Import AITURK IDE 1.0.0-beta.1 from Hermes 63279301; preserve MIT license
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"""Compression hygiene: small-context threshold floor, reasoning-trace
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exclusion, and bounded summary size.
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Covers the July 2026 compression tuning pass:
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1. Reasoning traces (native ``reasoning`` field AND inline ``<think>``-style
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blocks) must never reach the summarizer prompt, and traces emitted BY the
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summarizer model must never be stored in the summary.
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2. Head/tail protection budgets stay proportionate (tail = 20% of threshold).
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3. Summary token budget is bounded to the 1K-10K envelope.
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4. Models with context windows below 512K get their compression threshold
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floored at 75% (raise-only — a higher configured value always wins).
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"""
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from unittest.mock import patch
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import agent.context_compressor as cc
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from agent.context_compressor import ContextCompressor
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def _make(ctx: int, pct: float = 0.50) -> ContextCompressor:
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with patch.object(cc, "get_model_context_length", return_value=ctx):
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comp = ContextCompressor(
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model="test/model", threshold_percent=pct, quiet_mode=True,
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)
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# Resolve while the mock is active — lazy init (#32221) defers the
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# window probe (and the floor application) past __init__.
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_ = comp.context_length
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return comp
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class TestSmallContextThresholdFloor:
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def test_sub_512k_floors_to_75_percent(self):
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for ctx in (128_000, 200_000, 262_144, 511_999):
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comp = _make(ctx, pct=0.50)
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assert comp.threshold_percent == 0.75, ctx
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assert comp.threshold_tokens == int(ctx * 0.75), ctx
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def test_update_model_rederives_floor_both_directions(self):
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comp = _make(128_000, pct=0.50)
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assert comp.threshold_percent == 0.75
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# small -> large: back to the configured 50%
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comp.update_model("big", 1_000_000)
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assert comp.threshold_percent == 0.50
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assert comp.threshold_tokens == 500_000
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# large -> small: floor re-applies
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comp.update_model("small", 200_000)
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assert comp.threshold_percent == 0.75
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assert comp.threshold_tokens == 150_000
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class TestReasoningExcludedFromSummarizer:
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def test_serializer_drops_inline_think_blocks(self):
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comp = _make(128_000)
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turns = [
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{"role": "user", "content": "do the thing"},
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{"role": "assistant", "content": "<think>INLINE_TRACE</think>visible answer"},
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{"role": "assistant", "content": "<reasoning>VARIANT_TRACE</reasoning>other answer"},
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]
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ser = comp._serialize_for_summary(turns)
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assert "INLINE_TRACE" not in ser
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assert "VARIANT_TRACE" not in ser
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assert "visible answer" in ser
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assert "other answer" in ser
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def test_summarizer_output_think_block_stripped_before_store(self):
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comp = _make(128_000)
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class FakeMsg:
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content = "<think>OUTPUT_TRACE</think>\n## Active Task\nUser asked X"
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class FakeChoice:
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message = FakeMsg()
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class FakeResp:
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choices = [FakeChoice()]
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with patch.object(cc, "call_llm", return_value=FakeResp()):
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out = comp._generate_summary([{"role": "user", "content": "hi"}])
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assert out is not None
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assert "OUTPUT_TRACE" not in out
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assert "## Active Task" in out
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# The iterative-update seed must be clean too, or the trace compounds
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# across every subsequent compaction.
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assert "OUTPUT_TRACE" not in (comp._previous_summary or "")
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class TestSummaryBudgetEnvelope:
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def test_no_max_tokens_wire_cap_on_summary_call(self):
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"""The summary budget is PROMPT GUIDANCE only ("Target ~N tokens").
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A wire-level max_tokens cap truncates summaries mid-section on the
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Anthropic Messages / NVIDIA NIM paths (which forward the param), and
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thinking models burn the cap on reasoning before emitting the summary
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body — producing truncated or thinking-only summaries and compaction
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loops. The call must NOT carry max_tokens.
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"""
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comp = _make(128_000)
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captured = {}
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class FakeMsg:
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content = "## Active Task\nUser asked X"
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class FakeChoice:
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message = FakeMsg()
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class FakeResp:
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choices = [FakeChoice()]
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def fake_call_llm(**kw):
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captured.update(kw)
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return FakeResp()
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with patch.object(cc, "call_llm", side_effect=fake_call_llm):
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out = comp._generate_summary([{"role": "user", "content": "hi"}])
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assert out is not None
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assert "max_tokens" not in captured
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# The budget still lands as prompt guidance, within the envelope.
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prompt = captured["messages"][0]["content"]
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import re
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m = re.search(r"Target ~(\d+) tokens", prompt)
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assert m, "prompt-level token target guidance missing"
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assert 1_000 <= int(m.group(1)) <= 10_000
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def test_budget_capped_at_10k_even_on_1m_window(self):
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comp = _make(1_000_000)
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huge = [{"role": "assistant", "content": "x" * 8000} for _ in range(200)]
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assert comp._compute_summary_budget(huge) <= 10_000
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assert comp.max_summary_tokens <= 10_000
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class TestTailBudgetProportionality:
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def test_tail_budget_is_target_ratio_of_threshold(self):
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# Legacy-mode contract: the threshold-proportional formula. The
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# default is lean (clamped 10K-25K) since the tail-default flip, so
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# this pins the LEGACY path explicitly.
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comp = _make(128_000)
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comp.tail_mode = "legacy"
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comp._tail_token_budget = None # force mode-aware recompute
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assert comp.tail_token_budget == int(comp.threshold_tokens * comp.summary_target_ratio)
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# Sanity: tail protection stays a modest slice of the window (<= 20%).
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assert comp.tail_token_budget <= comp.context_length * 0.20
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def test_default_lean_tail_is_clamped(self):
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# Default-mode contract after the flip: lean clamp, never the
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# threshold-proportional hoard.
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from agent.context_compressor import LEAN_TAIL_CAP_TOKENS, LEAN_TAIL_FLOOR_TOKENS
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comp = _make(128_000)
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assert comp.tail_mode == "lean"
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assert LEAN_TAIL_FLOOR_TOKENS <= comp.tail_token_budget <= LEAN_TAIL_CAP_TOKENS
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