"""Parse model action responses and dataset reference actions.""" import ast import json import math import re EXPECTED_SCREEN = (1920, 1080) ALLOWED_ACTIONS = {"click", "double_click", "type", "finish"} class RunnerError(RuntimeError): pass class ParsedAction(object): def __init__(self, action, parameters, reasoning="", raw=""): self.action = action self.parameters = parameters self.reasoning = reasoning self.raw = raw def as_dict(self): return { "action": self.action, "parameters": self.parameters, "reasoning": self.reasoning, } def _tag_body(text, tag, preserve_payload=False, required=True): pattern = r"<%s\b[^>]*>(.*?)" % (re.escape(tag), re.escape(tag)) match = re.search(pattern, text, flags=re.IGNORECASE | re.DOTALL) if not match: if required: raise RunnerError("Missing <%s>... block" % (tag, tag)) return "" body = match.group(1) if not preserve_payload: return body.strip() # Remove exactly the formatting newline after the opening tag and before # the closing tag. A second trailing newline belongs to the type payload # and means Enter in the SFT schema. if body.startswith("\r\n"): body = body[2:] elif body.startswith("\n"): body = body[1:] if body.endswith("\r\n"): body = body[:-2] elif body.endswith("\n"): body = body[:-1] return body def _decode_type_payload(payload): # Some serving stacks return literal backslash escapes instead of actual # control characters. Decode only the control sequences used by this data. if "\\t" in payload: payload = payload.replace("\\t", "\t") if "\\r\\n" in payload: payload = payload.replace("\\r\\n", "\n") if "\\n" in payload: payload = payload.replace("\\n", "\n") return payload def parse_model_output(text): if not isinstance(text, str) or not text.strip(): raise RunnerError("Model output is empty") action = _tag_body(text, "action").lower().replace("-", "_") if action not in ALLOWED_ACTIONS: raise RunnerError("Unsupported action: %r" % action) payload = _tag_body(text, "parameters", preserve_payload=True) reasoning = _tag_body(text, "ui_reasoning", required=False) if action in ("click", "double_click"): value = payload.strip() try: params = json.loads(value) except Exception: try: params = ast.literal_eval(value) except Exception as exc: raise RunnerError("Invalid click parameters: %r" % value) from exc if not isinstance(params, (list, tuple)) or len(params) != 2: raise RunnerError("Click parameters must be [x_norm, y_norm]") try: params = [float(params[0]), float(params[1])] except Exception as exc: raise RunnerError("Click coordinates must be numeric") from exc if not all(math.isfinite(v) and 0.0 <= v <= 1.0 for v in params): raise RunnerError("Normalized click coordinates must be in [0, 1]") elif action == "type": params = _decode_type_payload(payload) if not params: raise RunnerError("Type payload is empty") else: params = [] return ParsedAction(action, params, reasoning=reasoning, raw=text) def assistant_text(row): for message in row.get("messages", []): if message.get("role") == "assistant": return message.get("content", "") raise RunnerError("JSONL row has no assistant message")