Instructions to use itsalissonsilva/QuantumCoder-9B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use itsalissonsilva/QuantumCoder-9B with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen3.5-9B") model = PeftModel.from_pretrained(base_model, "itsalissonsilva/QuantumCoder-9B") - Notebooks
- Google Colab
- Kaggle
File size: 10,169 Bytes
0520f67 | 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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 | """V2 restricted quantum executor; v1 remains frozen in quantum_sandbox.py.
AST screening is combined with nobody UID, cleared environment, process/resource
limits and seccomp denial of filesystem opens, networking and process execution.
Libraries are imported/warmed in the parent before any untrusted code runs.
"""
import ast
import contextlib
import ctypes
import ctypes.util
import errno
import importlib
import io
import multiprocessing as mp
import os
import resource
for variable in ["OPENBLAS_NUM_THREADS", "OMP_NUM_THREADS", "MKL_NUM_THREADS"]:
os.environ[variable] = "1"
import numpy as np
MODULES = {
"numpy",
"numpy.linalg",
"math",
"cmath",
"qiskit",
"qiskit.quantum_info",
"pennylane",
"cirq",
}
ATTRIBUTES = set(
"array asarray zeros ones eye pi sqrt exp sin cos conj conjugate transpose reshape flatten ravel squeeze astype complex64 complex128 float32 float64 norm kron real imag T shape size data QuantumCircuit Statevector from_instruction h x y z ry rx rz cx cz swap s sdg t tdg sx barrier append device qnode state RY RX RZ Rot PhaseShift Identity PauliX PauliY PauliZ Hadamard CNOT CZ SWAP LineQubit range Circuit Simulator simulate final_state_vector H X Y Z CXPowGate ZPowGate XPowGate HPowGate controlled on inverse quantum_info".split()
)
# Documented Cirq gate aliases, independent of any v2 model outputs. They were
# absent from v1's conservative supported API. No isolation rule is relaxed.
ATTRIBUTES.update({"CX", "Rx", "Ry", "Rz"})
BUILTINS = {
"range": lambda *a: bounded_range(*a),
"enumerate": enumerate,
"zip": zip,
"len": len,
"list": list,
"tuple": tuple,
"float": float,
"int": int,
"complex": complex,
"print": print,
"abs": abs,
"sum": sum,
"min": min,
"max": max,
"reversed": reversed,
}
FORBIDDEN = (
ast.ClassDef,
ast.AsyncFunctionDef,
ast.Await,
ast.While,
ast.Try,
ast.With,
ast.AsyncWith,
ast.Raise,
ast.Delete,
ast.Global,
ast.Nonlocal,
ast.Lambda,
ast.Yield,
ast.YieldFrom,
ast.Match,
)
LIB = None
def bounded_range(*args):
value = range(*args)
if len(value) > 1024:
raise ValueError("range limit")
return value
def screen(program):
if len(program) > 25000:
raise ValueError("program length limit")
tree = ast.parse(program)
if sum(1 for _ in ast.walk(tree)) > 6000:
raise ValueError("AST node limit")
for node in ast.walk(tree):
if isinstance(node, FORBIDDEN):
raise ValueError("unsupported syntax: " + type(node).__name__)
if isinstance(node, ast.Name) and (
node.id.startswith("_")
or node.id
in {
"eval",
"exec",
"compile",
"open",
"getattr",
"setattr",
"globals",
"locals",
"vars",
"type",
"object",
"input",
"help",
"breakpoint",
}
):
raise ValueError("forbidden name")
if isinstance(node, ast.Attribute) and node.attr not in ATTRIBUTES:
raise ValueError("unsupported attribute: " + node.attr)
if isinstance(node, ast.Import):
if any(a.name not in MODULES or (a.asname or "").startswith("_") for a in node.names):
raise ValueError("unsupported import")
if isinstance(node, ast.ImportFrom):
if (
node.level
or node.module not in MODULES
or any(
a.name not in ATTRIBUTES or (a.asname or "").startswith("_") for a in node.names
)
):
raise ValueError("unsupported from import")
if isinstance(node, ast.FunctionDef) and node.name.startswith("_"):
raise ValueError("forbidden function name")
return tree
def initialize():
global LIB
assert os.name == "posix" and os.getuid() == 0, "Linux root parent required for UID isolation"
# Resolve/load seccomp before restricting filesystem access.
library = ctypes.util.find_library("seccomp")
assert library, "libseccomp is required; never fall back to AST-only execution"
LIB = ctypes.CDLL(library, use_errno=True)
LIB.seccomp_init.argtypes = [ctypes.c_uint32]
LIB.seccomp_init.restype = ctypes.c_void_p
LIB.seccomp_syscall_resolve_name.argtypes = [ctypes.c_char_p]
LIB.seccomp_syscall_resolve_name.restype = ctypes.c_int
LIB.seccomp_rule_add.argtypes = [ctypes.c_void_p, ctypes.c_uint32, ctypes.c_int, ctypes.c_uint]
LIB.seccomp_load.argtypes = [ctypes.c_void_p]
LIB.seccomp_release.argtypes = [ctypes.c_void_p]
from qiskit import QuantumCircuit
from qiskit.quantum_info import Statevector
import pennylane as qml
import cirq
qc = QuantumCircuit(2)
qc.h(0)
qc.ry(0.3, 1)
qc.rz(0.17, 0)
qc.x(0)
qc.z(1)
qc.cx(0, 1)
Statevector.from_instruction(qc)
device = qml.device("default.qubit", wires=[1, 0])
@qml.qnode(device)
def warm():
qml.Hadamard(0)
qml.RY(0.3, wires=1)
qml.RZ(0.17, wires=0)
qml.PauliX(0)
qml.PauliZ(1)
qml.CNOT(wires=[0, 1])
return qml.state()
warm()
qubits = cirq.LineQubit.range(2)
cirq.Simulator(dtype=np.complex128).simulate(
cirq.Circuit(
cirq.H(qubits[0]),
cirq.ry(0.3)(qubits[1]),
cirq.rz(0.17)(qubits[0]),
cirq.X(qubits[0]),
cirq.Z(qubits[1]),
cirq.CNOT(*qubits),
),
qubit_order=list(reversed(qubits)),
)
# Warm Python import machinery and serialization before fork/lockdown.
for module in MODULES:
importlib.import_module(module)
importlib.import_module("socket")
return dict(
qiskit=importlib.import_module("qiskit").__version__,
pennylane=qml.__version__,
cirq=cirq.__version__,
)
def lockdown():
os.environ.clear()
os.setgroups([])
os.setgid(65534)
os.setuid(65534)
resource.setrlimit(resource.RLIMIT_CPU, (15, 15))
# Native numeric runtimes reserve large virtual address spaces. Physical
# memory remains bounded by the HF CPU job container's memory allocation.
resource.setrlimit(resource.RLIMIT_AS, (16 * 1024**3, 16 * 1024**3))
resource.setrlimit(resource.RLIMIT_FSIZE, (0, 0))
resource.setrlimit(resource.RLIMIT_CORE, (0, 0))
resource.setrlimit(resource.RLIMIT_NPROC, (32, 32))
libc = ctypes.CDLL(None, use_errno=True)
assert libc.prctl(38, 1, 0, 0, 0) == 0, "PR_SET_NO_NEW_PRIVS failed"
policy = LIB.seccomp_init(0x7FFF0000) # SCMP_ACT_ALLOW
assert policy
deny = 0x00050000 | errno.EPERM # SCMP_ACT_ERRNO(EPERM)
for name in [
"open",
"openat",
"openat2",
"creat",
"socket",
"socketpair",
"connect",
"accept",
"accept4",
"bind",
"listen",
"sendto",
"sendmsg",
"execve",
"execveat",
"ptrace",
"process_vm_readv",
"process_vm_writev",
"mount",
"umount2",
"bpf",
"userfaultfd",
]:
syscall = LIB.seccomp_syscall_resolve_name(name.encode())
if syscall >= 0:
assert LIB.seccomp_rule_add(policy, deny, syscall, 0) == 0, name
assert LIB.seccomp_load(policy) == 0, "seccomp load failed"
LIB.seccomp_release(policy)
def safe_import(name, globals=None, locals=None, fromlist=(), level=0):
if name not in MODULES or level:
raise ImportError("module not allowed")
module = importlib.import_module(name)
return module if fromlist else importlib.import_module(name.split(".")[0])
def worker(program, qubits, connection, mode):
try:
lockdown()
if mode == "isolation_check":
import socket
file_blocked = network_blocked = False
try:
open("/etc/hostname").read()
except PermissionError:
file_blocked = True
try:
socket.socket()
except PermissionError:
network_blocked = True
connection.send(
dict(
file_opens_blocked=file_blocked,
network_blocked=network_blocked,
uid=os.getuid(),
environment_empty=not os.environ,
)
)
return
tree = screen(program)
safe = dict(BUILTINS, __import__=safe_import)
namespace = {"__builtins__": safe}
with contextlib.redirect_stdout(io.StringIO()), contextlib.redirect_stderr(io.StringIO()):
exec(compile(tree, "<restricted-quantum>", "exec"), namespace, namespace)
value = np.asarray(namespace["state"], dtype=np.complex128).reshape(-1)
assert value.shape == (2**qubits,) and np.isfinite(value).all()
connection.send(
dict(
status="executed",
real=value.real.tolist(),
imag=value.imag.tolist(),
norm=float(np.linalg.norm(value)),
)
)
except BaseException as error:
connection.send(
dict(status="rejected_or_error", error=type(error).__name__, detail=str(error)[:300])
)
finally:
connection.close()
def run(program, qubits, mode="program"):
assert 1 <= qubits <= 8
ctx = mp.get_context("fork")
receive, send = ctx.Pipe(duplex=False)
process = ctx.Process(target=worker, args=(program, qubits, send, mode))
process.start()
send.close()
if receive.poll(20):
try:
result = receive.recv()
except EOFError:
result = dict(status="worker_exit", exitcode=process.exitcode)
else:
result = dict(status="timeout")
process.join(1)
if process.is_alive():
process.kill()
process.join(2)
receive.close()
return result
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