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22de727 | 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 | """Stage 4 — executor. A coding LLM writes a script against the restricted wrapper
(src/miniwebgen/actions.py API_DOC) using the macro guide and privileged DOM facts; the harness
runs it in a fresh session and records only screenshots + pixel actions.
Per attempt (fresh browser context = fresh Flask session):
goto start URL (the only navigation) -> [prefix step script] -> target step script
-> final screenshot -> backend gate (checks.gate over the session request log)
A failed attempt (policy violation, script error, gate failure) is kept with its reason —
it is a DPO negative — and the next attempt's prompt carries the error and the page state.
"""
from __future__ import annotations
import json
import random
import re
import time
import traceback
from pathlib import Path
from miniwebgen import browser as B
from miniwebgen import checks, config, elements, kinds
from miniwebgen.actions import (API_DOC, Act, ActionError, Dom, Expect, PolicyViolation, Recorder, Session,
run_script)
from miniwebgen.driver import PlaywrightDriver
SYSTEM = ("You are a browser-automation engineer. You write short, robust Python scripts that complete one "
"UI step using ONLY the API below. The script's actions are recorded as a demonstration, so act "
"like a careful human: scroll to things before using them, one purposeful action at a time, no "
"unnecessary clicks.\n\n" + API_DOC)
def _clip(s, n):
s = str(s or "")
return s if len(s) <= n else s[:n] + "…"
def step_spec(step):
lines = [f"MACRO: {step['macro']}", f"STEP: {step['subtask']}", f"(full task: {step['instruction']})"]
op = step["control"].get("opener")
if op:
lines.append(f"OPEN FIRST: the control is revealed by clicking css={op['css']!r} text={op.get('text')!r} "
f"(a dialog, tab or panel) — click it, then re-query the control (task['opener_css'])")
lines += kinds.of(step["control"]).step_spec(step)
lines.append(f"BACKEND PROOF checked by expect.backend(): {checks.describe(step['check'])}")
return "\n".join(lines)
def script_task(step):
"""The `task` dict a script sees: the exact targets, so selectors are never re-typed."""
t = kinds.of(step["control"]).script_task(step)
if step["control"].get("opener"):
t["opener_css"] = step["control"]["opener"]["css"]
return t
def page_state(driver, step):
"""Privileged facts about the live page for the prompt."""
facts = [f"URL: {driver.url()}", f"VIEWPORT: {driver.viewport()[0]}x{driver.viewport()[1]}"]
try:
hits = kinds.of(step["control"]).locate(driver, step)
for _k, info in hits[:2]:
vw, vh = driver.viewport()
b = info.get("box") or [0, 0, 0, 0]
on = info.get("visible") and b[1] >= 0 and b[1] + b[3] <= vh
facts.append(f"TARGET NOW: <{info['tag']}> visible={info.get('visible')} on_screen={bool(on)} "
f"box=({b[0]:.0f},{b[1]:.0f},{b[2]:.0f},{b[3]:.0f})"
+ (f" selected={info.get('selected_text')!r}" if info["tag"] == "select" else ""))
if not hits:
facts.append("TARGET NOW: not found with that selector/text — inspect the outline")
except Exception as exc:
facts.append(f"TARGET NOW: lookup failed ({exc})")
facts.append("PAGE OUTLINE (first elements):\n" + _clip(driver.outline(60), 3500))
return "\n".join(facts)
def _code(raw):
m = re.search(r"```(?:python)?\s*\n(.*?)```", raw or "", re.S)
return (m.group(1) if m else (raw or "")).strip()
def write_script(step, guide_txt, state, feedback=None, model=config.MODEL_EXECUTOR):
from helpers.llm import call_llm
example = kinds.of(step["control"]).example
prompt = (f"GUIDE for {step['macro']} (distilled from human demonstrations):\n{guide_txt}\n\n"
f"{step_spec(step)}\n\nLIVE PAGE:\n{state}\n\nEXAMPLE (different page):\n```python\n{example}\n```\n")
if feedback:
prompt += f"\nA PREVIOUS ATTEMPT FAILED:\n{feedback}\nFix the cause.\n"
prompt += (f"\nThe script receives task = {json.dumps(script_task(step), ensure_ascii=False)}\n"
"Use task[...] for selectors/texts verbatim — never rewrite a selector. After any action that may "
"reload the page (committing a choice, clicking Apply/a link), re-query elements with dom.one(...) "
"before using them again.\nWrite the script now, in one ```python block. End it with expect.backend().")
raw = call_llm(prompt, system=SYSTEM, model=model, max_tokens=8000, temperature=0.3)
return _code(raw)
def _step_of(task, which):
if which == "prefix":
pre = task["start"]["prefix"]
return {"macro": pre["macro"], "subtask": task.get("prefix_subtask") or "", "instruction": task["instruction"],
"control": pre["control"], "option": pre["option"], "check": pre["check"]}
return {"macro": task["macro"], "subtask": task["subtask"], "instruction": task["instruction"],
"control": task["control"], "option": task["option"], "check": task["check"]}
def run_attempt(task, base, b, out_dir, n, guides, feedback=None, model=config.MODEL_EXECUTOR, log=print):
"""One attempt in a fresh session. Returns the attempt record (also written to disk)."""
out_dir = Path(out_dir)
out_dir.mkdir(parents=True, exist_ok=True)
rng = random.Random(f"{task['task_id']}:{n}")
ctx = B.new_context(b)
page = ctx.new_page()
vp = config.VIEWPORT
driver = PlaywrightDriver(page, vp)
rec = Recorder(out_dir, vp)
logs, entries = [], []
record = {"attempt": n, "task_id": task["task_id"], "ok": False, "executed": False, "stage": None,
"error": None, "scripts": {}, "t0": time.time()}
try:
kinds.of(task["control"]).setup(ctx, base, task["control"], task["option"])
B.goto_start(page, base + task["start"]["url"])
record["start_url"] = page.url
which_steps = (["prefix"] if task["start"]["kind"] == "mid_chain" else []) + ["target"]
for which in which_steps:
step = _step_of(task, which)
rec.span = which
record["stage"] = which
state = page_state(driver, step)
fb = (feedback or {}).get(which)
code = write_script(step, guides[step["macro"]], state, feedback=fb, model=model)
record["scripts"][which] = code
(out_dir / f"{which}.py").write_text(code)
if not code:
raise RuntimeError("the LLM returned no script")
session = Session(driver, rec, rng, max_actions=30, time_budget=180)
chk = step["check"]
session.files = kinds.of(step["control"]).files(step)
session.upload_input = step["control"]["css"] if step["control"]["kind"] == "upload" else None
session.open_urls = kinds.of(step["control"]).open_urls(step)
session.forbidden_keys = kinds.of(step["control"]).forbidden_keys(step)
expect = Expect(session, lambda chk=chk: checks.evaluate(
chk, B.session_log(ctx, base), B.session_changes(ctx, base) if _needs_changes(chk) else None,
B.clipboard_writes(ctx, base) if chk.get("kind") == "clipboard" else None, rec.answer, rec.seen))
run_script(code, act=Act(session), dom=Dom(session), expect=expect, task=script_task(step),
log=lambda m: logs.append(f"[{which}] {m}"))
record["executed"] = True
record["stage"] = "backend"
except PolicyViolation as exc:
record["error"] = f"policy violation: {exc}"
except AssertionError as exc:
record["error"] = f"assertion failed: {str(exc)[:400]}"
except ActionError as exc:
record["error"] = f"action refused: {exc}"
except Exception as exc:
tb = traceback.extract_tb(exc.__traceback__)
where = next((f"script line {f.lineno}" for f in reversed(tb) if f.filename == "<executor-script>"), "")
record["error"] = f"{type(exc).__name__}: {str(exc)[:300]} {where}".strip()
finally:
try:
record["final_screenshot"] = rec.final(driver.screenshot())
record["final_url"] = driver.page.url
html = driver.page.content()
(out_dir / "final.html").write_text(html[:400000])
except Exception:
pass
entries = B.session_log(ctx, base)
changes = B.session_changes(ctx, base)
records = B.session_record(ctx, base)
record["dialogs"], record["downloads"] = driver.dialogs, driver.downloads
try:
ctx.close()
except Exception:
pass
(out_dir / "server_log.json").write_text(json.dumps(entries, indent=1, default=str))
(out_dir / "data_changes.json").write_text(json.dumps(changes, indent=1, default=str))
clip = [e.get("value") for e in records if e.get("action") == "clipboard_write"]
copies = [{"type": "action", "action": "clipboard_write", "target": "", "value": v} for v in clip]
ok, detail, report = checks.gate(task["check"], task["verifier"], entries, action_events(rec.steps) + copies,
changes, clip, rec.answer, rec.seen)
record["answer"] = rec.answer
record["backend"] = {"ok": ok, "detail": detail, "verify_task": report.get("by_macro")}
record["ok"] = bool(record["executed"] and ok)
if record["executed"] and not ok:
record["error"] = f"backend check failed: {detail}"
record["steps"] = rec.steps
elements.write_attempt(out_dir, rec.steps) # privileged element side file (every attempt)
record["logs"] = logs[-50:]
record["duration_s"] = round(time.time() - record.pop("t0"), 1)
(out_dir / "attempt.json").write_text(json.dumps(record, indent=1, default=str))
return record
def _needs_changes(chk):
return chk.get("kind") == "state" or (chk.get("kind") == "answer" and (chk.get("requires") or {}).get("kind") == "state")
def action_events(steps):
"""Recorded pixel actions as human-schema action events (for verify_task / the judge digest)."""
out = []
for s in steps:
tgt = s.get("target") or {}
desc = f"{tgt.get('tag', '')} '{tgt.get('label') or tgt.get('text') or tgt.get('name') or ''}'".strip()
ev = {"type": "action", "action": s["type"], "target": desc if tgt else "", "url": s.get("url"),
"timestamp": s.get("t")}
if s["type"] == "type":
ev["value"] = s["text"]
elif s["type"] == "key":
ev["value"] = s["key"]
elif s["type"] == "scroll":
ev["value"] = f"dy={s.get('dy')}"
elif s["type"] == "answer":
ev["value"] = s["text"]
out.append(ev)
return out
def execute_task(task, base, b, episodes_dir, guides, attempts=3, model=config.MODEL_EXECUTOR, log=print):
"""Up to `attempts` fresh attempts; stops at the first that passes the backend gate."""
tdir = Path(episodes_dir) / task["task_id"]
records, feedback = [], None
for n in range(1, attempts + 1):
rec = run_attempt(task, base, b, tdir / f"a{n}", n, guides, feedback=feedback, model=model, log=log)
rec["dir"] = str((tdir / f"a{n}").relative_to(config.ROOT))
records.append(rec)
log(f" {task['task_id']} a{n}: {'OK' if rec['ok'] else 'FAIL'} "
f"({len(rec['steps'])} actions, {rec['duration_s']}s) {rec.get('error') or ''}"[:220])
if rec["ok"]:
break
stage = rec.get("stage") if rec.get("stage") in ("prefix", "target") else "target"
prev = rec["scripts"].get(stage, "")
feedback = {stage: f"error: {rec.get('error')}\nscript was:\n```python\n{prev}\n```\n"
f"actions it recorded: {[s['type'] for s in rec['steps'] if s.get('span') == stage]}"}
return records
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