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Original file line number | Diff line number | Diff line change |
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import asyncio | ||
import json | ||
import os | ||
import socket | ||
import tempfile | ||
import uuid | ||
from typing import Dict, Tuple, Union | ||
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import zmq | ||
import zmq.asyncio | ||
from zmq.asyncio import Socket | ||
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channel_socket_types = { | ||
"hb": zmq.REQ, | ||
"shell": zmq.DEALER, | ||
"iopub": zmq.SUB, | ||
"stdin": zmq.DEALER, | ||
"control": zmq.DEALER, | ||
} | ||
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context = zmq.asyncio.Context() | ||
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cfg_t = Dict[str, Union[str, int]] | ||
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def get_port(ip: str) -> int: | ||
sock = socket.socket() | ||
sock.setsockopt(socket.SOL_SOCKET, socket.SO_LINGER, b"\0" * 8) | ||
sock.bind((ip, 0)) | ||
port = sock.getsockname()[1] | ||
sock.close() | ||
return port | ||
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def write_connection_file( | ||
fname: str = "", | ||
ip: str = "", | ||
transport: str = "tcp", | ||
signature_scheme: str = "hmac-sha256", | ||
kernel_name: str = "", | ||
) -> Tuple[str, cfg_t]: | ||
ip = ip or "127.0.0.1" | ||
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if not fname: | ||
fd, fname = tempfile.mkstemp(suffix=".json") | ||
os.close(fd) | ||
f = open(fname, "wt") | ||
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channels = ["shell", "iopub", "stdin", "control", "hb"] | ||
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cfg: cfg_t = {f"{c}_port": get_port(ip) for c in channels} | ||
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cfg["ip"] = ip | ||
cfg["key"] = uuid.uuid4().hex | ||
cfg["transport"] = transport | ||
cfg["signature_scheme"] = signature_scheme | ||
cfg["kernel_name"] = kernel_name | ||
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f.write(json.dumps(cfg, indent=2)) | ||
f.close() | ||
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return fname, cfg | ||
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def read_connection_file(fname: str = "") -> cfg_t: | ||
with open(fname, "rt") as f: | ||
cfg: cfg_t = json.load(f) | ||
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return cfg | ||
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async def launch_kernel( | ||
kernelspec_path: str, connection_file_path: str, capture_output: bool | ||
) -> asyncio.subprocess.Process: | ||
with open(kernelspec_path) as f: | ||
kernelspec = json.load(f) | ||
cmd = [s.format(connection_file=connection_file_path) for s in kernelspec["argv"]] | ||
if capture_output: | ||
p = await asyncio.create_subprocess_exec( | ||
*cmd, stdout=asyncio.subprocess.DEVNULL, stderr=asyncio.subprocess.STDOUT | ||
) | ||
else: | ||
p = await asyncio.create_subprocess_exec(*cmd) | ||
return p | ||
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def create_socket(channel: str, cfg: cfg_t) -> Socket: | ||
ip = cfg["ip"] | ||
port = cfg[f"{channel}_port"] | ||
url = f"tcp://{ip}:{port}" | ||
socket_type = channel_socket_types[channel] | ||
sock = context.socket(socket_type) | ||
sock.linger = 1000 # set linger to 1s to prevent hangs at exit | ||
sock.connect(url) | ||
return sock | ||
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def connect_channel(channel_name: str, cfg: cfg_t) -> Socket: | ||
sock = create_socket(channel_name, cfg) | ||
if channel_name == "iopub": | ||
sock.setsockopt(zmq.SUBSCRIBE, b"") | ||
return sock |
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Original file line number | Diff line number | Diff line change |
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@@ -0,0 +1,220 @@ | ||
import asyncio | ||
import os | ||
import time | ||
import uuid | ||
from typing import Any, Dict, List, Optional, Tuple, cast | ||
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from zmq.asyncio import Socket | ||
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from .connect import cfg_t, connect_channel, launch_kernel, read_connection_file | ||
from .connect import write_connection_file as _write_connection_file | ||
from .kernelspec import find_kernelspec | ||
from .message import create_message, deserialize, serialize | ||
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DELIM = b"<IDS|MSG>" | ||
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def deadline_to_timeout(deadline: float) -> float: | ||
return max(0, deadline - time.time()) | ||
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def feed_identities(msg_list: List[bytes]) -> Tuple[List[bytes], List[bytes]]: | ||
idx = msg_list.index(DELIM) | ||
return msg_list[:idx], msg_list[idx + 1 :] # noqa | ||
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def send_message(msg: Dict[str, Any], sock: Socket, key: str) -> None: | ||
to_send = serialize(msg, key) | ||
sock.send_multipart(to_send, copy=True) | ||
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async def receive_message(sock: Socket, timeout: float = float("inf")) -> Optional[Dict[str, Any]]: | ||
timeout *= 1000 # in ms | ||
ready = await sock.poll(timeout) | ||
if ready: | ||
msg_list = await sock.recv_multipart() | ||
idents, msg_list = feed_identities(msg_list) | ||
return deserialize(msg_list) | ||
return None | ||
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class KernelDriver: | ||
def __init__( | ||
self, | ||
kernel_name: str = "", | ||
kernelspec_path: str = "", | ||
connection_file: str = "", | ||
write_connection_file: bool = True, | ||
capture_kernel_output: bool = True, | ||
) -> None: | ||
self.capture_kernel_output = capture_kernel_output | ||
self.kernelspec_path = kernelspec_path or find_kernelspec(kernel_name) | ||
if not self.kernelspec_path: | ||
raise RuntimeError("Could not find a kernel, maybe you forgot to install one?") | ||
if write_connection_file: | ||
self.connection_file_path, self.connection_cfg = _write_connection_file(connection_file) | ||
else: | ||
self.connection_file_path = connection_file | ||
self.connection_cfg = read_connection_file(connection_file) | ||
self.key = cast(str, self.connection_cfg["key"]) | ||
self.session_id = uuid.uuid4().hex | ||
self.msg_cnt = 0 | ||
self.execute_requests: Dict[str, Dict[str, asyncio.Future]] = {} | ||
self.channel_tasks: List[asyncio.Task] = [] | ||
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async def restart(self, startup_timeout: float = float("inf")) -> None: | ||
for task in self.channel_tasks: | ||
task.cancel() | ||
msg = create_message("shutdown_request", content={"restart": True}) | ||
send_message(msg, self.control_channel, self.key) | ||
while True: | ||
msg = cast(Dict[str, Any], await receive_message(self.control_channel)) | ||
if msg["msg_type"] == "shutdown_reply" and msg["content"]["restart"]: | ||
break | ||
await self._wait_for_ready(startup_timeout) | ||
self.channel_tasks = [] | ||
self.listen_channels() | ||
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async def start(self, startup_timeout: float = float("inf"), connect: bool = True) -> None: | ||
self.kernel_process = await launch_kernel( | ||
self.kernelspec_path, self.connection_file_path, self.capture_kernel_output | ||
) | ||
if connect: | ||
await self.connect(startup_timeout) | ||
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async def connect(self, startup_timeout: float = float("inf")) -> None: | ||
self.connect_channels() | ||
await self._wait_for_ready(startup_timeout) | ||
self.listen_channels() | ||
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def connect_channels(self, connection_cfg: cfg_t = None): | ||
connection_cfg = connection_cfg or self.connection_cfg | ||
self.shell_channel = connect_channel("shell", connection_cfg) | ||
self.control_channel = connect_channel("control", connection_cfg) | ||
self.iopub_channel = connect_channel("iopub", connection_cfg) | ||
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def listen_channels(self): | ||
self.channel_tasks.append(asyncio.create_task(self.listen_iopub())) | ||
self.channel_tasks.append(asyncio.create_task(self.listen_shell())) | ||
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async def stop(self) -> None: | ||
self.kernel_process.kill() | ||
await self.kernel_process.wait() | ||
os.remove(self.connection_file_path) | ||
for task in self.channel_tasks: | ||
task.cancel() | ||
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async def listen_iopub(self): | ||
while True: | ||
msg = await receive_message(self.iopub_channel) # type: ignore | ||
msg_id = msg["parent_header"].get("msg_id") | ||
if msg_id in self.execute_requests.keys(): | ||
self.execute_requests[msg_id]["iopub_msg"].set_result(msg) | ||
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async def listen_shell(self): | ||
while True: | ||
msg = await receive_message(self.shell_channel) # type: ignore | ||
msg_id = msg["parent_header"].get("msg_id") | ||
if msg_id in self.execute_requests.keys(): | ||
self.execute_requests[msg_id]["shell_msg"].set_result(msg) | ||
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async def execute( | ||
self, | ||
cell: Dict[str, Any], | ||
timeout: float = float("inf"), | ||
msg_id: str = "", | ||
wait_for_executed: bool = True, | ||
) -> None: | ||
if cell["cell_type"] != "code": | ||
return | ||
content = {"code": cell["source"], "silent": False} | ||
msg = create_message( | ||
"execute_request", content, session_id=self.session_id, msg_cnt=self.msg_cnt | ||
) | ||
if msg_id: | ||
msg["header"]["msg_id"] = msg_id | ||
else: | ||
msg_id = msg["header"]["msg_id"] | ||
self.msg_cnt += 1 | ||
send_message(msg, self.shell_channel, self.key) | ||
if wait_for_executed: | ||
deadline = time.time() + timeout | ||
self.execute_requests[msg_id] = { | ||
"iopub_msg": asyncio.Future(), | ||
"shell_msg": asyncio.Future(), | ||
} | ||
while True: | ||
try: | ||
await asyncio.wait_for( | ||
self.execute_requests[msg_id]["iopub_msg"], | ||
deadline_to_timeout(deadline), | ||
) | ||
except asyncio.TimeoutError: | ||
error_message = f"Kernel didn't respond in {timeout} seconds" | ||
raise RuntimeError(error_message) | ||
msg = self.execute_requests[msg_id]["iopub_msg"].result() | ||
self._handle_outputs(cell["outputs"], msg) | ||
if ( | ||
msg["header"]["msg_type"] == "status" | ||
and msg["content"]["execution_state"] == "idle" | ||
): | ||
break | ||
self.execute_requests[msg_id]["iopub_msg"] = asyncio.Future() | ||
try: | ||
await asyncio.wait_for( | ||
self.execute_requests[msg_id]["shell_msg"], | ||
deadline_to_timeout(deadline), | ||
) | ||
except asyncio.TimeoutError: | ||
error_message = f"Kernel didn't respond in {timeout} seconds" | ||
raise RuntimeError(error_message) | ||
msg = self.execute_requests[msg_id]["shell_msg"].result() | ||
cell["execution_count"] = msg["content"]["execution_count"] | ||
del self.execute_requests[msg_id] | ||
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async def _wait_for_ready(self, timeout): | ||
deadline = time.time() + timeout | ||
new_timeout = timeout | ||
while True: | ||
msg = create_message( | ||
"kernel_info_request", session_id=self.session_id, msg_cnt=self.msg_cnt | ||
) | ||
self.msg_cnt += 1 | ||
send_message(msg, self.shell_channel, self.key) | ||
msg = await receive_message(self.shell_channel, new_timeout) | ||
if msg is None: | ||
error_message = f"Kernel didn't respond in {timeout} seconds" | ||
raise RuntimeError(error_message) | ||
if msg["msg_type"] == "kernel_info_reply": | ||
msg = await receive_message(self.iopub_channel, 0.2) | ||
if msg is not None: | ||
break | ||
new_timeout = deadline_to_timeout(deadline) | ||
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def _handle_outputs(self, outputs: List[Dict[str, Any]], msg: Dict[str, Any]): | ||
msg_type = msg["header"]["msg_type"] | ||
content = msg["content"] | ||
if msg_type == "stream": | ||
if (not outputs) or (outputs[-1]["name"] != content["name"]): | ||
outputs.append({"name": content["name"], "output_type": msg_type, "text": []}) | ||
outputs[-1]["text"].append(content["text"]) | ||
elif msg_type in ("display_data", "execute_result"): | ||
outputs.append( | ||
{ | ||
"data": {"text/plain": [content["data"].get("text/plain", "")]}, | ||
"execution_count": content["execution_count"], | ||
"metadata": {}, | ||
"output_type": msg_type, | ||
} | ||
) | ||
elif msg_type == "error": | ||
outputs.append( | ||
{ | ||
"ename": content["ename"], | ||
"evalue": content["evalue"], | ||
"output_type": "error", | ||
"traceback": content["traceback"], | ||
} | ||
) | ||
else: | ||
return |
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