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
File size: 4,560 Bytes
aa73ff9 | 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 | """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
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