feat(profiler/behave_shell): emit motor.shell_mastery.tab_completion

This commit is contained in:
2026-05-03 23:31:20 -04:00
parent 771944830a
commit a077cf67c8
8 changed files with 246 additions and 8 deletions

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@@ -23,6 +23,7 @@ from decnet.profiler.behave_shell._thresholds import (
IKI_THINK_MAX_S,
PASTE_BURST_MAX_IAT_S,
PASTE_MIN_CHARS_PER_EVENT,
SHORTCUT_CTRL_BYTES,
)
@@ -164,14 +165,26 @@ def _split_typing_bursts(iats: tuple[float, ...]) -> tuple[tuple[float, ...], ..
def _segment_commands(inputs: list[AsciinemaEvent]) -> tuple[Command, ...]:
"""Walk input events, splitting on ``\\r`` / ``\\n`` into commands.
PII discipline: only the first whitespace-delimited token is
retained, and only as a sha256 hash. Buffer contents are dropped
on every command boundary; an unterminated trailing buffer (no
final newline) yields no command.
Retains only the first whitespace-delimited token as a sha256 hash
plus three integer counters needed for the Phase C
``motor.shell_mastery.*`` primitives:
* ``tab_count`` — ``\\t`` (0x09) keystrokes in the command
* ``shortcut_count`` — readline control bytes from
:data:`SHORTCUT_CTRL_BYTES`
* ``pipe_count`` — ``|`` characters in the command (counted on
every byte; pasted pipelines still indicate pipeline fluency the
operator chose to execute)
Buffer contents are dropped on every command boundary; an
unterminated trailing buffer (no final newline) yields no command.
"""
cmds: list[Command] = []
buf_chars: list[str] = []
buf_start_ts: float | None = None
tab_count = 0
shortcut_count = 0
pipe_count = 0
for t, _kind, data in inputs:
for c in data:
@@ -183,13 +196,25 @@ def _segment_commands(inputs: list[AsciinemaEvent]) -> tuple[Command, ...]:
start_ts=buf_start_ts if buf_start_ts is not None else t,
end_ts=t,
first_token_hash=hash_token(first_token),
tab_count=tab_count,
shortcut_count=shortcut_count,
pipe_count=pipe_count,
))
buf_chars = []
buf_start_ts = None
tab_count = 0
shortcut_count = 0
pipe_count = 0
else:
if not buf_chars:
buf_start_ts = t
buf_chars.append(c)
if c == "\t":
tab_count += 1
elif c == "|":
pipe_count += 1
elif c in SHORTCUT_CTRL_BYTES:
shortcut_count += 1
return tuple(cmds)

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@@ -24,6 +24,7 @@ from decnet.profiler.behave_shell._features.motor import (
keystroke_cadence,
motor_stability,
paste_burst_rate,
tab_completion,
)
FeatureFn = Callable[[SessionContext], Iterable[Observation]]
@@ -35,6 +36,7 @@ FEATURES: tuple[FeatureFn, ...] = (
motor_stability,
error_correction,
command_chunking,
tab_completion,
inter_command_latency_class,
command_branch_diversity,
feedback_loop_engagement,

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@@ -26,11 +26,25 @@ from decnet.profiler.behave_shell._thresholds import (
MODALITY_TYPED_MAX,
PASTE_RATE_HABITUAL_MIN,
PASTE_RATE_OCCASIONAL_MIN,
SHELL_MASTERY_BOUNDARY_BAND,
SHELL_MASTERY_MIN_COMMANDS,
TAB_COMPLETION_HABITUAL_MIN,
TAB_COMPLETION_OCCASIONAL_MAX,
TREMOR_FAST_FLOOR_S,
TREMOR_RATE_MIN,
)
def _near(value: float, boundary: float) -> bool:
"""True iff ``value`` is within ``SHELL_MASTERY_BOUNDARY_BAND`` of
``boundary`` (relative to the boundary). Phase C uses this to drop
confidence when a measurement sits on a bucket fence.
"""
if boundary == 0:
return abs(value) <= SHELL_MASTERY_BOUNDARY_BAND
return abs(value - boundary) / boundary <= SHELL_MASTERY_BOUNDARY_BAND
def input_modality(ctx: SessionContext) -> Iterator[Observation]:
"""Emit ``motor.input_modality`` ∈ {typed, pasted, mixed}.
@@ -252,3 +266,53 @@ def command_chunking(ctx: SessionContext) -> Iterator[Observation]:
value=value,
confidence=confidence,
)
def tab_completion(ctx: SessionContext) -> Iterator[Observation]:
"""Emit ``motor.shell_mastery.tab_completion`` ∈ {none, occasional, habitual}.
Metric: fraction of commands containing at least one ``\\t`` keystroke.
A pasted full command line that happens to embed a tab still counts —
the operator chose to send the bytes — but in practice tab keystrokes
only arrive interactively, so this is dominated by typed sessions.
Confidence:
* < ``SHELL_MASTERY_MIN_COMMANDS`` → 0.40 (sample-size honesty).
* Within ±10% of either bucket boundary → 0.55 (threshold proximity).
* Otherwise → 0.75.
Skips emission when the session has no commands at all (no honest
ratio to report; the registry doesn't admit ``unknown`` here).
"""
n = len(ctx.commands)
if n == 0:
return
commands_with_tab = sum(1 for c in ctx.commands if c.tab_count > 0)
ratio = commands_with_tab / n
if ratio == 0.0:
value = "none"
elif ratio < TAB_COMPLETION_OCCASIONAL_MAX:
value = "occasional"
elif ratio < TAB_COMPLETION_HABITUAL_MIN:
# Registry's own gap (30%-<50%) — round down rather than up.
value = "occasional"
else:
value = "habitual"
if n < SHELL_MASTERY_MIN_COMMANDS:
confidence = 0.40
elif (
_near(ratio, TAB_COMPLETION_OCCASIONAL_MAX)
or _near(ratio, TAB_COMPLETION_HABITUAL_MIN)
):
confidence = 0.55
else:
confidence = 0.75
yield make_observation(
ctx,
primitive="motor.shell_mastery.tab_completion",
value=value,
confidence=confidence,
)

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@@ -47,11 +47,20 @@ class Command:
``end_ts`` is the timestamp of the ``\\r`` / ``\\n`` that
terminated the command; ``start_ts`` is the first character typed
or pasted into it.
``tab_count`` / ``shortcut_count`` / ``pipe_count`` are integer
counters populated by the context builder during the per-command
byte sweep. They feed the ``motor.shell_mastery.*`` primitives
(Phase C). The raw bytes themselves are read once during the
sweep and discarded — only the counters are retained.
"""
start_ts: float
end_ts: float
first_token_hash: str
tab_count: int = 0
shortcut_count: int = 0
pipe_count: int = 0
def hash_token(token: str) -> str:

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@@ -109,3 +109,33 @@ BACKSPACE_IMMEDIATE_MAX_S: float = 0.50
# Median CV of within-command IATs. Below this → fluent (steady within
# each command); above → fragmented (operator pauses mid-command).
CMD_CHUNKING_FLUENT_CV_MAX: float = 0.50
# ── motor.shell_mastery.* (Phase C) ─────────────────────────────────────────
# Readline control bytes counted toward ``shortcut_usage``. The seven
# pinned by BEHAVE-EXTRACTOR.md §Phase C (line 472):
# ^A start-of-line ^E end-of-line ^W kill-prev-word
# ^U kill-line ^R reverse-i-search ^B back-char ^F forward-char
# v0.2 may extend to ^K/^Y/^L/^D/^P/^N once corpus calibration justifies it.
# Note: ^U / ^W also feed ``motor.error_correction`` (Step B.3) via the
# ``kill_line_count`` channel — these are independent measurements over
# the same byte stream, not double-counting.
SHORTCUT_CTRL_BYTES: frozenset[str] = frozenset({
"\x01", "\x05", "\x17", "\x15", "\x12", "\x02", "\x06",
})
# motor.shell_mastery.tab_completion — fraction of commands containing
# at least one ``\t`` keystroke. Registry buckets per BEHAVE-EXTRACTOR.md
# line 471: ``none`` (0%), ``occasional`` (<30%), ``habitual`` (≥50%).
# The 30%-50% gap rounds down to ``occasional`` — the registry's own gap.
TAB_COMPLETION_OCCASIONAL_MAX: float = 0.30
TAB_COMPLETION_HABITUAL_MIN: float = 0.50
# Sample-size floor below which Phase C primitives drop confidence to
# 0.40 (sample-size honesty). Mirrors MIN_COMMANDS_FOR_FULL_CONFIDENCE
# but is named separately so a future tune can move them independently.
SHELL_MASTERY_MIN_COMMANDS: int = 5
# Width of the "near a bucket boundary" band (relative to the boundary)
# used by Phase C primitives. ±10% of the boundary value drops
# confidence by 0.20 per BEHAVE-EXTRACTOR.md §"Threshold proximity".
SHELL_MASTERY_BOUNDARY_BAND: float = 0.10

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@@ -646,7 +646,7 @@ unchecked = no v0 tag.**
- [x] B.4 `motor.command_chunking`
### Phase C — `motor.shell_mastery.*`
- [ ] C.1 `motor.shell_mastery.tab_completion`
- [x] C.1 `motor.shell_mastery.tab_completion`
- [ ] C.2 `motor.shell_mastery.shortcut_usage`
- [ ] C.3 `motor.shell_mastery.pipe_chaining_depth`

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@@ -31,7 +31,7 @@ from decnet.profiler.behave_shell import extract_session
from decnet.profiler.behave_shell._parse import parse_shard_line
PHASE_AB_PRIMITIVES: frozenset[str] = frozenset({
PHASE_ABC_PRIMITIVES: frozenset[str] = frozenset({
# Phase A — calibration floor
"motor.input_modality",
"motor.paste_burst_rate",
@@ -44,6 +44,8 @@ PHASE_AB_PRIMITIVES: frozenset[str] = frozenset({
"motor.motor_stability",
"motor.error_correction",
"motor.command_chunking",
# Phase C — motor.shell_mastery.* (lands one primitive per commit)
"motor.shell_mastery.tab_completion",
})
@@ -111,7 +113,7 @@ def test_shard_emits_all_phase_a_primitives(
obs = _all_observations(path)
assert obs, f"{class_label}: extractor produced zero observations"
seen = {o.primitive for o in obs}
missing = PHASE_AB_PRIMITIVES - seen
missing = PHASE_ABC_PRIMITIVES - seen
assert not missing, (
f"{class_label} ({shard_file}) missing primitives: "
f"{sorted(missing)}"
@@ -148,7 +150,7 @@ def test_shards_are_discriminative_across_classes(
# At least one primitive should produce different majority values
# across the present classes.
discriminative_primitives: list[str] = []
for prim in PHASE_AB_PRIMITIVES:
for prim in PHASE_ABC_PRIMITIVES:
values = {by_class[c].get(prim) for c in by_class if prim in by_class[c]}
if len(values) >= 2:
discriminative_primitives.append(prim)

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@@ -0,0 +1,106 @@
"""Step C.1: ``motor.shell_mastery.tab_completion``."""
from __future__ import annotations
from decnet.profiler.behave_shell import extract_session
from decnet.profiler.behave_shell._ctx import build_session_context
from decnet.profiler.behave_shell._parse import AsciinemaEvent
PRIMITIVE = "motor.shell_mastery.tab_completion"
def _of(observations: list, primitive: str):
obs = [o for o in observations if o.primitive == primitive]
assert len(obs) == 1, f"expected exactly one {primitive}, got {len(obs)}"
return obs[0]
def _command(t0: float, body: str) -> list[AsciinemaEvent]:
"""One command at ``t0``: every byte of ``body`` then a ``\\r``.
Bytes arrive 50ms apart so the segmentation logic sees event-level
timestamps that fall inside the synthesised command window.
"""
events: list[AsciinemaEvent] = []
t = t0
for c in body:
events.append((t, "i", c))
t += 0.05
events.append((t, "i", "\r"))
return events
def _session(bodies: list[str], gap: float = 1.0) -> list[AsciinemaEvent]:
events: list[AsciinemaEvent] = []
t = 0.0
for body in bodies:
events.extend(_command(t, body))
t = events[-1][0] + gap
return events
def test_no_commands_no_emission() -> None:
"""No \\r/\\n → no commands → no honest ratio to report."""
out = list(extract_session([(0.0, "i", "ls")], sid="tab-empty"))
assert [o for o in out if o.primitive == PRIMITIVE] == []
def test_zero_tabs_emit_none() -> None:
out = list(extract_session(_session(["ls", "pwd", "id", "uname", "whoami", "date"]),
sid="tab-none"))
obs = _of(out, PRIMITIVE)
assert obs.value == "none"
assert obs.confidence == 0.75
def test_majority_tabs_emit_habitual() -> None:
# 5 of 6 commands carry a \t → ratio ≈ 0.83, well above 0.50.
bodies = ["ls\t", "cd\t/tmp", "ec\thello", "cat\tf", "vi\t", "exit"]
out = list(extract_session(_session(bodies), sid="tab-habitual"))
obs = _of(out, PRIMITIVE)
assert obs.value == "habitual"
assert obs.confidence == 0.75
def test_low_tab_rate_emits_occasional() -> None:
# 2 of 10 → ratio 0.20 (below 0.30, above 0); not near a boundary.
bodies = ["ls\t"] * 2 + ["pwd"] * 8
out = list(extract_session(_session(bodies), sid="tab-occasional"))
obs = _of(out, PRIMITIVE)
assert obs.value == "occasional"
assert obs.confidence == 0.75
def test_gap_band_rounds_down_to_occasional() -> None:
# 4 of 10 → ratio 0.40, sits in the registry's 30%-50% gap which
# we round DOWN to occasional. Not near either boundary at >10%.
bodies = ["ls\t"] * 4 + ["pwd"] * 6
out = list(extract_session(_session(bodies), sid="tab-gap"))
obs = _of(out, PRIMITIVE)
assert obs.value == "occasional"
def test_near_boundary_drops_confidence() -> None:
# 3 of 10 → 0.30 — exactly the occasional boundary. Confidence drops.
bodies = ["ls\t"] * 3 + ["pwd"] * 7
out = list(extract_session(_session(bodies), sid="tab-boundary"))
obs = _of(out, PRIMITIVE)
assert obs.confidence == 0.55
def test_few_commands_drops_confidence() -> None:
# 4 commands < SHELL_MASTERY_MIN_COMMANDS=5 → confidence floor 0.40.
out = list(extract_session(_session(["ls", "pwd", "id", "exit"]),
sid="tab-low-n"))
obs = _of(out, PRIMITIVE)
assert obs.value == "none"
assert obs.confidence == 0.40
def test_segmentation_populates_tab_count() -> None:
"""End-to-end: tabs inside a command increment ``Command.tab_count``
once per byte and don't leak into the next command."""
events = _command(0.0, "l\ts\t") + _command(5.0, "pwd")
ctx = build_session_context(events, sid="seg-tab", source="t")
assert len(ctx.commands) == 2
assert ctx.commands[0].tab_count == 2
assert ctx.commands[1].tab_count == 0