deer-flow/backend/tests/test_loop_detection_middleware.py

"""Tests for LoopDetectionMiddleware."""

import copy
from unittest.mock import MagicMock

from langchain_core.messages import AIMessage, SystemMessage

from deerflow.agents.middlewares.loop_detection_middleware import (
    _HARD_STOP_MSG,
    LoopDetectionMiddleware,
    _hash_tool_calls,
)


def _make_runtime(thread_id="test-thread"):
    """Build a minimal Runtime mock with context."""
    runtime = MagicMock()
    runtime.context = {"thread_id": thread_id}
    return runtime


def _make_state(tool_calls=None, content=""):
    """Build a minimal AgentState dict with an AIMessage.

    Deep-copies *content* when it is mutable (e.g. list) so that
    successive calls never share the same object reference.
    """
    safe_content = copy.deepcopy(content) if isinstance(content, list) else content
    msg = AIMessage(content=safe_content, tool_calls=tool_calls or [])
    return {"messages": [msg]}


def _bash_call(cmd="ls"):
    return {"name": "bash", "id": f"call_{cmd}", "args": {"command": cmd}}


class TestHashToolCalls:
    def test_same_calls_same_hash(self):
        a = _hash_tool_calls([_bash_call("ls")])
        b = _hash_tool_calls([_bash_call("ls")])
        assert a == b

    def test_different_calls_different_hash(self):
        a = _hash_tool_calls([_bash_call("ls")])
        b = _hash_tool_calls([_bash_call("pwd")])
        assert a != b

    def test_order_independent(self):
        a = _hash_tool_calls([_bash_call("ls"), {"name": "read_file", "args": {"path": "/tmp"}}])
        b = _hash_tool_calls([{"name": "read_file", "args": {"path": "/tmp"}}, _bash_call("ls")])
        assert a == b

    def test_empty_calls(self):
        h = _hash_tool_calls([])
        assert isinstance(h, str)
        assert len(h) > 0

    def test_stringified_dict_args_match_dict_args(self):
        dict_call = {
            "name": "read_file",
            "args": {"path": "/tmp/demo.py", "start_line": "1", "end_line": "150"},
        }
        string_call = {
            "name": "read_file",
            "args": '{"path":"/tmp/demo.py","start_line":"1","end_line":"150"}',
        }

        assert _hash_tool_calls([dict_call]) == _hash_tool_calls([string_call])

    def test_reversed_read_file_range_matches_forward_range(self):
        forward_call = {
            "name": "read_file",
            "args": {"path": "/tmp/demo.py", "start_line": 10, "end_line": 300},
        }
        reversed_call = {
            "name": "read_file",
            "args": {"path": "/tmp/demo.py", "start_line": 300, "end_line": 10},
        }

        assert _hash_tool_calls([forward_call]) == _hash_tool_calls([reversed_call])

    def test_stringified_non_dict_args_do_not_crash(self):
        non_dict_json_call = {"name": "bash", "args": '"echo hello"'}
        plain_string_call = {"name": "bash", "args": "echo hello"}

        json_hash = _hash_tool_calls([non_dict_json_call])
        plain_hash = _hash_tool_calls([plain_string_call])

        assert isinstance(json_hash, str)
        assert isinstance(plain_hash, str)
        assert json_hash
        assert plain_hash

    def test_grep_pattern_affects_hash(self):
        grep_foo = {"name": "grep", "args": {"path": "/tmp", "pattern": "foo"}}
        grep_bar = {"name": "grep", "args": {"path": "/tmp", "pattern": "bar"}}

        assert _hash_tool_calls([grep_foo]) != _hash_tool_calls([grep_bar])

    def test_glob_pattern_affects_hash(self):
        glob_py = {"name": "glob", "args": {"path": "/tmp", "pattern": "*.py"}}
        glob_ts = {"name": "glob", "args": {"path": "/tmp", "pattern": "*.ts"}}

        assert _hash_tool_calls([glob_py]) != _hash_tool_calls([glob_ts])

    def test_write_file_content_affects_hash(self):
        v1 = {"name": "write_file", "args": {"path": "/tmp/a.py", "content": "v1"}}
        v2 = {"name": "write_file", "args": {"path": "/tmp/a.py", "content": "v2"}}
        assert _hash_tool_calls([v1]) != _hash_tool_calls([v2])

    def test_str_replace_content_affects_hash(self):
        a = {
            "name": "str_replace",
            "args": {"path": "/tmp/a.py", "old_str": "foo", "new_str": "bar"},
        }
        b = {
            "name": "str_replace",
            "args": {"path": "/tmp/a.py", "old_str": "foo", "new_str": "baz"},
        }
        assert _hash_tool_calls([a]) != _hash_tool_calls([b])


class TestLoopDetection:
    def test_no_tool_calls_returns_none(self):
        mw = LoopDetectionMiddleware()
        runtime = _make_runtime()
        state = {"messages": [AIMessage(content="hello")]}
        result = mw._apply(state, runtime)
        assert result is None

    def test_below_threshold_returns_none(self):
        mw = LoopDetectionMiddleware(warn_threshold=3)
        runtime = _make_runtime()
        call = [_bash_call("ls")]

        # First two identical calls — no warning
        for _ in range(2):
            result = mw._apply(_make_state(tool_calls=call), runtime)
            assert result is None

    def test_warn_at_threshold(self):
        mw = LoopDetectionMiddleware(warn_threshold=3, hard_limit=5)
        runtime = _make_runtime()
        call = [_bash_call("ls")]

        for _ in range(2):
            mw._apply(_make_state(tool_calls=call), runtime)

        # Third identical call triggers warning. The warning is appended to
        # the AIMessage content (tool_calls preserved) — never inserted as a
        # separate HumanMessage between the AIMessage(tool_calls) and its
        # ToolMessage responses, which would break OpenAI/Moonshot strict
        # tool-call pairing validation.
        result = mw._apply(_make_state(tool_calls=call), runtime)
        assert result is not None
        msgs = result["messages"]
        assert len(msgs) == 1
        assert isinstance(msgs[0], AIMessage)
        assert len(msgs[0].tool_calls) == len(call)
        assert msgs[0].tool_calls[0]["id"] == call[0]["id"]
        assert "LOOP DETECTED" in msgs[0].content

    def test_warn_does_not_break_tool_call_pairing(self):
        """Regression: the warn branch must NOT inject a non-tool message
        after an AIMessage(tool_calls=...). Moonshot/OpenAI reject the next
        request with 'tool_call_ids did not have response messages' if any
        non-tool message is wedged between the AIMessage and its ToolMessage
        responses. See #2029.
        """
        mw = LoopDetectionMiddleware(warn_threshold=3, hard_limit=10)
        runtime = _make_runtime()
        call = [_bash_call("ls")]

        for _ in range(2):
            mw._apply(_make_state(tool_calls=call), runtime)

        result = mw._apply(_make_state(tool_calls=call), runtime)
        assert result is not None
        msgs = result["messages"]
        assert len(msgs) == 1
        assert isinstance(msgs[0], AIMessage)
        assert len(msgs[0].tool_calls) == len(call)
        assert msgs[0].tool_calls[0]["id"] == call[0]["id"]

    def test_warn_only_injected_once(self):
        """Warning for the same hash should only be injected once per thread."""
        mw = LoopDetectionMiddleware(warn_threshold=3, hard_limit=10)
        runtime = _make_runtime()
        call = [_bash_call("ls")]

        # First two — no warning
        for _ in range(2):
            mw._apply(_make_state(tool_calls=call), runtime)

        # Third — warning injected
        result = mw._apply(_make_state(tool_calls=call), runtime)
        assert result is not None
        assert "LOOP DETECTED" in result["messages"][0].content

        # Fourth — warning already injected, should return None
        result = mw._apply(_make_state(tool_calls=call), runtime)
        assert result is None

    def test_hard_stop_at_limit(self):
        mw = LoopDetectionMiddleware(warn_threshold=2, hard_limit=4)
        runtime = _make_runtime()
        call = [_bash_call("ls")]

        for _ in range(3):
            mw._apply(_make_state(tool_calls=call), runtime)

        # Fourth call triggers hard stop
        result = mw._apply(_make_state(tool_calls=call), runtime)
        assert result is not None
        msgs = result["messages"]
        assert len(msgs) == 1
        # Hard stop strips tool_calls
        assert isinstance(msgs[0], AIMessage)
        assert msgs[0].tool_calls == []
        assert _HARD_STOP_MSG in msgs[0].content

    def test_different_calls_dont_trigger(self):
        mw = LoopDetectionMiddleware(warn_threshold=2)
        runtime = _make_runtime()

        # Each call is different
        for i in range(10):
            result = mw._apply(_make_state(tool_calls=[_bash_call(f"cmd_{i}")]), runtime)
            assert result is None

    def test_window_sliding(self):
        mw = LoopDetectionMiddleware(warn_threshold=3, window_size=5)
        runtime = _make_runtime()
        call = [_bash_call("ls")]

        # Fill with 2 identical calls
        mw._apply(_make_state(tool_calls=call), runtime)
        mw._apply(_make_state(tool_calls=call), runtime)

        # Push them out of the window with different calls
        for i in range(5):
            mw._apply(_make_state(tool_calls=[_bash_call(f"other_{i}")]), runtime)

        # Now the original call should be fresh again — no warning
        result = mw._apply(_make_state(tool_calls=call), runtime)
        assert result is None

    def test_reset_clears_state(self):
        mw = LoopDetectionMiddleware(warn_threshold=2)
        runtime = _make_runtime()
        call = [_bash_call("ls")]

        mw._apply(_make_state(tool_calls=call), runtime)
        mw._apply(_make_state(tool_calls=call), runtime)

        # Would trigger warning, but reset first
        mw.reset()
        result = mw._apply(_make_state(tool_calls=call), runtime)
        assert result is None

    def test_non_ai_message_ignored(self):
        mw = LoopDetectionMiddleware()
        runtime = _make_runtime()
        state = {"messages": [SystemMessage(content="hello")]}
        result = mw._apply(state, runtime)
        assert result is None

    def test_empty_messages_ignored(self):
        mw = LoopDetectionMiddleware()
        runtime = _make_runtime()
        result = mw._apply({"messages": []}, runtime)
        assert result is None

    def test_thread_id_from_runtime_context(self):
        """Thread ID should come from runtime.context, not state."""
        mw = LoopDetectionMiddleware(warn_threshold=2)
        runtime_a = _make_runtime("thread-A")
        runtime_b = _make_runtime("thread-B")
        call = [_bash_call("ls")]

        # One call on thread A
        mw._apply(_make_state(tool_calls=call), runtime_a)
        # One call on thread B
        mw._apply(_make_state(tool_calls=call), runtime_b)

        # Second call on thread A — triggers warning (2 >= warn_threshold)
        result = mw._apply(_make_state(tool_calls=call), runtime_a)
        assert result is not None
        assert "LOOP DETECTED" in result["messages"][0].content

        # Second call on thread B — also triggers (independent tracking)
        result = mw._apply(_make_state(tool_calls=call), runtime_b)
        assert result is not None
        assert "LOOP DETECTED" in result["messages"][0].content

    def test_lru_eviction(self):
        """Old threads should be evicted when max_tracked_threads is exceeded."""
        mw = LoopDetectionMiddleware(warn_threshold=2, max_tracked_threads=3)
        call = [_bash_call("ls")]

        # Fill up 3 threads
        for i in range(3):
            runtime = _make_runtime(f"thread-{i}")
            mw._apply(_make_state(tool_calls=call), runtime)

        # Add a 4th thread — should evict thread-0
        runtime_new = _make_runtime("thread-new")
        mw._apply(_make_state(tool_calls=call), runtime_new)

        assert "thread-0" not in mw._history
        assert "thread-0" not in mw._tool_freq
        assert "thread-0" not in mw._tool_freq_warned
        assert "thread-new" in mw._history
        assert len(mw._history) == 3

    def test_thread_safe_mutations(self):
        """Verify lock is used for mutations (basic structural test)."""
        mw = LoopDetectionMiddleware()
        # The middleware should have a lock attribute
        assert hasattr(mw, "_lock")
        assert isinstance(mw._lock, type(mw._lock))

    def test_fallback_thread_id_when_missing(self):
        """When runtime context has no thread_id, should use 'default'."""
        mw = LoopDetectionMiddleware(warn_threshold=2)
        runtime = MagicMock()
        runtime.context = {}
        call = [_bash_call("ls")]

        mw._apply(_make_state(tool_calls=call), runtime)
        assert "default" in mw._history


class TestAppendText:
    """Unit tests for LoopDetectionMiddleware._append_text."""

    def test_none_content_returns_text(self):
        result = LoopDetectionMiddleware._append_text(None, "hello")
        assert result == "hello"

    def test_str_content_concatenates(self):
        result = LoopDetectionMiddleware._append_text("existing", "appended")
        assert result == "existing\n\nappended"

    def test_empty_str_content_concatenates(self):
        result = LoopDetectionMiddleware._append_text("", "appended")
        assert result == "\n\nappended"

    def test_list_content_appends_text_block(self):
        """List content (e.g. Anthropic thinking mode) should get a new text block."""
        content = [
            {"type": "thinking", "text": "Let me think..."},
            {"type": "text", "text": "Here is my answer"},
        ]
        result = LoopDetectionMiddleware._append_text(content, "stop msg")
        assert isinstance(result, list)
        assert len(result) == 3
        assert result[0] == content[0]
        assert result[1] == content[1]
        assert result[2] == {"type": "text", "text": "\n\nstop msg"}

    def test_empty_list_content_appends_text_block(self):
        result = LoopDetectionMiddleware._append_text([], "stop msg")
        assert isinstance(result, list)
        assert len(result) == 1
        assert result[0] == {"type": "text", "text": "\n\nstop msg"}

    def test_unexpected_type_coerced_to_str(self):
        """Unexpected content types should be coerced to str as a fallback."""
        result = LoopDetectionMiddleware._append_text(42, "stop msg")
        assert isinstance(result, str)
        assert result == "42\n\nstop msg"

    def test_list_content_not_mutated_in_place(self):
        """_append_text must not modify the original list."""
        original = [{"type": "text", "text": "hello"}]
        result = LoopDetectionMiddleware._append_text(original, "appended")
        assert len(original) == 1  # original unchanged
        assert len(result) == 2  # new list has the appended block


class TestHardStopWithListContent:
    """Regression tests: hard stop must not crash when AIMessage.content is a list."""

    def test_hard_stop_with_list_content(self):
        """Hard stop on list content should not raise TypeError (regression)."""
        mw = LoopDetectionMiddleware(warn_threshold=2, hard_limit=4)
        runtime = _make_runtime()
        call = [_bash_call("ls")]

        # Build state with list content (e.g. Anthropic thinking mode)
        list_content = [
            {"type": "thinking", "text": "Let me think..."},
            {"type": "text", "text": "I'll run ls"},
        ]

        for _ in range(3):
            mw._apply(_make_state(tool_calls=call, content=list_content), runtime)

        # Fourth call triggers hard stop — must not raise TypeError
        result = mw._apply(_make_state(tool_calls=call, content=list_content), runtime)
        assert result is not None
        msg = result["messages"][0]
        assert isinstance(msg, AIMessage)
        assert msg.tool_calls == []
        # Content should remain a list with the stop message appended
        assert isinstance(msg.content, list)
        assert len(msg.content) == 3
        assert msg.content[2]["type"] == "text"
        assert _HARD_STOP_MSG in msg.content[2]["text"]

    def test_hard_stop_with_none_content(self):
        """Hard stop on None content should produce a plain string."""
        mw = LoopDetectionMiddleware(warn_threshold=2, hard_limit=4)
        runtime = _make_runtime()
        call = [_bash_call("ls")]

        for _ in range(3):
            mw._apply(_make_state(tool_calls=call), runtime)

        # Fourth call with default empty-string content
        result = mw._apply(_make_state(tool_calls=call), runtime)
        assert result is not None
        msg = result["messages"][0]
        assert isinstance(msg.content, str)
        assert _HARD_STOP_MSG in msg.content

    def test_hard_stop_with_str_content(self):
        """Hard stop on str content should concatenate the stop message."""
        mw = LoopDetectionMiddleware(warn_threshold=2, hard_limit=4)
        runtime = _make_runtime()
        call = [_bash_call("ls")]

        for _ in range(3):
            mw._apply(_make_state(tool_calls=call, content="thinking..."), runtime)

        result = mw._apply(_make_state(tool_calls=call, content="thinking..."), runtime)
        assert result is not None
        msg = result["messages"][0]
        assert isinstance(msg.content, str)
        assert msg.content.startswith("thinking...")
        assert _HARD_STOP_MSG in msg.content

    def test_hard_stop_clears_raw_tool_call_metadata(self):
        """Forced-stop messages must not retain provider-level raw tool-call payloads."""
        mw = LoopDetectionMiddleware(warn_threshold=2, hard_limit=4)
        runtime = _make_runtime()
        call = [_bash_call("ls")]

        def _make_provider_state():
            return {
                "messages": [
                    AIMessage(
                        content="thinking...",
                        tool_calls=call,
                        additional_kwargs={
                            "tool_calls": [
                                {
                                    "id": "call_ls",
                                    "type": "function",
                                    "function": {"name": "bash", "arguments": '{"command":"ls"}'},
                                    "thought_signature": "sig-1",
                                }
                            ],
                            "function_call": {"name": "bash", "arguments": '{"command":"ls"}'},
                        },
                        response_metadata={"finish_reason": "tool_calls"},
                    )
                ]
            }

        for _ in range(3):
            mw._apply(_make_provider_state(), runtime)

        result = mw._apply(_make_provider_state(), runtime)
        assert result is not None
        msg = result["messages"][0]
        assert msg.tool_calls == []
        assert "tool_calls" not in msg.additional_kwargs
        assert "function_call" not in msg.additional_kwargs
        assert msg.response_metadata["finish_reason"] == "stop"


class TestToolFrequencyDetection:
    """Tests for per-tool-type frequency detection (Layer 2).

    This catches the case where an agent calls the same tool type many times
    with *different* arguments (e.g. read_file on 40 different files), which
    bypasses hash-based detection.
    """

    def _read_call(self, path):
        return {"name": "read_file", "id": f"call_read_{path}", "args": {"path": path}}

    def test_below_freq_warn_returns_none(self):
        mw = LoopDetectionMiddleware(tool_freq_warn=5, tool_freq_hard_limit=10)
        runtime = _make_runtime()

        for i in range(4):
            result = mw._apply(_make_state(tool_calls=[self._read_call(f"/file_{i}.py")]), runtime)
            assert result is None

    def test_freq_warn_at_threshold(self):
        mw = LoopDetectionMiddleware(tool_freq_warn=5, tool_freq_hard_limit=10)
        runtime = _make_runtime()

        for i in range(4):
            mw._apply(_make_state(tool_calls=[self._read_call(f"/file_{i}.py")]), runtime)

        # 5th call to read_file (different file each time) triggers freq warning
        result = mw._apply(_make_state(tool_calls=[self._read_call("/file_4.py")]), runtime)
        assert result is not None
        msg = result["messages"][0]
        # Warning is appended to the AIMessage content; tool_calls preserved
        # so the tools node still runs and Moonshot/OpenAI tool-call pairing
        # validation does not break.
        assert isinstance(msg, AIMessage)
        assert msg.tool_calls
        assert "read_file" in msg.content
        assert "LOOP DETECTED" in msg.content

    def test_freq_warn_only_injected_once(self):
        mw = LoopDetectionMiddleware(tool_freq_warn=3, tool_freq_hard_limit=10)
        runtime = _make_runtime()

        for i in range(2):
            mw._apply(_make_state(tool_calls=[self._read_call(f"/file_{i}.py")]), runtime)

        # 3rd triggers warning
        result = mw._apply(_make_state(tool_calls=[self._read_call("/file_2.py")]), runtime)
        assert result is not None
        assert "LOOP DETECTED" in result["messages"][0].content

        # 4th should not re-warn (already warned for read_file)
        result = mw._apply(_make_state(tool_calls=[self._read_call("/file_3.py")]), runtime)
        assert result is None

    def test_freq_hard_stop_at_limit(self):
        mw = LoopDetectionMiddleware(tool_freq_warn=3, tool_freq_hard_limit=6)
        runtime = _make_runtime()

        for i in range(5):
            mw._apply(_make_state(tool_calls=[self._read_call(f"/file_{i}.py")]), runtime)

        # 6th call triggers hard stop
        result = mw._apply(_make_state(tool_calls=[self._read_call("/file_5.py")]), runtime)
        assert result is not None
        msg = result["messages"][0]
        assert isinstance(msg, AIMessage)
        assert msg.tool_calls == []
        assert "FORCED STOP" in msg.content
        assert "read_file" in msg.content

    def test_different_tools_tracked_independently(self):
        """read_file and bash should have independent frequency counters."""
        mw = LoopDetectionMiddleware(tool_freq_warn=3, tool_freq_hard_limit=10)
        runtime = _make_runtime()

        # 2 read_file calls
        for i in range(2):
            mw._apply(_make_state(tool_calls=[self._read_call(f"/file_{i}.py")]), runtime)

        # 2 bash calls — should not trigger (bash count = 2, read_file count = 2)
        for i in range(2):
            result = mw._apply(_make_state(tool_calls=[_bash_call(f"cmd_{i}")]), runtime)
            assert result is None

        # 3rd read_file triggers (read_file count = 3)
        result = mw._apply(_make_state(tool_calls=[self._read_call("/file_2.py")]), runtime)
        assert result is not None
        assert "read_file" in result["messages"][0].content

    def test_freq_reset_clears_state(self):
        mw = LoopDetectionMiddleware(tool_freq_warn=3, tool_freq_hard_limit=10)
        runtime = _make_runtime()

        for i in range(2):
            mw._apply(_make_state(tool_calls=[self._read_call(f"/file_{i}.py")]), runtime)

        mw.reset()

        # After reset, count restarts — should not trigger
        result = mw._apply(_make_state(tool_calls=[self._read_call("/file_new.py")]), runtime)
        assert result is None

    def test_freq_reset_per_thread_clears_only_target(self):
        """reset(thread_id=...) should clear frequency state for that thread only."""
        mw = LoopDetectionMiddleware(tool_freq_warn=3, tool_freq_hard_limit=10)
        runtime_a = _make_runtime("thread-A")
        runtime_b = _make_runtime("thread-B")

        # 2 calls on each thread
        for i in range(2):
            mw._apply(_make_state(tool_calls=[self._read_call(f"/a_{i}.py")]), runtime_a)
            mw._apply(_make_state(tool_calls=[self._read_call(f"/b_{i}.py")]), runtime_b)

        # Reset only thread-A
        mw.reset(thread_id="thread-A")

        assert "thread-A" not in mw._tool_freq
        assert "thread-A" not in mw._tool_freq_warned

        # thread-B state should still be intact — 3rd call triggers warn
        result = mw._apply(_make_state(tool_calls=[self._read_call("/b_2.py")]), runtime_b)
        assert result is not None
        assert "LOOP DETECTED" in result["messages"][0].content

        # thread-A restarted from 0 — should not trigger
        result = mw._apply(_make_state(tool_calls=[self._read_call("/a_new.py")]), runtime_a)
        assert result is None

    def test_freq_per_thread_isolation(self):
        """Frequency counts should be independent per thread."""
        mw = LoopDetectionMiddleware(tool_freq_warn=3, tool_freq_hard_limit=10)
        runtime_a = _make_runtime("thread-A")
        runtime_b = _make_runtime("thread-B")

        # 2 calls on thread A
        for i in range(2):
            mw._apply(_make_state(tool_calls=[self._read_call(f"/file_{i}.py")]), runtime_a)

        # 2 calls on thread B — should NOT push thread A over threshold
        for i in range(2):
            mw._apply(_make_state(tool_calls=[self._read_call(f"/other_{i}.py")]), runtime_b)

        # 3rd call on thread A — triggers (count=3 for thread A only)
        result = mw._apply(_make_state(tool_calls=[self._read_call("/file_2.py")]), runtime_a)
        assert result is not None
        assert "LOOP DETECTED" in result["messages"][0].content

    def test_multi_tool_single_response_counted(self):
        """When a single response has multiple tool calls, each is counted."""
        mw = LoopDetectionMiddleware(tool_freq_warn=5, tool_freq_hard_limit=10)
        runtime = _make_runtime()

        # Response 1: 2 read_file calls → count = 2
        call = [self._read_call("/a.py"), self._read_call("/b.py")]
        result = mw._apply(_make_state(tool_calls=call), runtime)
        assert result is None

        # Response 2: 2 more → count = 4
        call = [self._read_call("/c.py"), self._read_call("/d.py")]
        result = mw._apply(_make_state(tool_calls=call), runtime)
        assert result is None

        # Response 3: 1 more → count = 5 → triggers warn
        result = mw._apply(_make_state(tool_calls=[self._read_call("/e.py")]), runtime)
        assert result is not None
        assert "read_file" in result["messages"][0].content

    def test_override_tool_uses_override_thresholds(self):
        """A tool in tool_freq_overrides uses its own thresholds, not the global ones."""
        mw = LoopDetectionMiddleware(
            tool_freq_warn=5,
            tool_freq_hard_limit=10,
            tool_freq_overrides={"bash": (50, 100)},
        )
        runtime = _make_runtime()

        # 10 bash calls — would hit global hard_limit=10, but bash override is 100
        for i in range(10):
            result = mw._apply(_make_state(tool_calls=[_bash_call(f"cmd_{i}")]), runtime)
            assert result is None, f"unexpected trigger on call {i + 1}"

    def test_non_override_tool_falls_back_to_global(self):
        """A tool NOT in tool_freq_overrides uses the global warn/hard_limit."""
        mw = LoopDetectionMiddleware(
            tool_freq_warn=3,
            tool_freq_hard_limit=6,
            tool_freq_overrides={"bash": (50, 100)},
        )
        runtime = _make_runtime()

        for i in range(2):
            mw._apply(_make_state(tool_calls=[self._read_call(f"/file_{i}.py")]), runtime)

        # 3rd read_file call hits global warn=3 (read_file has no override)
        result = mw._apply(_make_state(tool_calls=[self._read_call("/file_2.py")]), runtime)
        assert result is not None
        assert "read_file" in result["messages"][0].content

    def test_hash_detection_takes_priority(self):
        """Hash-based hard stop fires before frequency check for identical calls."""
        mw = LoopDetectionMiddleware(
            warn_threshold=2,
            hard_limit=3,
            tool_freq_warn=100,
            tool_freq_hard_limit=200,
        )
        runtime = _make_runtime()
        call = [self._read_call("/same_file.py")]

        for _ in range(2):
            mw._apply(_make_state(tool_calls=call), runtime)

        # 3rd identical call → hash hard_limit=3 fires (not freq)
        result = mw._apply(_make_state(tool_calls=call), runtime)
        assert result is not None
        msg = result["messages"][0]
        assert isinstance(msg, AIMessage)
        assert _HARD_STOP_MSG in msg.content


class TestFromConfig:
    """Tests for LoopDetectionMiddleware.from_config — the sole validated construction path."""

    @staticmethod
    def _config(**kwargs):
        from deerflow.config.loop_detection_config import LoopDetectionConfig

        return LoopDetectionConfig(**kwargs)

    def test_scalar_fields_mapped(self):
        config = self._config(
            warn_threshold=4,
            hard_limit=8,
            window_size=15,
            max_tracked_threads=50,
            tool_freq_warn=20,
            tool_freq_hard_limit=40,
        )
        mw = LoopDetectionMiddleware.from_config(config)
        assert mw.warn_threshold == 4
        assert mw.hard_limit == 8
        assert mw.window_size == 15
        assert mw.max_tracked_threads == 50
        assert mw.tool_freq_warn == 20
        assert mw.tool_freq_hard_limit == 40

    def test_overrides_converted_to_tuples(self):
        config = self._config(tool_freq_overrides={"bash": {"warn": 50, "hard_limit": 100}})
        mw = LoopDetectionMiddleware.from_config(config)
        assert mw._tool_freq_overrides == {"bash": (50, 100)}

    def test_empty_overrides(self):
        mw = LoopDetectionMiddleware.from_config(self._config())
        assert mw._tool_freq_overrides == {}

    def test_constructed_middleware_detects_loops(self):
        mw = LoopDetectionMiddleware.from_config(self._config(warn_threshold=2, hard_limit=4))
        runtime = _make_runtime()
        call = [_bash_call("ls")]
        mw._apply(_make_state(tool_calls=call), runtime)
        result = mw._apply(_make_state(tool_calls=call), runtime)
        assert result is not None
        assert "LOOP DETECTED" in result["messages"][0].content