Text Classification
MLX
Safetensors
Laya
Polish
English
devops
decision-model
apple-silicon
experimental
synthetic-data
claude-code
litellm
Instructions to use tebebe/laya-devops-mlx with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use tebebe/laya-devops-mlx with MLX:
# Download the model from the Hub pip install huggingface_hub[hf_xet] hf download tebebe/laya-devops-mlx --local-dir laya-devops-mlx
- Laya
How to use tebebe/laya-devops-mlx with Laya:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Atomic Chat
Download command_normalizer_v2.py from tebebe/laya-devops-mlx: direct link, hf CLI and curl.
- Browser
- Download file 4.56 kB
-
https://huggingface.co/tebebe/laya-devops-mlx/resolve/main/command_normalizer_v2.py
- Command line
-
hf download hf://tebebe/laya-devops-mlx/command_normalizer_v2.py
-
curl -L -o command_normalizer_v2.py https://huggingface.co/tebebe/laya-devops-mlx/resolve/main/command_normalizer_v2.py
4.56 kB
| """Bounded static wrapper views. No shell/Python execution and no permission rules. | |
| Original command, request, host and trust fields stay intact. Only recognized | |
| constant wrappers yield an additional view; unsupported syntax remains untouched. | |
| This is a pipeline feature, not evidence of user authorization or a safety proof. | |
| """ | |
| import ast | |
| import base64 | |
| import re | |
| import shlex | |
| VERSION='static-wrappers-v2' | |
| FIELDS={'static_command_view','static_execution_chain','static_view_origin'} | |
| MAX_TEXT=16384 | |
| def _python_source(code): | |
| try:tree=ast.parse(code) | |
| except (SyntaxError,ValueError,MemoryError,RecursionError):return None | |
| aliases={};calls=[] | |
| for node in tree.body: | |
| if isinstance(node,ast.Import): | |
| if calls:return None | |
| if any(x.name not in ('os','subprocess') for x in node.names):return None | |
| aliases.update({x.asname or x.name:x.name for x in node.names}) | |
| elif isinstance(node,ast.ImportFrom) and node.module in ('os','subprocess') and node.level==0: | |
| if calls:return None | |
| aliases.update({x.asname or x.name:node.module+'.'+x.name for x in node.names}) | |
| elif isinstance(node,ast.Expr) and isinstance(node.value,ast.Call):calls.append(node.value) | |
| else:return None | |
| if len(calls)!=1:return None | |
| call=calls[0] | |
| if isinstance(call.func,ast.Attribute) and isinstance(call.func.value,ast.Name): | |
| name=aliases.get(call.func.value.id,'')+'.'+call.func.attr | |
| elif isinstance(call.func,ast.Name):name=aliases.get(call.func.id,'') | |
| else:return None | |
| if len(call.args)!=1 or any(k.arg is None for k in call.keywords):return None | |
| try: | |
| arg=ast.literal_eval(call.args[0]);kw={k.arg:ast.literal_eval(k.value) for k in call.keywords} | |
| except (ValueError,TypeError,MemoryError,RecursionError):return None | |
| if name=='os.system' and not kw and isinstance(arg,str):return arg | |
| if name not in ('subprocess.run','subprocess.call','subprocess.check_call','subprocess.check_output','subprocess.Popen'):return None | |
| if set(kw)-{'shell','check','capture_output','text','encoding','timeout'}:return None | |
| if isinstance(arg,(list,tuple)) and all(isinstance(x,str) for x in arg) and not kw.get('shell'): | |
| return shlex.join(arg) | |
| if isinstance(arg,str) and kw.get('shell') is True:return arg | |
| return None | |
| def _unwrap(command): | |
| # Quoted shell heredoc: the body is executed by this shell, not by cat. | |
| match=re.fullmatch(r"(?:bash|sh)[ \t]+<<[ \t]*(['\"])([A-Za-z_][A-Za-z0-9_]*)\1\n(.*)\n\2(?:\n)?",command,re.S) | |
| if match and match.group(2) not in match.group(3).splitlines(): | |
| return match.group(3),'quoted shell heredoc' | |
| try: | |
| lexer=shlex.shlex(command,posix=True,punctuation_chars='|;&<>()') | |
| lexer.whitespace_split=True;lexer.commenters='' | |
| argv=list(lexer) | |
| except ValueError:return None | |
| if len(argv)==8 and argv[:2]==['printf','%s'] and argv[3:5]==['|','base64'] and argv[5] in ('--decode','-d') and argv[6]=='|' and argv[7] in ('sh','bash'): | |
| try:payload=base64.b64decode(argv[2],validate=True).decode('utf-8') | |
| except (ValueError,UnicodeError):return None | |
| if payload and len(payload)<=MAX_TEXT:return payload,'constant base64 piped into shell' | |
| if len(argv)==3 and argv[0] in ('bash','sh') and argv[1]=='-c' and '$' not in command and '`' not in command: | |
| return argv[2],argv[0]+' -c constant source' | |
| if len(argv)==3 and argv[0]=='ssh' and re.fullmatch(r'[A-Za-z0-9_.@:-]+',argv[1]) and not argv[1].startswith('-') and '$' not in command and '`' not in command: | |
| return argv[2],'ssh target='+argv[1] | |
| if len(argv)==3 and argv[0] in ('python','python3') and argv[1]=='-c' and '$' not in command and '`' not in command: | |
| payload=_python_source(argv[2]) | |
| if payload and len(payload)<=MAX_TEXT:return payload,'constant Python process invocation' | |
| return None | |
| def normalize_state(state): | |
| result={k:v for k,v in state.items() if k not in FIELDS} | |
| command=result.get('command') | |
| if result.get('tool')!='Bash' or not isinstance(command,str) or len(command)>MAX_TEXT:return result | |
| current=command;chain=[] | |
| for _ in range(4): | |
| unwrapped=_unwrap(current) | |
| if not unwrapped:break | |
| payload,description=unwrapped | |
| if payload==current:break | |
| chain.append(description);current=payload | |
| if chain: | |
| result['static_command_view']=current | |
| result['static_execution_chain']=chain | |
| result['static_view_origin']=VERSION | |
| return result | |