import hashlib import json import os from pathlib import Path import time ROOT = Path(os.environ.get('RSI_GUI_ROOT', str(Path(__file__).resolve().parents[1]))) CACHE = Path(os.environ.get('RSI_GUI_CACHE', str(Path.home() / '.cache/rsi_anything/gui'))) CACHE.mkdir(parents=True, exist_ok=True) PORT = int(os.environ.get('RSI_GUI_POLICY_PORT', '8767')) BASE_MODELS = Path(os.environ.get('RSI_BASE_MODELS_DIR', str(Path.home() / '.cache/rsi_anything/base_models'))).expanduser() BASE_WORLD = BASE_MODELS / 'Qwen2.5-Coder-3B-Instruct' BASE_POLICY = BASE_MODELS / 'ReasonFlux-Coder-7B' def digest(value): return hashlib.sha256(json.dumps(value, sort_keys=True, ensure_ascii=False).encode()).hexdigest() def atomic(path, value): path = Path(path) path.parent.mkdir(parents=True, exist_ok=True) temp = path.with_name(path.name + f'.{os.getpid()}.tmp') temp.write_text(json.dumps(value, ensure_ascii=False, indent=2)) temp.replace(path) def context(obs, action): return json.dumps({'instruction': obs['instruction'], 'visible_elements': obs['elements'], 'remaining_actions': obs['remaining_actions'], 'candidate_action': action}, sort_keys=True, ensure_ascii=False) def file_hash(path): h = hashlib.sha256() with Path(path).open('rb') as f: for chunk in iter(lambda : f.read(8 * 1024 * 1024), b''): h.update(chunk) return h.hexdigest() def atomic_jsonl(path, rows): p = Path(path) p.parent.mkdir(parents=True, exist_ok=True) tmp = p.with_name(p.name + f'.{os.getpid()}.tmp') with tmp.open('w') as f: for row in rows: f.write(json.dumps(row, ensure_ascii=False) + '\n') tmp.replace(p) def checkpoint_identity(path): if path is None: return 'base' p = Path(path) meta = p / 'inference.json' weights = p / 'gui_state.pt' if (p / 'gui_state.pt').exists() else p / 'adapter_model.safetensors' return digest([str(p.resolve()), file_hash(meta), file_hash(weights)]) def effective_cost(rows): return sum((r['policy_nominal_seconds'] + r['world_seconds'] + r['browser_seconds'] for r in rows)) / len(rows) def goal_bits(obs): sentence = obs['instruction'] (prefix, suffix) = ('Select ', ' and click Submit.') if not sentence.startswith(prefix) or not sentence.endswith(suffix): raise ValueError('Unexpected official instruction: ' + sentence) wanted = sentence[len(prefix):-len(suffix)] names = set() if wanted == 'nothing' else set(wanted.split(', ')) labels = [x['label'] for x in obs['elements']] if not names.issubset(set(labels)): raise ValueError('Target names absent from visible labels') return [x in names for x in labels] def correctness(obs): desired = goal_bits(obs) return sum((e['checked'] == g for (e, g) in zip(obs['elements'], desired))) / len(desired) def legal_actions(obs): return [{'kind': 'click', 'slot': e['slot']} for e in obs['elements']] + [{'kind': 'submit'}]