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798be06 5e39b9e 798be06 5e39b9e 798be06 5e39b9e 798be06 5e39b9e 798be06 5e39b9e da9749a 798be06 da9749a 798be06 da9749a 798be06 | 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 | """
Real-world CLI command parser for DIME.
Converts kubectl / AWS CLI command strings into ``InfraAction`` objects
using regex pattern matching. This proves the environment can train
models on production-grade syntax rather than abstract JSON schemas.
"""
from __future__ import annotations
import json
import re
from server.models import InfraAction
class CommandParseError(Exception):
"""Raised when a raw CLI command cannot be parsed."""
# ---------------------------------------------------------------------------
# Pattern table: (compiled regex, handler function)
# ---------------------------------------------------------------------------
_PATTERNS: list[tuple[re.Pattern, callable]] = []
_REASONING_JSON_RE = re.compile(
r"^\s*<reasoning>.+?</reasoning>\s*(\{.*\})\s*$",
re.IGNORECASE | re.DOTALL,
)
def _register(pattern: str):
"""Decorator to register a regex β handler mapping."""
compiled = re.compile(pattern, re.IGNORECASE)
def decorator(fn):
_PATTERNS.append((compiled, fn))
return fn
return decorator
# ---- kubectl scale β scale_up ----
@_register(r"kubectl\s+scale\s+deployment\s+\S+\s+--replicas[=\s]+(\d+)")
def _handle_kubectl_scale(match: re.Match) -> InfraAction:
return InfraAction(action_type="scale_up")
# ---- aws autoscaling β scale_up ----
@_register(
r"aws\s+autoscaling\s+set-desired-capacity\s+.*--desired-capacity[=\s]+(\d+)"
)
def _handle_aws_scale(match: re.Match) -> InfraAction:
return InfraAction(action_type="scale_up")
# ---- kubectl delete pod + apply restart β restart_node ----
@_register(r"kubectl\s+(?:delete\s+pod|rollout\s+restart)\s+.*node[_-]?(\d+)")
def _handle_kubectl_restart(match: re.Match) -> InfraAction:
target = int(match.group(1))
return InfraAction(action_type="restart_node", target=target)
# ---- kubectl restart via apply -f restart.yaml ----
@_register(r"kubectl\s+apply\s+-f\s+restart.*node[_-]?(\d+)")
def _handle_kubectl_apply_restart(match: re.Match) -> InfraAction:
target = int(match.group(1))
return InfraAction(action_type="restart_node", target=target)
# ---- istio/envoy traffic shift β reroute_traffic ----
@_register(
r"kubectl\s+exec.*(?:istio|envoy).*traffic\s+shift\s+--from[=\s]+(\d+)\s+--to[=\s]+(\d+)"
)
def _handle_traffic_shift(match: re.Match) -> InfraAction:
return InfraAction(
action_type="reroute_traffic",
from_node=int(match.group(1)),
to_node=int(match.group(2)),
)
# ---- kubectl logs β query_logs ----
@_register(r"kubectl\s+logs\s+.*node[_-]?(\d+)")
def _handle_kubectl_logs(match: re.Match) -> InfraAction:
target = int(match.group(1))
return InfraAction(action_type="query_logs", target=target)
# ---- kubectl throttle / rate-limit ingress ----
@_register(r"kubectl\s+(?:throttle|annotate)\s+ingress\s+.*--rate[=\s]+([\d.]+)")
def _handle_throttle(match: re.Match) -> InfraAction:
rate = float(match.group(1))
rate = max(0.0, min(1.0, rate))
return InfraAction(action_type="throttle", rate=rate)
# ---- explicit no_op / observe ----
@_register(r"(?:no[_-]?op|observe|noop|kubectl\s+get\s+pods)")
def _handle_noop(match: re.Match) -> InfraAction:
return InfraAction(action_type="no_op")
def _extract_reasoning_json(raw: str) -> dict | None:
"""Return the JSON body after a <reasoning> block, if present and valid."""
match = _REASONING_JSON_RE.match(raw)
if not match:
return None
try:
payload = json.loads(match.group(1))
except json.JSONDecodeError as exc:
raise CommandParseError(f"Invalid JSON after <reasoning>: {exc}") from exc
if not isinstance(payload, dict):
raise CommandParseError("JSON command body must be an object.")
return payload
def has_reasoning_json_format(raw: str) -> bool:
"""Whether raw output uses the required <reasoning> XML + valid JSON shape."""
try:
return _extract_reasoning_json(raw.strip()) is not None
except CommandParseError:
return False
# ---------------------------------------------------------------------------
# Public API
# ---------------------------------------------------------------------------
def parse_command(raw: str) -> InfraAction:
"""
Parse a raw CLI command string into an ``InfraAction``.
Accepts the legacy plain kubectl/AWS command format, and also the CoT
format:
<reasoning>...</reasoning>
{"command": "kubectl ..."}
The JSON body may use ``command``/``raw_command`` for CLI syntax or a full
structured ``InfraAction`` object.
Raises
------
CommandParseError
If no pattern matches the input string.
"""
raw = raw.strip()
payload = _extract_reasoning_json(raw)
if payload is not None:
command = payload.get("command", payload.get("raw_command"))
if isinstance(command, str):
raw = command.strip()
else:
try:
return InfraAction.model_validate(payload)
except Exception as exc:
raise CommandParseError(
"JSON body must contain a string 'command'/'raw_command' "
"or a valid InfraAction object."
) from exc
# --- Graceful normalization: strip hallucinated 'node-' prefixes ---
# LLMs frequently write --from=node-5 instead of --from=5.
# Also handles Node-, NODE-, node_, etc.
clean_raw = re.sub(r"(?i)\bnode[-_](\d+)", r"\1", raw)
for pattern, handler in _PATTERNS:
m = pattern.search(clean_raw)
if m:
return handler(m)
# Fallback: try original raw in case normalization broke something
if clean_raw != raw:
for pattern, handler in _PATTERNS:
m = pattern.search(raw)
if m:
return handler(m)
raise CommandParseError(
f"Unrecognised command: '{raw[:120]}'. "
"Expected kubectl or AWS CLI syntax. Examples:\n"
" kubectl scale deployment frontend --replicas=10\n"
" kubectl delete pod node-3\n"
" kubectl logs node-2\n"
" kubectl throttle ingress --rate=0.8\n"
" kubectl exec -it istio-proxy -- traffic shift --from=1 --to=3"
)
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