Import AITURK IDE 1.0.0-beta.1 from Hermes 63279301; preserve MIT license
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"""Algorithmic reproduction and regression for issue #61932.
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After several in-place compactions a tool-heavy session can be short enough
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that nearly every remaining message sits inside the protected recent tail,
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yet those messages are huge completed ``read_file`` / tool outputs. The
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middle compress window is then empty or tiny, preflight makes no material
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token progress, and the turn dies with::
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Context length exceeded (174,833 tokens). Cannot compress further.
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This is the core compressor contract — not Desktop/Windows-specific.
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"""
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from __future__ import annotations
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from unittest.mock import patch
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import pytest
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from agent.context_compressor import (
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ContextCompressor,
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_MAX_TAIL_MESSAGE_FLOOR,
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_PRESSURE_KEEP_RECENT_MESSAGES,
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)
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from agent.model_metadata import estimate_messages_tokens_rough
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from agent.turn_context import _compression_made_progress
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def _unique_tool_pair(i: int, chars: int) -> list[dict]:
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"""Assistant tool_call + unique tool result (no dedupe shortcut)."""
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body = f"FILE_{i}_START\n" + (f"line {i} unique payload " * (chars // 22))[:chars]
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return [
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{
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"role": "assistant",
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"content": None,
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"tool_calls": [
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{
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"id": f"call_{i}",
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"type": "function",
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"function": {
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"name": "read_file",
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"arguments": f'{{"path":"f{i}.py"}}',
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},
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}
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],
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},
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{
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"role": "tool",
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"tool_call_id": f"call_{i}",
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"content": body,
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},
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]
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def _already_compacted_session(
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*,
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n_pairs: int,
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tool_chars: int,
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user_chars: int,
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) -> list[dict]:
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"""Shape after multiple in-place compactions: head + handoff + heavy tail."""
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msgs: list[dict] = [
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{"role": "system", "content": "You are Hermes."},
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{"role": "user", "content": "Investigate thoroughly"},
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{"role": "assistant", "content": "OK"},
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{
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"role": "user",
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"content": (
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"[CONTEXT COMPACTION — REFERENCE ONLY]\n"
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+ ("Prior findings. " * 200)
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),
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},
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{"role": "assistant", "content": "Continuing from compacted context."},
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]
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for i in range(n_pairs):
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msgs.extend(_unique_tool_pair(i, tool_chars))
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msgs.append(
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{
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"role": "user",
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"content": "Full structured report:\n" + ("U" * user_chars),
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}
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)
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return msgs
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@pytest.fixture()
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def compressor_128k():
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with patch(
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"agent.context_compressor.get_model_context_length",
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return_value=128_000,
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):
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c = ContextCompressor(
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model="openai-codex/gpt-test",
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threshold_percent=0.50,
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summary_target_ratio=0.20,
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protect_first_n=3,
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protect_last_n=20,
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quiet_mode=True,
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config_context_length=128_000,
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)
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c._generate_summary = lambda *a, **k: "compact summary of earlier investigation"
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return c
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class TestProtectedTailPressure61932:
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def test_compress_escapes_cannot_compress_further_dead_end(
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self, compressor_128k
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):
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"""Full compress path must materially reduce an over-context tail.
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Reproduces the #61932 failure class: multipass compression previously
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dropped a couple of message rows while leaving ~170k tokens intact,
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then reported no further progress.
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"""
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c = compressor_128k
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msgs = _already_compacted_session(
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n_pairs=4, tool_chars=200_000, user_chars=80_000
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)
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rough0 = estimate_messages_tokens_rough(msgs)
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assert rough0 > c.context_length
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cur = msgs
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tok = rough0
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last_progress = False
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for _pass in range(3):
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o_len, o_tok = len(cur), tok
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out = c.compress(list(cur), current_tokens=tok)
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n_tok = estimate_messages_tokens_rough(out)
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last_progress = _compression_made_progress(
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o_len, len(out), o_tok, n_tok
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)
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cur, tok = out, n_tok
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if n_tok < c.threshold_tokens and n_tok < c.context_length:
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break
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assert tok < c.context_length, (
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f"still over context after compression: {tok:,} >= {c.context_length:,}"
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)
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assert tok < rough0 * 0.5, (
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f"compression did not reclaim enough headroom: {rough0:,} → {tok:,}"
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)
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# Either we recovered under threshold, or the last pass still made
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# progress (never a pure no-op dead-end above the window).
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assert tok < c.threshold_tokens or last_progress
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def test_all_oversized_tail_dead_end_shape_now_compresses(
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self, compressor_128k
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):
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"""Exact #61932 dead-end: the protected tail ALONE holds everything.
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Head (3 messages) + an 8-message tail of exclusively oversized tool
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pairs. The tail token budget + the ``_MAX_TAIL_MESSAGE_FLOOR`` (8)
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floor protect every non-head message, so ``compress_start >=
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compress_end`` — pre-fix ``compress()`` returned the transcript
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UNCHANGED, incremented ``_ineffective_compression_count``, and the
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retry loop died with "Cannot compress further". Post-fix the Phase-1
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pressure pass demotes the oversized tool bodies even though the
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summary window is empty, so the same call materially shrinks the
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transcript below the context window.
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"""
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c = compressor_128k
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msgs: list[dict] = [
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{"role": "system", "content": "You are Hermes."},
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{"role": "user", "content": "Investigate thoroughly"},
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{"role": "assistant", "content": "OK"},
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]
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for i in range(4):
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msgs.extend(_unique_tool_pair(i, 200_000))
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assert len(msgs) == 11 # 3 head + 8-message all-oversized tail
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before = estimate_messages_tokens_rough(msgs)
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assert before > c.context_length, "fixture must start over-context"
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out = c.compress(list(msgs), current_tokens=before)
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after = estimate_messages_tokens_rough(out)
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# The dead-end is broken: one pass reclaims the bulk of the tail.
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assert after < c.context_length, (
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f"still over context: {after:,} >= {c.context_length:,}"
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)
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assert after < before * 0.25, (
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f"expected the oversized tail to demote: {before:,} → {after:,}"
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)
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# tool_call/tool_result pairing must survive demotion — never orphan
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# a tool result or a tool call (provider 400s otherwise). Whole
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# pairs may legitimately be summarized away together.
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call_ids = {
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tc["id"]
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for m in out
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if m.get("role") == "assistant"
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for tc in (m.get("tool_calls") or [])
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if isinstance(tc, dict)
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}
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tool_result_ids = [
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m.get("tool_call_id") for m in out if m.get("role") == "tool"
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]
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assert tool_result_ids, "expected surviving tool pairs in the tail"
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for rid in tool_result_ids:
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assert rid in call_ids, f"orphaned tool result {rid!r}"
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for cid in call_ids:
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assert cid in tool_result_ids, f"orphaned tool call {cid!r}"
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