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Kernel Manager β Multi-language code execution engine for MAC Notebooks.
Dual-backend architecture:
1. Docker containers (production) β isolated, resource-limited, GPU-capable
2. Subprocess fallback (dev) β runs code on the host directly
Worker nodes in the MAC cluster can execute notebook cells via the same engine.
"""
import asyncio
import os
import sys
import shutil
import time
import uuid
import tempfile
import logging
from datetime import datetime, timezone
from typing import AsyncGenerator
from mac.services.kernel_registry import KERNEL_REGISTRY
logger = logging.getLogger(__name__)
def _docker_available() -> bool:
"""Check if Docker CLI exists AND daemon is responding."""
if shutil.which("docker") is None:
return False
try:
import subprocess
result = subprocess.run(
["docker", "info"],
stdout=subprocess.DEVNULL,
stderr=subprocess.DEVNULL,
timeout=5,
)
return result.returncode == 0
except Exception:
return False
class KernelInstance:
"""Represents a running kernel instance."""
def __init__(self, kernel_id: str, language: str, node_id: str | None = None):
self.id = kernel_id
self.language = language
self.node_id = node_id
self.container_id: str | None = None
self.status: str = "starting"
self.started_at = datetime.now(timezone.utc)
self.last_activity = datetime.now(timezone.utc)
self.resource_usage: dict = {}
self.execution_count = 0
self._process: asyncio.subprocess.Process | None = None
def to_dict(self) -> dict:
return {
"id": self.id,
"language": self.language,
"status": self.status,
"node_id": self.node_id,
"container_id": self.container_id,
"resource_usage": self.resource_usage,
"started_at": self.started_at.isoformat(),
"last_activity": self.last_activity.isoformat(),
"execution_count": self.execution_count,
}
class KernelManager:
"""Manages kernel lifecycles with Docker and subprocess backends."""
def __init__(self):
self._kernels: dict[str, KernelInstance] = {}
self._language_kernels: dict[str, list[str]] = {}
self._docker_ok: bool | None = None
self._docker_checked_at: float = 0
self._data_dir = os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "..", "data"))
os.makedirs(self._data_dir, exist_ok=True)
@property
def docker_available(self) -> bool:
now = time.monotonic()
if self._docker_ok is None or (now - self._docker_checked_at) > 60:
self._docker_ok = _docker_available()
self._docker_checked_at = now
return self._docker_ok
async def _docker_image_exists(self, image: str) -> bool:
import subprocess as _sp
try:
result = await asyncio.to_thread(
_sp.run,
["docker", "image", "inspect", image],
stdout=_sp.DEVNULL, stderr=_sp.DEVNULL, timeout=10,
)
return result.returncode == 0
except Exception:
return False
# ββββ Kernel Lifecycle ββββββββββββββββββββββββββββββββββ
async def launch_kernel(self, language: str, notebook_id: str | None = None) -> dict:
lang_lower = language.lower()
kernel_spec = KERNEL_REGISTRY.get(lang_lower)
if not kernel_spec:
raise ValueError(f"Unsupported language: {language}. Available: {list(KERNEL_REGISTRY.keys())}")
kernel_id = str(uuid.uuid4())
kernel = KernelInstance(kernel_id=kernel_id, language=lang_lower)
kernel.status = "idle"
self._kernels[kernel_id] = kernel
self._language_kernels.setdefault(lang_lower, []).append(kernel_id)
return kernel.to_dict()
def list_kernels(self) -> list[dict]:
return [k.to_dict() for k in self._kernels.values()]
def get_kernel(self, kernel_id: str) -> dict | None:
kernel = self._kernels.get(kernel_id)
return kernel.to_dict() if kernel else None
async def execute_code(
self, kernel_id: str | None, code: str, language: str = "python"
) -> AsyncGenerator[dict, None]:
"""Execute code and yield output messages (stream/error/result)."""
lang_lower = language.lower()
kernel_spec = KERNEL_REGISTRY.get(lang_lower)
if not kernel_spec:
yield {
"type": "error",
"ename": "UnsupportedLanguage",
"evalue": f"No kernel for '{language}'",
"traceback": [],
}
return
# Auto-launch kernel if needed
kernel = self._kernels.get(kernel_id) if kernel_id else None
if not kernel:
result = await self.launch_kernel(language)
kernel = self._kernels[result["id"]]
kernel.status = "busy"
kernel.last_activity = datetime.now(timezone.utc)
kernel.execution_count += 1
try:
docker_image = kernel_spec.get("docker_image", "")
use_docker = (
self.docker_available
and docker_image
and await self._docker_image_exists(docker_image)
)
if use_docker:
async for output in self._execute_docker(kernel, kernel_spec, code):
yield output
else:
async for output in self._execute_subprocess(kernel, kernel_spec, code):
yield output
except Exception as e:
yield {"type": "error", "ename": type(e).__name__, "evalue": str(e), "traceback": []}
finally:
kernel.status = "idle"
# ββββ Docker Execution (Production / Colab-style) ββββββ
async def _execute_docker(
self, kernel: KernelInstance, spec: dict, code: str
) -> AsyncGenerator[dict, None]:
import subprocess as _sp
file_ext = spec.get("file_extension", ".txt")
docker_image = spec["docker_image"]
with tempfile.NamedTemporaryFile(
mode="w", suffix=file_ext, delete=False, dir=self._data_dir
) as f:
f.write(code)
temp_path = f.name
temp_name = os.path.basename(temp_path)
try:
base_args = [
"docker", "run", "--rm",
"--network", "none",
"--memory", "4g",
"--cpus", "2",
"--pids-limit", "256",
]
if self._has_nvidia_docker():
base_args += ["--gpus", "all"]
base_args += [
"-v", f"{self._data_dir}:/workspace:rw",
"-w", "/workspace",
docker_image,
]
compile_cmd = spec.get("compile_cmd")
run_cmd = spec.get("run_cmd")
if compile_cmd:
compile_parts = " ".join(
c.replace("{file}", f"/workspace/{temp_name}")
.replace("{output}", f"/workspace/{temp_name}.out")
for c in compile_cmd
)
run_parts = " ".join(
c.replace("{file}", f"/workspace/{temp_name}")
.replace("{output}", f"/workspace/{temp_name}.out")
for c in (run_cmd or [f"/workspace/{temp_name}.out"])
)
cmd = base_args + ["bash", "-c", f"{compile_parts} && {run_parts}"]
elif run_cmd:
cmd_parts = [
c.replace("{file}", f"/workspace/{temp_name}")
.replace("{output}", f"/workspace/{temp_name}.out")
for c in run_cmd
]
cmd = base_args + cmd_parts
else:
cmd = base_args + [spec.get("binary", "echo"), f"/workspace/{temp_name}"]
try:
result = await asyncio.to_thread(
_sp.run, cmd, capture_output=True, timeout=120,
)
except _sp.TimeoutExpired:
yield {"type": "error", "ename": "TimeoutError", "evalue": "Execution timed out (120s)", "traceback": []}
return
stdout_text = result.stdout.decode("utf-8", errors="replace")
stderr_text = result.stderr.decode("utf-8", errors="replace")
if stdout_text:
for line in stdout_text.splitlines(keepends=True):
yield {"type": "stream", "name": "stdout", "text": line}
if stderr_text:
for line in stderr_text.splitlines(keepends=True):
yield {"type": "stream", "name": "stderr", "text": line}
if result.returncode != 0 and not stderr_text and not stdout_text:
yield {
"type": "error",
"ename": "RuntimeError",
"evalue": f"Container exited with code {result.returncode}",
"traceback": [],
}
finally:
for p in [temp_path, temp_path + ".out"]:
try:
os.unlink(p)
except OSError:
pass
# ββββ Subprocess Execution (Dev / Fallback) ββββββββββββ
async def _execute_subprocess(
self, kernel: KernelInstance, spec: dict, code: str
) -> AsyncGenerator[dict, None]:
import subprocess as _sp
file_ext = spec.get("file_extension", ".txt")
compile_cmd = spec.get("compile_cmd")
run_cmd_template = spec.get("run_cmd")
with tempfile.NamedTemporaryFile(
mode="w", suffix=file_ext, delete=False, dir=self._data_dir
) as f:
f.write(code)
temp_path = f.name
try:
# Compile step (if needed)
if compile_cmd:
cmd = [
c.replace("{file}", temp_path).replace("{output}", temp_path + ".out")
for c in compile_cmd
]
cmd = self._resolve_cmd(cmd)
try:
result = await asyncio.to_thread(
_sp.run, cmd, capture_output=True, timeout=60,
)
except FileNotFoundError:
binary = cmd[0] if cmd else "unknown"
yield {
"type": "error",
"ename": "CompilerNotFound",
"evalue": f"'{binary}' is not installed. Ask admin to install it.",
"traceback": [],
}
return
if result.returncode != 0:
yield {
"type": "error",
"ename": "CompilationError",
"evalue": result.stderr.decode("utf-8", errors="replace"),
"traceback": [],
}
return
# Run step
if run_cmd_template:
cmd = [
c.replace("{file}", temp_path).replace("{output}", temp_path + ".out")
for c in run_cmd_template
]
cmd = self._resolve_cmd(cmd)
else:
binary = self._resolve_binary(spec.get("binary", "echo"))
cmd = [binary, temp_path]
try:
result = await asyncio.to_thread(
_sp.run, cmd, capture_output=True, timeout=120,
)
except FileNotFoundError:
binary = cmd[0] if cmd else "unknown"
yield {
"type": "error",
"ename": "RuntimeNotFound",
"evalue": f"'{binary}' is not installed. Ask admin to install it.",
"traceback": [],
}
return
except _sp.TimeoutExpired:
yield {"type": "error", "ename": "TimeoutError", "evalue": "Execution timed out (120s)", "traceback": []}
return
stdout_text = result.stdout.decode("utf-8", errors="replace")
stderr_text = result.stderr.decode("utf-8", errors="replace")
if stdout_text:
for line in stdout_text.splitlines(keepends=True):
yield {"type": "stream", "name": "stdout", "text": line}
if stderr_text:
for line in stderr_text.splitlines(keepends=True):
yield {"type": "stream", "name": "stderr", "text": line}
if result.returncode != 0 and not stderr_text and not stdout_text:
yield {
"type": "error",
"ename": "RuntimeError",
"evalue": f"Process exited with code {result.returncode}",
"traceback": [],
}
finally:
for p in [temp_path, temp_path + ".out"]:
try:
os.unlink(p)
except OSError:
pass
# ββββ Helpers ββββββββββββββββββββββββββββββββββββββββββ
def _has_nvidia_docker(self) -> bool:
if not hasattr(self, "_nvidia_docker_ok"):
import subprocess as _sp
try:
result = _sp.run(
["docker", "run", "--rm", "--gpus", "all", "hello-world"],
capture_output=True, timeout=15,
)
self._nvidia_docker_ok = result.returncode == 0
except Exception:
self._nvidia_docker_ok = False
return self._nvidia_docker_ok
def _resolve_binary(self, binary: str) -> str:
if binary in ("python", "python3"):
return sys.executable
found = shutil.which(binary)
return found if found else binary
def _resolve_cmd(self, cmd: list[str]) -> list[str]:
if not cmd:
return cmd
exe = cmd[0]
if os.sep in exe or "/" in exe or exe.startswith("{") or exe.startswith("."):
return cmd
resolved = self._resolve_binary(exe)
return [resolved] + cmd[1:]
async def interrupt_kernel(self, kernel_id: str) -> bool:
kernel = self._kernels.get(kernel_id)
if not kernel:
return False
if kernel._process and kernel._process.returncode is None:
kernel._process.terminate()
kernel.status = "idle"
return True
async def restart_kernel(self, kernel_id: str) -> dict | None:
kernel = self._kernels.get(kernel_id)
if not kernel:
return None
await self.shutdown_kernel(kernel_id)
return await self.launch_kernel(kernel.language)
async def shutdown_kernel(self, kernel_id: str) -> bool:
kernel = self._kernels.get(kernel_id)
if not kernel:
return False
if kernel._process and kernel._process.returncode is None:
kernel._process.terminate()
try:
await asyncio.wait_for(kernel._process.wait(), timeout=5.0)
except asyncio.TimeoutError:
kernel._process.kill()
kernel.status = "dead"
del self._kernels[kernel_id]
lang_list = self._language_kernels.get(kernel.language, [])
if kernel_id in lang_list:
lang_list.remove(kernel_id)
return True
async def get_completions(self, kernel_id: str | None, code: str, cursor_pos: int) -> list[str]:
return []
def get_available_languages(self) -> list[dict]:
result = []
for lang, spec in KERNEL_REGISTRY.items():
result.append({
"language": lang,
"display_name": spec.get("display_name", lang.title()),
"file_extension": spec.get("file_extension", ""),
"mime_type": spec.get("mime_type", "text/plain"),
"docker_image": spec.get("docker_image", ""),
"icon": spec.get("icon", ""),
"color": spec.get("color", "#666"),
"docker_available": self.docker_available,
})
return result
def get_execution_mode(self) -> str:
return "docker" if self.docker_available else "subprocess"
# Singleton
kernel_manager = KernelManager()
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