
# Test Anthropic Format Tool Protection
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| 1782 |
+
# =============================================================================
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| 1783 |
+
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| 1784 |
+
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| 1785 |
+
class TestAnthropicFormatToolProtection:
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| 1786 |
+
"""Tests for Anthropic format tool_use/tool_result protection.
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| 1787 |
+
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| 1788 |
+
These tests verify that IntelligentContextManager correctly handles
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| 1789 |
+
Anthropic's native format where:
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| 1790 |
+
- tool_use blocks appear in assistant.content[]
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| 1791 |
+
- tool_result blocks appear in user.content[]
|
| 1792 |
+
|
| 1793 |
+
This is critical for Claude Code integration.
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| 1794 |
+
"""
|
| 1795 |
+
|
| 1796 |
+
@pytest.fixture
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| 1797 |
+
def anthropic_tool_conversation(self) -> list[dict[str, Any]]:
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| 1798 |
+
"""Conversation with Anthropic format tool_use/tool_result."""
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| 1799 |
+
return [
|
| 1800 |
+
{"role": "system", "content": "You are a helpful assistant."},
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| 1801 |
+
{"role": "user", "content": "Take a screenshot of the page."},
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| 1802 |
+
{
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| 1803 |
+
"role": "assistant",
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| 1804 |
+
"content": [
|
| 1805 |
+
{"type": "text", "text": "I'll take a screenshot for you."},
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| 1806 |
+
{
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| 1807 |
+
"type": "tool_use",
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| 1808 |
+
"id": "toolu_screenshot_1",
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| 1809 |
+
"name": "browser_screenshot",
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| 1810 |
+
"input": {},
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| 1811 |
+
},
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| 1812 |
+
],
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| 1813 |
+
},
|
| 1814 |
+
{
|
| 1815 |
+
"role": "user",
|
| 1816 |
+
"content": [
|
| 1817 |
+
{
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| 1818 |
+
"type": "tool_result",
|
| 1819 |
+
"tool_use_id": "toolu_screenshot_1",
|
| 1820 |
+
"content": "Screenshot captured successfully: [base64 image data]",
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| 1821 |
+
}
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| 1822 |
+
],
|
| 1823 |
+
},
|
| 1824 |
+
{
|
| 1825 |
+
"role": "assistant",
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| 1826 |
+
"content": "I've captured the screenshot. The page shows a login form.",
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| 1827 |
+
},
|
| 1828 |
+
{"role": "user", "content": "Now click the submit button."},
|
| 1829 |
+
{
|
| 1830 |
+
"role": "assistant",
|
| 1831 |
+
"content": [
|
| 1832 |
+
{"type": "text", "text": "Clicking the submit button."},
|
| 1833 |
+
{
|
| 1834 |
+
"type": "tool_use",
|
| 1835 |
+
"id": "toolu_click_1",
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| 1836 |
+
"name": "browser_click",
|
| 1837 |
+
"input": {"selector": "#submit"},
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| 1838 |
+
},
|
| 1839 |
+
],
|
| 1840 |
+
},
|
| 1841 |
+
{
|
| 1842 |
+
"role": "user",
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| 1843 |
+
"content": [
|
| 1844 |
+
{
|
| 1845 |
+
"type": "tool_result",
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| 1846 |
+
"tool_use_id": "toolu_click_1",
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| 1847 |
+
"content": "Clicked element #submit",
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| 1848 |
+
}
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| 1849 |
+
],
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| 1850 |
+
},
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| 1851 |
+
{"role": "assistant", "content": "Done! The form has been submitted."},
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| 1852 |
+
{"role": "user", "content": "Thanks!"},
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| 1853 |
+
]
|
| 1854 |
+
|
| 1855 |
+
@pytest.fixture
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| 1856 |
+
def anthropic_multiple_tools_same_message(self) -> list[dict[str, Any]]:
|
| 1857 |
+
"""Multiple Anthropic tool_use blocks in same assistant message."""
|
| 1858 |
+
return [
|
| 1859 |
+
{"role": "system", "content": "You are a code assistant."},
|
| 1860 |
+
{"role": "user", "content": "Read both config files."},
|
| 1861 |
+
{
|
| 1862 |
+
"role": "assistant",
|
| 1863 |
+
"content": [
|
| 1864 |
+
{"type": "text", "text": "I'll read both files."},
|
| 1865 |
+
{
|
| 1866 |
+
"type": "tool_use",
|
| 1867 |
+
"id": "toolu_read_1",
|
| 1868 |
+
"name": "Read",
|
| 1869 |
+
"input": {"file_path": "/etc/config1.json"},
|
| 1870 |
+
},
|
| 1871 |
+
{
|
| 1872 |
+
"type": "tool_use",
|
| 1873 |
+
"id": "toolu_read_2",
|
| 1874 |
+
"name": "Read",
|
| 1875 |
+
"input": {"file_path": "/etc/config2.json"},
|
| 1876 |
+
},
|
| 1877 |
+
],
|
| 1878 |
+
},
|
| 1879 |
+
{
|
| 1880 |
+
"role": "user",
|
| 1881 |
+
"content": [
|
| 1882 |
+
{
|
| 1883 |
+
"type": "tool_result",
|
| 1884 |
+
"tool_use_id": "toolu_read_1",
|
| 1885 |
+
"content": '{"setting1": "value1"}',
|
| 1886 |
+
},
|
| 1887 |
+
{
|
| 1888 |
+
"type": "tool_result",
|
| 1889 |
+
"tool_use_id": "toolu_read_2",
|
| 1890 |
+
"content": '{"setting2": "value2"}',
|
| 1891 |
+
},
|
| 1892 |
+
],
|
| 1893 |
+
},
|
| 1894 |
+
{"role": "assistant", "content": "Both config files have been read."},
|
| 1895 |
+
{"role": "user", "content": "Great, thanks!"},
|
| 1896 |
+
]
|
| 1897 |
+
|
| 1898 |
+
def test_anthropic_tool_result_protected_when_tool_use_protected(
|
| 1899 |
+
self,
|
| 1900 |
+
anthropic_tool_conversation: list[dict[str, Any]],
|
| 1901 |
+
tokenizer: Tokenizer,
|
| 1902 |
+
):
|
| 1903 |
+
"""Tool_result user messages should be protected when their tool_use is protected."""
|
| 1904 |
+
config = IntelligentContextConfig(keep_last_turns=2)
|
| 1905 |
+
manager = IntelligentContextManager(config=config)
|
| 1906 |
+
|
| 1907 |
+
protected = manager._get_protected_indices(anthropic_tool_conversation)
|
| 1908 |
+
|
| 1909 |
+
# The last tool_use is at index 6, tool_result at index 7
|
| 1910 |
+
# With keep_last_turns=2, indices 6-9 should be protected
|
| 1911 |
+
# The tool_result at 7 should be protected
|
| 1912 |
+
|
| 1913 |
+
# Check that if assistant with tool_use is protected, its tool_result is too
|
| 1914 |
+
for i in protected:
|
| 1915 |
+
msg = anthropic_tool_conversation[i]
|
| 1916 |
+
if msg.get("role") == "assistant":
|
| 1917 |
+
content = msg.get("content")
|
| 1918 |
+
if isinstance(content, list):
|
| 1919 |
+
tool_use_ids = set()
|
| 1920 |
+
for block in content:
|
| 1921 |
+
if isinstance(block, dict) and block.get("type") == "tool_use":
|
| 1922 |
+
tool_use_ids.add(block.get("id"))
|
| 1923 |
+
|
| 1924 |
+
# Find the corresponding tool_result message
|
| 1925 |
+
if tool_use_ids:
|
| 1926 |
+
for j, other_msg in enumerate(anthropic_tool_conversation):
|
| 1927 |
+
if other_msg.get("role") == "user":
|
| 1928 |
+
other_content = other_msg.get("content")
|
| 1929 |
+
if isinstance(other_content, list):
|
| 1930 |
+
for block in other_content:
|
| 1931 |
+
if (
|
| 1932 |
+
isinstance(block, dict)
|
| 1933 |
+
and block.get("type") == "tool_result"
|
| 1934 |
+
and block.get("tool_use_id") in tool_use_ids
|
| 1935 |
+
):
|
| 1936 |
+
assert j in protected, (
|
| 1937 |
+
f"Tool_result at {j} should be protected "
|
| 1938 |
+
f"because tool_use at {i} is protected"
|
| 1939 |
+
)
|
| 1940 |
+
|
| 1941 |
+
def test_anthropic_tool_units_dropped_atomically(
|
| 1942 |
+
self,
|
| 1943 |
+
anthropic_tool_conversation: list[dict[str, Any]],
|
| 1944 |
+
tokenizer: Tokenizer,
|
| 1945 |
+
):
|
| 1946 |
+
"""Anthropic tool_use and tool_result should be dropped together."""
|
| 1947 |
+
config = IntelligentContextConfig(keep_last_turns=1)
|
| 1948 |
+
manager = IntelligentContextManager(config=config)
|
| 1949 |
+
|
| 1950 |
+
# Force dropping by using small limit
|
| 1951 |
+
result = manager.apply(
|
| 1952 |
+
anthropic_tool_conversation,
|
| 1953 |
+
tokenizer,
|
| 1954 |
+
model_limit=300,
|
| 1955 |
+
output_buffer=50,
|
| 1956 |
+
)
|
| 1957 |
+
|
| 1958 |
+
# Verify no orphaned tool_results
|
| 1959 |
+
tool_use_ids_present = set()
|
| 1960 |
+
tool_result_ids_present = set()
|
| 1961 |
+
|
| 1962 |
+
for msg in result.messages:
|
| 1963 |
+
content = msg.get("content")
|
| 1964 |
+
if isinstance(content, list):
|
| 1965 |
+
for block in content:
|
| 1966 |
+
if isinstance(block, dict):
|
| 1967 |
+
if block.get("type") == "tool_use":
|
| 1968 |
+
tool_use_ids_present.add(block.get("id"))
|
| 1969 |
+
elif block.get("type") == "tool_result":
|
| 1970 |
+
tool_result_ids_present.add(block.get("tool_use_id"))
|
| 1971 |
+
|
| 1972 |
+
# Every tool_result should have its tool_use present
|
| 1973 |
+
for result_id in tool_result_ids_present:
|
| 1974 |
+
assert result_id in tool_use_ids_present, (
|
| 1975 |
+
f"Orphaned tool_result with tool_use_id={result_id}"
|
| 1976 |
+
)
|
| 1977 |
+
|
| 1978 |
+
def test_anthropic_multiple_tools_same_message_atomic(
|
| 1979 |
+
self,
|
| 1980 |
+
anthropic_multiple_tools_same_message: list[dict[str, Any]],
|
| 1981 |
+
tokenizer: Tokenizer,
|
| 1982 |
+
):
|
| 1983 |
+
"""Multiple tool_use blocks in same message should be handled atomically."""
|
| 1984 |
+
config = IntelligentContextConfig(keep_last_turns=1)
|
| 1985 |
+
manager = IntelligentContextManager(config=config)
|
| 1986 |
+
|
| 1987 |
+
result = manager.apply(
|
| 1988 |
+
anthropic_multiple_tools_same_message,
|
| 1989 |
+
tokenizer,
|
| 1990 |
+
model_limit=200,
|
| 1991 |
+
output_buffer=50,
|
| 1992 |
+
)
|
| 1993 |
+
|
| 1994 |
+
# Check atomicity
|
| 1995 |
+
tool_use_ids = set()
|
| 1996 |
+
tool_result_ids = set()
|
| 1997 |
+
|
| 1998 |
+
for msg in result.messages:
|
| 1999 |
+
content = msg.get("content")
|
| 2000 |
+
if isinstance(content, list):
|
| 2001 |
+
for block in content:
|
| 2002 |
+
if isinstance(block, dict):
|
| 2003 |
+
if block.get("type") == "tool_use":
|
| 2004 |
+
tool_use_ids.add(block.get("id"))
|
| 2005 |
+
elif block.get("type") == "tool_result":
|
| 2006 |
+
tool_result_ids.add(block.get("tool_use_id"))
|
| 2007 |
+
|
| 2008 |
+
# All tool_results should have their tool_use
|
| 2009 |
+
for result_id in tool_result_ids:
|
| 2010 |
+
assert result_id in tool_use_ids, f"Orphaned tool_result: {result_id}"
|
| 2011 |
+
|
| 2012 |
+
def test_anthropic_format_no_api_error_scenario(
|
| 2013 |
+
self,
|
| 2014 |
+
anthropic_tool_conversation: list[dict[str, Any]],
|
| 2015 |
+
tokenizer: Tokenizer,
|
| 2016 |
+
):
|
| 2017 |
+
"""Verify the specific scenario that causes 'unexpected tool_use_id' error is fixed."""
|
| 2018 |
+
# This test specifically verifies the bug fix for:
|
| 2019 |
+
# "unexpected tool_use_id found in tool_result blocks"
|
| 2020 |
+
|
| 2021 |
+
config = IntelligentContextConfig(
|
| 2022 |
+
keep_last_turns=1,
|
| 2023 |
+
keep_system=True,
|
| 2024 |
+
)
|
| 2025 |
+
manager = IntelligentContextManager(config=config)
|
| 2026 |
+
|
| 2027 |
+
# Use a limit that would cause dropping
|
| 2028 |
+
result = manager.apply(
|
| 2029 |
+
anthropic_tool_conversation,
|
| 2030 |
+
tokenizer,
|
| 2031 |
+
model_limit=250,
|
| 2032 |
+
output_buffer=50,
|
| 2033 |
+
)
|
| 2034 |
+
|
| 2035 |
+
# Simulate what the API would check
|
| 2036 |
+
tool_use_ids_in_conversation = set()
|
| 2037 |
+
tool_result_ids_in_conversation = set()
|
| 2038 |
+
|
| 2039 |
+
for msg in result.messages:
|
| 2040 |
+
content = msg.get("content")
|
| 2041 |
+
if isinstance(content, list):
|
| 2042 |
+
for block in content:
|
| 2043 |
+
if isinstance(block, dict):
|
| 2044 |
+
if block.get("type") == "tool_use":
|
| 2045 |
+
tool_use_ids_in_conversation.add(block.get("id"))
|
| 2046 |
+
elif block.get("type") == "tool_result":
|
| 2047 |
+
tool_result_ids_in_conversation.add(block.get("tool_use_id"))
|
| 2048 |
+
|
| 2049 |
+
# API error condition: tool_result references a tool_use_id that doesn't exist
|
| 2050 |
+
orphaned_results = tool_result_ids_in_conversation - tool_use_ids_in_conversation
|
| 2051 |
+
|
| 2052 |
+
assert len(orphaned_results) == 0, (
|
| 2053 |
+
f"Would cause API error! Orphaned tool_result ids: {orphaned_results}"
|
| 2054 |
+
)
|
| 2055 |
+
|
| 2056 |
+
def test_mixed_openai_and_anthropic_formats(
|
| 2057 |
+
self,
|
| 2058 |
+
tokenizer: Tokenizer,
|
| 2059 |
+
):
|
| 2060 |
+
"""Both OpenAI and Anthropic formats should work together."""
|
| 2061 |
+
messages = [
|
| 2062 |
+
{"role": "system", "content": "You are helpful."},
|
| 2063 |
+
{"role": "user", "content": "Do things."},
|
| 2064 |
+
# OpenAI format tool call
|
| 2065 |
+
{
|
| 2066 |
+
"role": "assistant",
|
| 2067 |
+
"tool_calls": [
|
| 2068 |
+
{
|
| 2069 |
+
"id": "call_openai_1",
|
| 2070 |
+
"type": "function",
|
| 2071 |
+
"function": {"name": "openai_tool", "arguments": "{}"},
|
| 2072 |
+
}
|
| 2073 |
+
],
|
| 2074 |
+
},
|
| 2075 |
+
{
|
| 2076 |
+
"role": "tool",
|
| 2077 |
+
"tool_call_id": "call_openai_1",
|
| 2078 |
+
"content": "OpenAI tool result",
|
| 2079 |
+
},
|
| 2080 |
+
{"role": "assistant", "content": "OpenAI tool done."},
|
| 2081 |
+
{"role": "user", "content": "Now use Anthropic format."},
|
| 2082 |
+
# Anthropic format tool call
|
| 2083 |
+
{
|
| 2084 |
+
"role": "assistant",
|
| 2085 |
+
"content": [
|
| 2086 |
+
{
|
| 2087 |
+
"type": "tool_use",
|
| 2088 |
+
"id": "toolu_anthropic_1",
|
| 2089 |
+
"name": "anthropic_tool",
|
| 2090 |
+
"input": {},
|
| 2091 |
+
}
|
| 2092 |
+
],
|
| 2093 |
+
},
|
| 2094 |
+
{
|
| 2095 |
+
"role": "user",
|
| 2096 |
+
"content": [
|
| 2097 |
+
{
|
| 2098 |
+
"type": "tool_result",
|
| 2099 |
+
"tool_use_id": "toolu_anthropic_1",
|
| 2100 |
+
"content": "Anthropic tool result",
|
| 2101 |
+
}
|
| 2102 |
+
],
|
| 2103 |
+
},
|
| 2104 |
+
{"role": "assistant", "content": "All done!"},
|
| 2105 |
+
{"role": "user", "content": "Thanks!"},
|
| 2106 |
+
]
|
| 2107 |
+
|
| 2108 |
+
config = IntelligentContextConfig(keep_last_turns=1)
|
| 2109 |
+
manager = IntelligentContextManager(config=config)
|
| 2110 |
+
|
| 2111 |
+
result = manager.apply(
|
| 2112 |
+
messages,
|
| 2113 |
+
tokenizer,
|
| 2114 |
+
model_limit=200,
|
| 2115 |
+
output_buffer=50,
|
| 2116 |
+
)
|
| 2117 |
+
|
| 2118 |
+
# Verify no orphaned tools of either format
|
| 2119 |
+
openai_call_ids = set()
|
| 2120 |
+
openai_result_ids = set()
|
| 2121 |
+
anthropic_use_ids = set()
|
| 2122 |
+
anthropic_result_ids = set()
|
| 2123 |
+
|
| 2124 |
+
for msg in result.messages:
|
| 2125 |
+
# OpenAI format
|
| 2126 |
+
if msg.get("tool_calls"):
|
| 2127 |
+
for tc in msg["tool_calls"]:
|
| 2128 |
+
openai_call_ids.add(tc.get("id"))
|
| 2129 |
+
if msg.get("role") == "tool":
|
| 2130 |
+
openai_result_ids.add(msg.get("tool_call_id"))
|
| 2131 |
+
|
| 2132 |
+
# Anthropic format
|
| 2133 |
+
content = msg.get("content")
|
| 2134 |
+
if isinstance(content, list):
|
| 2135 |
+
for block in content:
|
| 2136 |
+
if isinstance(block, dict):
|
| 2137 |
+
if block.get("type") == "tool_use":
|
| 2138 |
+
anthropic_use_ids.add(block.get("id"))
|
| 2139 |
+
elif block.get("type") == "tool_result":
|
| 2140 |
+
anthropic_result_ids.add(block.get("tool_use_id"))
|
| 2141 |
+
|
| 2142 |
+
# Check OpenAI format
|
| 2143 |
+
for result_id in openai_result_ids:
|
| 2144 |
+
assert result_id in openai_call_ids, f"Orphaned OpenAI tool: {result_id}"
|
| 2145 |
+
|
| 2146 |
+
# Check Anthropic format
|
| 2147 |
+
for result_id in anthropic_result_ids:
|
| 2148 |
+
assert result_id in anthropic_use_ids, f"Orphaned Anthropic tool: {result_id}"
|
tests/test_transforms/test_rolling_window.py
CHANGED
|
@@ -1,11 +1,20 @@
|
|
| 1 |
"""Tests for rolling window transform."""
|
| 2 |
|
|
|
|
|
|
|
|
|
|
| 3 |
import pytest
|
| 4 |
|
| 5 |
from headroom import OpenAIProvider, RollingWindowConfig, Tokenizer
|
| 6 |
from headroom.parser import find_tool_units
|
| 7 |
from headroom.transforms import RollingWindow
|
| 8 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 9 |
# Create a shared provider for tests
|
| 10 |
_provider = OpenAIProvider()
|
| 11 |
|
|
@@ -846,3 +855,364 @@ class TestTransformResult:
|
|
| 846 |
|
| 847 |
# warnings should be a list (possibly empty)
|
| 848 |
assert isinstance(result.warnings, list)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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| 1 |
"""Tests for rolling window transform."""
|
| 2 |
|
| 3 |
+
import os
|
| 4 |
+
from typing import Any
|
| 5 |
+
|
| 6 |
import pytest
|
| 7 |
|
| 8 |
from headroom import OpenAIProvider, RollingWindowConfig, Tokenizer
|
| 9 |
from headroom.parser import find_tool_units
|
| 10 |
from headroom.transforms import RollingWindow
|
| 11 |
|
| 12 |
+
# Skip all tests in this module if OPENAI_API_KEY is not set
|
| 13 |
+
pytestmark = pytest.mark.skipif(
|
| 14 |
+
not os.environ.get("OPENAI_API_KEY"),
|
| 15 |
+
reason="OPENAI_API_KEY not set - skipping tests that require API access",
|
| 16 |
+
)
|
| 17 |
+
|
| 18 |
# Create a shared provider for tests
|
| 19 |
_provider = OpenAIProvider()
|
| 20 |
|
|
|
|
| 855 |
|
| 856 |
# warnings should be a list (possibly empty)
|
| 857 |
assert isinstance(result.warnings, list)
|
| 858 |
+
|
| 859 |
+
|
| 860 |
+
# =============================================================================
|
| 861 |
+
# Test Anthropic Format Tool Protection
|
| 862 |
+
# =============================================================================
|
| 863 |
+
|
| 864 |
+
|
| 865 |
+
class TestAnthropicFormatToolProtection:
|
| 866 |
+
"""Tests for Anthropic format tool_use/tool_result protection in RollingWindow.
|
| 867 |
+
|
| 868 |
+
These tests verify that RollingWindow correctly handles Anthropic's native format
|
| 869 |
+
where:
|
| 870 |
+
- tool_use blocks appear in assistant.content[]
|
| 871 |
+
- tool_result blocks appear in user.content[]
|
| 872 |
+
|
| 873 |
+
This is critical for Claude Code integration.
|
| 874 |
+
"""
|
| 875 |
+
|
| 876 |
+
@pytest.fixture
|
| 877 |
+
def anthropic_tool_conversation(self) -> list[dict[str, Any]]:
|
| 878 |
+
"""Conversation with Anthropic format tool_use/tool_result."""
|
| 879 |
+
return [
|
| 880 |
+
{"role": "system", "content": "You are a helpful assistant."},
|
| 881 |
+
{"role": "user", "content": "Take a screenshot of the page."},
|
| 882 |
+
{
|
| 883 |
+
"role": "assistant",
|
| 884 |
+
"content": [
|
| 885 |
+
{"type": "text", "text": "I'll take a screenshot for you."},
|
| 886 |
+
{
|
| 887 |
+
"type": "tool_use",
|
| 888 |
+
"id": "toolu_screenshot_1",
|
| 889 |
+
"name": "browser_screenshot",
|
| 890 |
+
"input": {},
|
| 891 |
+
},
|
| 892 |
+
],
|
| 893 |
+
},
|
| 894 |
+
{
|
| 895 |
+
"role": "user",
|
| 896 |
+
"content": [
|
| 897 |
+
{
|
| 898 |
+
"type": "tool_result",
|
| 899 |
+
"tool_use_id": "toolu_screenshot_1",
|
| 900 |
+
"content": "Screenshot captured successfully: [base64 image data]",
|
| 901 |
+
}
|
| 902 |
+
],
|
| 903 |
+
},
|
| 904 |
+
{
|
| 905 |
+
"role": "assistant",
|
| 906 |
+
"content": "I've captured the screenshot. The page shows a login form.",
|
| 907 |
+
},
|
| 908 |
+
{"role": "user", "content": "Now click the submit button."},
|
| 909 |
+
{
|
| 910 |
+
"role": "assistant",
|
| 911 |
+
"content": [
|
| 912 |
+
{"type": "text", "text": "Clicking the submit button."},
|
| 913 |
+
{
|
| 914 |
+
"type": "tool_use",
|
| 915 |
+
"id": "toolu_click_1",
|
| 916 |
+
"name": "browser_click",
|
| 917 |
+
"input": {"selector": "#submit"},
|
| 918 |
+
},
|
| 919 |
+
],
|
| 920 |
+
},
|
| 921 |
+
{
|
| 922 |
+
"role": "user",
|
| 923 |
+
"content": [
|
| 924 |
+
{
|
| 925 |
+
"type": "tool_result",
|
| 926 |
+
"tool_use_id": "toolu_click_1",
|
| 927 |
+
"content": "Clicked element #submit",
|
| 928 |
+
}
|
| 929 |
+
],
|
| 930 |
+
},
|
| 931 |
+
{"role": "assistant", "content": "Done! The form has been submitted."},
|
| 932 |
+
{"role": "user", "content": "Thanks!"},
|
| 933 |
+
]
|
| 934 |
+
|
| 935 |
+
@pytest.fixture
|
| 936 |
+
def anthropic_multiple_tools_same_message(self) -> list[dict[str, Any]]:
|
| 937 |
+
"""Multiple Anthropic tool_use blocks in same assistant message."""
|
| 938 |
+
return [
|
| 939 |
+
{"role": "system", "content": "You are a code assistant."},
|
| 940 |
+
{"role": "user", "content": "Read both config files."},
|
| 941 |
+
{
|
| 942 |
+
"role": "assistant",
|
| 943 |
+
"content": [
|
| 944 |
+
{"type": "text", "text": "I'll read both files."},
|
| 945 |
+
{
|
| 946 |
+
"type": "tool_use",
|
| 947 |
+
"id": "toolu_read_1",
|
| 948 |
+
"name": "Read",
|
| 949 |
+
"input": {"file_path": "/etc/config1.json"},
|
| 950 |
+
},
|
| 951 |
+
{
|
| 952 |
+
"type": "tool_use",
|
| 953 |
+
"id": "toolu_read_2",
|
| 954 |
+
"name": "Read",
|
| 955 |
+
"input": {"file_path": "/etc/config2.json"},
|
| 956 |
+
},
|
| 957 |
+
],
|
| 958 |
+
},
|
| 959 |
+
{
|
| 960 |
+
"role": "user",
|
| 961 |
+
"content": [
|
| 962 |
+
{
|
| 963 |
+
"type": "tool_result",
|
| 964 |
+
"tool_use_id": "toolu_read_1",
|
| 965 |
+
"content": '{"setting1": "value1"}',
|
| 966 |
+
},
|
| 967 |
+
{
|
| 968 |
+
"type": "tool_result",
|
| 969 |
+
"tool_use_id": "toolu_read_2",
|
| 970 |
+
"content": '{"setting2": "value2"}',
|
| 971 |
+
},
|
| 972 |
+
],
|
| 973 |
+
},
|
| 974 |
+
{"role": "assistant", "content": "Both config files have been read."},
|
| 975 |
+
{"role": "user", "content": "Great, thanks!"},
|
| 976 |
+
]
|
| 977 |
+
|
| 978 |
+
def test_anthropic_tool_result_protected_when_tool_use_protected(
|
| 979 |
+
self,
|
| 980 |
+
anthropic_tool_conversation: list[dict[str, Any]],
|
| 981 |
+
):
|
| 982 |
+
"""Tool_result user messages should be protected when their tool_use is protected."""
|
| 983 |
+
config = RollingWindowConfig(keep_last_turns=2)
|
| 984 |
+
window = RollingWindow(config)
|
| 985 |
+
|
| 986 |
+
protected = window._get_protected_indices(anthropic_tool_conversation)
|
| 987 |
+
|
| 988 |
+
# Check that if assistant with tool_use is protected, its tool_result is too
|
| 989 |
+
for i in protected:
|
| 990 |
+
msg = anthropic_tool_conversation[i]
|
| 991 |
+
if msg.get("role") == "assistant":
|
| 992 |
+
content = msg.get("content")
|
| 993 |
+
if isinstance(content, list):
|
| 994 |
+
tool_use_ids = set()
|
| 995 |
+
for block in content:
|
| 996 |
+
if isinstance(block, dict) and block.get("type") == "tool_use":
|
| 997 |
+
tool_use_ids.add(block.get("id"))
|
| 998 |
+
|
| 999 |
+
# Find the corresponding tool_result message
|
| 1000 |
+
if tool_use_ids:
|
| 1001 |
+
for j, other_msg in enumerate(anthropic_tool_conversation):
|
| 1002 |
+
if other_msg.get("role") == "user":
|
| 1003 |
+
other_content = other_msg.get("content")
|
| 1004 |
+
if isinstance(other_content, list):
|
| 1005 |
+
for block in other_content:
|
| 1006 |
+
if (
|
| 1007 |
+
isinstance(block, dict)
|
| 1008 |
+
and block.get("type") == "tool_result"
|
| 1009 |
+
and block.get("tool_use_id") in tool_use_ids
|
| 1010 |
+
):
|
| 1011 |
+
assert j in protected, (
|
| 1012 |
+
f"Tool_result at {j} should be protected "
|
| 1013 |
+
f"because tool_use at {i} is protected"
|
| 1014 |
+
)
|
| 1015 |
+
|
| 1016 |
+
def test_anthropic_tool_units_dropped_atomically(
|
| 1017 |
+
self,
|
| 1018 |
+
anthropic_tool_conversation: list[dict[str, Any]],
|
| 1019 |
+
):
|
| 1020 |
+
"""Anthropic tool_use and tool_result should be dropped together."""
|
| 1021 |
+
config = RollingWindowConfig(keep_last_turns=1)
|
| 1022 |
+
window = RollingWindow(config)
|
| 1023 |
+
tokenizer = get_tokenizer()
|
| 1024 |
+
|
| 1025 |
+
# Force dropping by using small limit
|
| 1026 |
+
result = window.apply(
|
| 1027 |
+
anthropic_tool_conversation,
|
| 1028 |
+
tokenizer,
|
| 1029 |
+
model_limit=300,
|
| 1030 |
+
output_buffer=50,
|
| 1031 |
+
)
|
| 1032 |
+
|
| 1033 |
+
# Verify no orphaned tool_results
|
| 1034 |
+
tool_use_ids_present = set()
|
| 1035 |
+
tool_result_ids_present = set()
|
| 1036 |
+
|
| 1037 |
+
for msg in result.messages:
|
| 1038 |
+
content = msg.get("content")
|
| 1039 |
+
if isinstance(content, list):
|
| 1040 |
+
for block in content:
|
| 1041 |
+
if isinstance(block, dict):
|
| 1042 |
+
if block.get("type") == "tool_use":
|
| 1043 |
+
tool_use_ids_present.add(block.get("id"))
|
| 1044 |
+
elif block.get("type") == "tool_result":
|
| 1045 |
+
tool_result_ids_present.add(block.get("tool_use_id"))
|
| 1046 |
+
|
| 1047 |
+
# Every tool_result should have its tool_use present
|
| 1048 |
+
for result_id in tool_result_ids_present:
|
| 1049 |
+
assert result_id in tool_use_ids_present, (
|
| 1050 |
+
f"Orphaned tool_result with tool_use_id={result_id}"
|
| 1051 |
+
)
|
| 1052 |
+
|
| 1053 |
+
def test_anthropic_multiple_tools_same_message_atomic(
|
| 1054 |
+
self,
|
| 1055 |
+
anthropic_multiple_tools_same_message: list[dict[str, Any]],
|
| 1056 |
+
):
|
| 1057 |
+
"""Multiple tool_use blocks in same message should be handled atomically."""
|
| 1058 |
+
config = RollingWindowConfig(keep_last_turns=1)
|
| 1059 |
+
window = RollingWindow(config)
|
| 1060 |
+
tokenizer = get_tokenizer()
|
| 1061 |
+
|
| 1062 |
+
result = window.apply(
|
| 1063 |
+
anthropic_multiple_tools_same_message,
|
| 1064 |
+
tokenizer,
|
| 1065 |
+
model_limit=200,
|
| 1066 |
+
output_buffer=50,
|
| 1067 |
+
)
|
| 1068 |
+
|
| 1069 |
+
# Check atomicity
|
| 1070 |
+
tool_use_ids = set()
|
| 1071 |
+
tool_result_ids = set()
|
| 1072 |
+
|
| 1073 |
+
for msg in result.messages:
|
| 1074 |
+
content = msg.get("content")
|
| 1075 |
+
if isinstance(content, list):
|
| 1076 |
+
for block in content:
|
| 1077 |
+
if isinstance(block, dict):
|
| 1078 |
+
if block.get("type") == "tool_use":
|
| 1079 |
+
tool_use_ids.add(block.get("id"))
|
| 1080 |
+
elif block.get("type") == "tool_result":
|
| 1081 |
+
tool_result_ids.add(block.get("tool_use_id"))
|
| 1082 |
+
|
| 1083 |
+
# All tool_results should have their tool_use
|
| 1084 |
+
for result_id in tool_result_ids:
|
| 1085 |
+
assert result_id in tool_use_ids, f"Orphaned tool_result: {result_id}"
|
| 1086 |
+
|
| 1087 |
+
def test_anthropic_format_no_api_error_scenario(
|
| 1088 |
+
self,
|
| 1089 |
+
anthropic_tool_conversation: list[dict[str, Any]],
|
| 1090 |
+
):
|
| 1091 |
+
"""Verify the specific scenario that causes 'unexpected tool_use_id' error is fixed."""
|
| 1092 |
+
config = RollingWindowConfig(
|
| 1093 |
+
keep_last_turns=1,
|
| 1094 |
+
keep_system=True,
|
| 1095 |
+
)
|
| 1096 |
+
window = RollingWindow(config)
|
| 1097 |
+
tokenizer = get_tokenizer()
|
| 1098 |
+
|
| 1099 |
+
# Use a limit that would cause dropping
|
| 1100 |
+
result = window.apply(
|
| 1101 |
+
anthropic_tool_conversation,
|
| 1102 |
+
tokenizer,
|
| 1103 |
+
model_limit=250,
|
| 1104 |
+
output_buffer=50,
|
| 1105 |
+
)
|
| 1106 |
+
|
| 1107 |
+
# Simulate what the API would check
|
| 1108 |
+
tool_use_ids_in_conversation = set()
|
| 1109 |
+
tool_result_ids_in_conversation = set()
|
| 1110 |
+
|
| 1111 |
+
for msg in result.messages:
|
| 1112 |
+
content = msg.get("content")
|
| 1113 |
+
if isinstance(content, list):
|
| 1114 |
+
for block in content:
|
| 1115 |
+
if isinstance(block, dict):
|
| 1116 |
+
if block.get("type") == "tool_use":
|
| 1117 |
+
tool_use_ids_in_conversation.add(block.get("id"))
|
| 1118 |
+
elif block.get("type") == "tool_result":
|
| 1119 |
+
tool_result_ids_in_conversation.add(block.get("tool_use_id"))
|
| 1120 |
+
|
| 1121 |
+
# API error condition: tool_result references a tool_use_id that doesn't exist
|
| 1122 |
+
orphaned_results = tool_result_ids_in_conversation - tool_use_ids_in_conversation
|
| 1123 |
+
|
| 1124 |
+
assert len(orphaned_results) == 0, (
|
| 1125 |
+
f"Would cause API error! Orphaned tool_result ids: {orphaned_results}"
|
| 1126 |
+
)
|
| 1127 |
+
|
| 1128 |
+
def test_mixed_openai_and_anthropic_formats(self):
|
| 1129 |
+
"""Both OpenAI and Anthropic formats should work together."""
|
| 1130 |
+
messages = [
|
| 1131 |
+
{"role": "system", "content": "You are helpful."},
|
| 1132 |
+
{"role": "user", "content": "Do things."},
|
| 1133 |
+
# OpenAI format tool call
|
| 1134 |
+
{
|
| 1135 |
+
"role": "assistant",
|
| 1136 |
+
"tool_calls": [
|
| 1137 |
+
{
|
| 1138 |
+
"id": "call_openai_1",
|
| 1139 |
+
"type": "function",
|
| 1140 |
+
"function": {"name": "openai_tool", "arguments": "{}"},
|
| 1141 |
+
}
|
| 1142 |
+
],
|
| 1143 |
+
},
|
| 1144 |
+
{
|
| 1145 |
+
"role": "tool",
|
| 1146 |
+
"tool_call_id": "call_openai_1",
|
| 1147 |
+
"content": "OpenAI tool result",
|
| 1148 |
+
},
|
| 1149 |
+
{"role": "assistant", "content": "OpenAI tool done."},
|
| 1150 |
+
{"role": "user", "content": "Now use Anthropic format."},
|
| 1151 |
+
# Anthropic format tool call
|
| 1152 |
+
{
|
| 1153 |
+
"role": "assistant",
|
| 1154 |
+
"content": [
|
| 1155 |
+
{
|
| 1156 |
+
"type": "tool_use",
|
| 1157 |
+
"id": "toolu_anthropic_1",
|
| 1158 |
+
"name": "anthropic_tool",
|
| 1159 |
+
"input": {},
|
| 1160 |
+
}
|
| 1161 |
+
],
|
| 1162 |
+
},
|
| 1163 |
+
{
|
| 1164 |
+
"role": "user",
|
| 1165 |
+
"content": [
|
| 1166 |
+
{
|
| 1167 |
+
"type": "tool_result",
|
| 1168 |
+
"tool_use_id": "toolu_anthropic_1",
|
| 1169 |
+
"content": "Anthropic tool result",
|
| 1170 |
+
}
|
| 1171 |
+
],
|
| 1172 |
+
},
|
| 1173 |
+
{"role": "assistant", "content": "All done!"},
|
| 1174 |
+
{"role": "user", "content": "Thanks!"},
|
| 1175 |
+
]
|
| 1176 |
+
|
| 1177 |
+
config = RollingWindowConfig(keep_last_turns=1)
|
| 1178 |
+
window = RollingWindow(config)
|
| 1179 |
+
tokenizer = get_tokenizer()
|
| 1180 |
+
|
| 1181 |
+
result = window.apply(
|
| 1182 |
+
messages,
|
| 1183 |
+
tokenizer,
|
| 1184 |
+
model_limit=200,
|
| 1185 |
+
output_buffer=50,
|
| 1186 |
+
)
|
| 1187 |
+
|
| 1188 |
+
# Verify no orphaned tools of either format
|
| 1189 |
+
openai_call_ids = set()
|
| 1190 |
+
openai_result_ids = set()
|
| 1191 |
+
anthropic_use_ids = set()
|
| 1192 |
+
anthropic_result_ids = set()
|
| 1193 |
+
|
| 1194 |
+
for msg in result.messages:
|
| 1195 |
+
# OpenAI format
|
| 1196 |
+
if msg.get("tool_calls"):
|
| 1197 |
+
for tc in msg["tool_calls"]:
|
| 1198 |
+
openai_call_ids.add(tc.get("id"))
|
| 1199 |
+
if msg.get("role") == "tool":
|
| 1200 |
+
openai_result_ids.add(msg.get("tool_call_id"))
|
| 1201 |
+
|
| 1202 |
+
# Anthropic format
|
| 1203 |
+
content = msg.get("content")
|
| 1204 |
+
if isinstance(content, list):
|
| 1205 |
+
for block in content:
|
| 1206 |
+
if isinstance(block, dict):
|
| 1207 |
+
if block.get("type") == "tool_use":
|
| 1208 |
+
anthropic_use_ids.add(block.get("id"))
|
| 1209 |
+
elif block.get("type") == "tool_result":
|
| 1210 |
+
anthropic_result_ids.add(block.get("tool_use_id"))
|
| 1211 |
+
|
| 1212 |
+
# Check OpenAI format
|
| 1213 |
+
for result_id in openai_result_ids:
|
| 1214 |
+
assert result_id in openai_call_ids, f"Orphaned OpenAI tool: {result_id}"
|
| 1215 |
+
|
| 1216 |
+
# Check Anthropic format
|
| 1217 |
+
for result_id in anthropic_result_ids:
|
| 1218 |
+
assert result_id in anthropic_use_ids, f"Orphaned Anthropic tool: {result_id}"
|