CAD / evaluation /action_parser.py
641071660J's picture
Add evaluation code
75ea5f2 verified
Raw History Blame Contribute Delete
3.67 kB
"""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[^>]*>(.*?)</%s>" % (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>...</%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")