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c745a99 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 | """Per-episode command history tracker for multi-step task evaluation."""
from __future__ import annotations
import logging
import re
from pydantic import BaseModel, Field
logger = logging.getLogger(__name__)
# Maps common AWS CLI flag names to resource identifiers
_RESOURCE_FLAGS: list[str] = [
"--bucket",
"--table-name",
"--function-name",
"--queue-name",
"--topic-name",
"--role-name",
"--rest-api-id",
"--name",
"--resource",
]
class StepRecord(BaseModel):
"""A single command executed within an episode."""
command: str
success: bool
stdout: str = ""
stderr: str = ""
step_number: int = Field(ge=0)
def _parse_aws_command(command: str) -> tuple[str | None, str | None]:
"""Extract (service, operation) from an AWS CLI command.
Example: 'aws s3api create-bucket --bucket foo' -> ('s3api', 'create-bucket')
"""
parts = command.strip().split()
if len(parts) < 3 or parts[0] != "aws":
return None, None
return parts[1], parts[2]
def _command_mentions_resource(command: str, resource: str) -> bool:
"""Check if the command references a specific resource name."""
parts = command.strip().split()
for i, part in enumerate(parts):
if part in _RESOURCE_FLAGS and i + 1 < len(parts):
if parts[i + 1] == resource:
return True
# Also match if the resource appears as a value in key=value flags
# e.g. --table-name=orders
for part in parts:
for flag in _RESOURCE_FLAGS:
if part.startswith(f"{flag}=") and part.split("=", 1)[1] == resource:
return True
# Match resource in ARN-like patterns or bare arguments
if re.search(rf"\b{re.escape(resource)}\b", command):
return True
return False
# Maps create operations to their corresponding delete operations.
_CREATE_DELETE_PAIRS: dict[str, str] = {
"create-bucket": "delete-bucket",
"create-table": "delete-table",
"create-function": "delete-function",
"create-queue": "delete-queue",
"create-topic": "delete-topic",
"create-role": "delete-role",
"create-rest-api": "delete-rest-api",
"create-secret": "delete-secret",
"put-bucket-policy": "delete-bucket-policy",
"attach-role-policy": "detach-role-policy",
}
_ALREADY_EXISTS_PATTERNS: list[str] = [
"already exists",
"BucketAlreadyExists",
"BucketAlreadyOwnedByYou",
"ResourceInUseException",
"ResourceConflictException",
"EntityAlreadyExists",
"QueueNameExists",
"TopicAlreadyExists",
]
def _extract_resource_name(command: str) -> str | None:
"""Extract the primary resource name from an AWS CLI command."""
parts = command.strip().split()
for i, part in enumerate(parts):
if part in _RESOURCE_FLAGS and i + 1 < len(parts):
return parts[i + 1]
for flag in _RESOURCE_FLAGS:
if part.startswith(f"{flag}="):
return part.split("=", 1)[1]
return None
class EpisodeTracker:
"""Tracks command history within a single episode for grading."""
def __init__(self) -> None:
self._history: list[StepRecord] = []
self._step_counter: int = 0
self._previous_progress: float = 0.0
# Track which (operation, resource) pairs have been credited
self._credited_operations: set[tuple[str, str | None]] = set()
self._hints_used: int = 0
def reset(self) -> None:
self._history.clear()
self._step_counter = 0
self._previous_progress = 0.0
self._credited_operations.clear()
self._hints_used = 0
def record_step(
self, command: str, success: bool, stdout: str, stderr: str
) -> StepRecord:
record = StepRecord(
command=command,
success=success,
stdout=stdout,
stderr=stderr,
step_number=self._step_counter,
)
self._history.append(record)
self._step_counter += 1
return record
def has_executed_operation(
self, operation: str, resource: str | None = None
) -> bool:
"""Check if a successful command matching (operation, resource) exists in history."""
for record in self._history:
if not record.success:
continue
_, cmd_op = _parse_aws_command(record.command)
if cmd_op != operation:
continue
if resource is not None and not _command_mentions_resource(
record.command, resource
):
continue
return True
return False
def has_used_service(self, service: str) -> bool:
"""Check if any successful command targeted the given AWS service."""
for record in self._history:
if not record.success:
continue
cmd_svc, _ = _parse_aws_command(record.command)
if cmd_svc is not None and service in cmd_svc:
return True
return False
def is_operation_already_credited(
self, operation: str, resource: str | None
) -> bool:
return (operation, resource) in self._credited_operations
def credit_operation(self, operation: str, resource: str | None) -> None:
self._credited_operations.add((operation, resource))
@property
def command_history(self) -> list[StepRecord]:
return list(self._history)
@property
def step_count(self) -> int:
return self._step_counter
def record_hint(self) -> int:
"""Record that a hint was used. Returns the new hint level (1-indexed)."""
self._hints_used += 1
return self._hints_used
@property
def hints_used(self) -> int:
return self._hints_used
@property
def previous_progress(self) -> float:
return self._previous_progress
@previous_progress.setter
def previous_progress(self, value: float) -> None:
self._previous_progress = value
def detect_rollbacks(self) -> int:
"""Count create→delete pairs on the same resource (wasteful rollbacks)."""
# Build a set of (operation, resource) for successful create commands
creates: list[tuple[str, str]] = []
for record in self._history:
if not record.success:
continue
_, op = _parse_aws_command(record.command)
if op is None or op not in _CREATE_DELETE_PAIRS:
continue
resource = _extract_resource_name(record.command)
if resource is not None:
creates.append((op, resource))
rollback_count = 0
for create_op, resource in creates:
delete_op = _CREATE_DELETE_PAIRS[create_op]
for record in self._history:
if not record.success:
continue
_, op = _parse_aws_command(record.command)
if op == delete_op and _command_mentions_resource(
record.command, resource
):
rollback_count += 1
break
return rollback_count
def detect_idempotent_retries(self) -> int:
"""Count create failures with 'already exists' followed by a successful next step."""
count = 0
for i, record in enumerate(self._history):
if record.success:
continue
_, op = _parse_aws_command(record.command)
if op is None or not op.startswith("create"):
continue
# Check stderr for "already exists" patterns
if not any(pat in record.stderr for pat in _ALREADY_EXISTS_PATTERNS):
continue
# Next step must exist and be successful
if i + 1 < len(self._history) and self._history[i + 1].success:
count += 1
return count
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