feat(retrieval): add optional Qwen semantic layer

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Julian lechner committed 2026-09-17 09:16:53 +02:00
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import argparse
import hashlib
import json
import os
from pathlib import Path
import shutil
import subprocess
import sys
NAME = 'my-ai-qwen3-retrieval'
FILES = ('server.py', 'requirements.txt')
def digest(path):
return hashlib.sha256(path.read_bytes()).hexdigest()
def command(client, arguments, home, dry_run):
if dry_run:
print('DRYRUN ' + ' '.join(arguments))
return True
executable = shutil.which(client)
if executable is None:
raise ValueError(f'{client} CLI is required for semantic retrieval.')
result = subprocess.run([executable, *arguments[1:]], stdin=subprocess.DEVNULL, capture_output=True, text=True,
timeout=180, env=dict(os.environ, HOME=str(home), USERPROFILE=str(home), CODEX_HOME=str(home / '.codex'), CLAUDE_CONFIG_DIR=str(home / '.claude')))
if result.returncode:
raise ValueError(f'Semantic retrieval command failed: {client} {" ".join(arguments[1:])}\n{result.stdout}{result.stderr}')
return True
def python_path(target):
return target / ('Scripts/python.exe' if os.name == 'nt' else 'bin/python')
def ensure_runtime(target, dry_run):
if dry_run:
return python_path(target / '.venv')
venv = target / '.venv'
if not venv.exists():
subprocess.run([sys.executable, '-m', 'venv', str(venv)], check=True, timeout=180)
python = python_path(venv)
if not python.is_file():
raise ValueError('Semantic retrieval virtual environment is incomplete.')
subprocess.run([str(python), '-m', 'pip', 'install', '--disable-pip-version-check', '-r', str(target / 'requirements.txt')],
check=True, timeout=900)
return python
def load_state(path):
if not path.exists():
return {'version': 1, 'clients': [], 'files': {}}
state = json.loads(path.read_text(encoding='utf-8'))
if state.get('version') != 1 or not isinstance(state.get('clients'), list) or not isinstance(state.get('files'), dict):
raise ValueError('Invalid semantic retrieval ownership state.')
if any(client not in ('codex', 'claude') for client in state['clients']):
raise ValueError('Invalid semantic retrieval client state.')
if any(name not in FILES or not isinstance(value, str) or len(value) != 64 or any(character not in '0123456789abcdef' for character in value) for name, value in state['files'].items()):
raise ValueError('Invalid semantic retrieval file state.')
return state
def save_state(path, state, dry_run):
if not dry_run:
path.parent.mkdir(parents=True, exist_ok=True)
path.write_text(json.dumps(state, indent=2) + '\n', encoding='utf-8')
def sync(root, home, clients, enabled, dry_run, update):
base = home / '.my-ai-configuration'
target = base / 'semantic-retrieval'
state_path = base / 'semantic-retrieval.json'
state = load_state(state_path)
clients = list(dict.fromkeys(clients))
if base.exists() and base.is_symlink():
raise ValueError('Semantic retrieval state directory must not be a symbolic link.')
if not enabled:
owned = [client for client in state['clients'] if client in clients]
if dry_run:
print('DRYRUN disable semantic retrieval: ' + (', '.join(owned) if owned else 'nothing owned'))
return
for client in owned:
command(client, [client, 'mcp', 'remove', NAME] + (['--scope', 'user'] if client == 'claude' else []), home, False)
state['clients'] = [client for client in state['clients'] if client not in clients]
if state['clients']:
save_state(state_path, state, False)
return
if target.is_symlink():
raise ValueError('Semantic retrieval directory must not be a symbolic link.')
if target.exists() and target.is_dir():
shutil.rmtree(target)
state_path.unlink(missing_ok=True)
return
if target.exists() and not state['files']:
raise ValueError('Semantic retrieval directory exists without setup ownership; refusing to overwrite it.')
if dry_run:
print('DRYRUN enable semantic retrieval: Qwen3-Embedding-0.6B')
return
target.mkdir(parents=True, exist_ok=True)
source = root / 'shared' / 'retrieval'
for name in FILES:
shutil.copy2(source / name, target / name)
state['files'][name] = digest(target / name)
python = ensure_runtime(target, False)
existing_clients = set(state['clients'])
state['clients'] = list(dict.fromkeys(state['clients']))
save_state(state_path, state, False)
arguments = ['--', str(python), str(target / 'server.py'), '--root', '.', '--data-dir', str(target / 'data'), '--model-cache', str(target / 'model-cache')]
for client in clients:
command_args = [client, 'mcp', 'add']
if client == 'claude':
command_args += ['--scope', 'user', '-e', f'HF_HOME={target / "model-cache"}']
else:
command_args += ['--env', f'HF_HOME={target / "model-cache"}']
command_args += [NAME] + arguments
if update and client in existing_clients:
command(client, [client, 'mcp', 'remove', NAME] + (['--scope', 'user'] if client == 'claude' else []), home, False)
command(client, command_args, home, False)
if client not in state['clients']:
state['clients'].append(client)
save_state(state_path, state, False)
save_state(state_path, state, False)
def main():
parser = argparse.ArgumentParser()
parser.add_argument('action', choices=('sync',))
parser.add_argument('--root', required=True, type=Path)
parser.add_argument('--home', required=True, type=Path)
parser.add_argument('--client', choices=('codex', 'claude', 'both'), required=True)
parser.add_argument('--enabled', choices=('true', 'false'), required=True)
parser.add_argument('--dry-run', action='store_true')
parser.add_argument('--update', action='store_true')
args = parser.parse_args()
clients = ('codex', 'claude') if args.client == 'both' else (args.client,)
sync(args.root.resolve(), args.home.resolve(), clients, args.enabled == 'true', args.dry_run, args.update)
print('SEMANTIC RETRIEVAL: reconciliation complete' + (' (dry run)' if args.dry_run else ''))
if __name__ == '__main__':
try:
main()
except (OSError, ValueError, json.JSONDecodeError, subprocess.SubprocessError) as error:
print(f'Semantic retrieval: {error}', file=sys.stderr)
raise SystemExit(1)