play with benchmarks

benchmarks/local/zero/Dockerfile

@@ -1,5 +1,7 @@
 FROM python:3.9-slim
 
+RUN apt-get update && apt-get install -y --no-install-recommends build-essential
+
 COPY requirements.txt requirements.txt
 RUN pip install -r requirements.txt
 

tests/concurrency/rps_async.py

@@ -0,0 +1,56 @@
+import asyncio
+import random
+import time
+from concurrent.futures import ProcessPoolExecutor
+
+from zero import AsyncZeroClient
+
+async_client = AsyncZeroClient("localhost", 5559)
+
+
+async def task(semaphore, items):
+    async with semaphore:
+        try:
+            res = await async_client.call("sum_async", items)
+            # print(res)
+        except Exception as e:
+            print(e)
+
+
+async def process_tasks(items_chunk):
+    conc = 8
+    semaphore = asyncio.BoundedSemaphore(conc)
+    tasks = [task(semaphore, items) for items in items_chunk]
+    await asyncio.gather(*tasks)
+    await async_client.close()
+
+
+def run_chunk(items_chunk):
+    asyncio.run(process_tasks(items_chunk))
+
+
+if __name__ == "__main__":
+    process_no = 8
+
+    print("Preparing data...")
+
+    sum_items = [[random.randint(50, 500) for _ in range(10)] for _ in range(100000)]
+
+    # Split sum_items into chunks for each process
+    chunk_size = len(sum_items) // process_no
+    items_chunks = [
+        sum_items[i : i + chunk_size] for i in range(0, len(sum_items), chunk_size)
+    ]
+
+    print("Running...")
+
+    start = time.time()
+
+    with ProcessPoolExecutor(max_workers=process_no) as executor:
+        executor.map(run_chunk, items_chunks)
+
+    end = time.time()
+    time_taken_ms = 1e3 * (end - start)
+
+    print(f"total time taken: {time_taken_ms} ms")
+    print(f"requests per second: {len(sum_items) / time_taken_ms * 1e3}")

tests/concurrency/rps_sync.py

@@ -0,0 +1,37 @@
+import random
+import time
+from functools import partial
+from multiprocessing.pool import Pool
+
+from zero import ZeroClient
+
+client = ZeroClient("localhost", 5559)
+
+
+sum_func = partial(client.call, "sum_sync")
+
+
+def get_and_sum(msg):
+    resp = sum_func(msg)
+    # print(resp)
+
+
+if __name__ == "__main__":
+    process_no = 32
+    pool = Pool(process_no)
+
+    sum_items = []
+    for _ in range(100000):
+        sum_items.append([random.randint(50, 500) for _ in range(10)])
+
+    start = time.time()
+
+    res = pool.map_async(get_and_sum, sum_items)
+    pool.close()
+    pool.join()
+
+    end = time.time()
+    time_taken_ms = 1e3 * (end - start)
+
+    print(f"total time taken: {time_taken_ms} ms")
+    print(f"requests per second: {len(sum_items) / time_taken_ms * 1e3}")

tests/concurrency/rps_sync_graph.py

@@ -0,0 +1,44 @@
+import random
+import time
+from functools import partial
+from multiprocessing.pool import Pool
+
+import matplotlib.pyplot as plt
+
+from zero import ZeroClient
+
+client = ZeroClient("localhost", 5559)
+
+sum_func = partial(client.call, "sum_sync")
+
+
+def get_and_sum(msg):
+    return sum_func(msg)
+
+
+if __name__ == "__main__":
+
+    def run_task(process_no):
+        sum_items = [
+            [random.randint(50, 500) for _ in range(10)] for _ in range(100000)
+        ]
+
+        start = time.time()
+        with Pool(process_no) as pool:
+            pool.map_async(get_and_sum, sum_items)
+            pool.close()
+            pool.join()
+        end = time.time()
+
+        time_taken_ms = 1e3 * (end - start)
+        requests_per_second = len(sum_items) / time_taken_ms * 1e3
+        return requests_per_second
+
+    process_numbers = range(2, 128, 2)  # From 4 to 128, stepping by 4
+    results = [run_task(pn) for pn in process_numbers]
+
+    plt.plot(process_numbers, results)
+    plt.xlabel("Number of Processes")
+    plt.ylabel("Requests per Second")
+    plt.title("Performance by Number of Processes")
+    plt.show()

tests/concurrency/server.py

@@ -22,5 +22,15 @@ async def sleep_async(msg: int) -> str:
     return f"slept for {msg} msecs"
 
 
+@app.register_rpc
+def sum_sync(msg: list) -> int:
+    return sum(msg)
+
+
+@app.register_rpc
+async def sum_async(msg: list) -> int:
+    return sum(msg)
+
+
 if __name__ == "__main__":
-    app.run(workers=8)
+    app.run(workers=4)

tests/concurrency/sync.py → tests/concurrency/sleep_test_sync.py

@@ -1,3 +1,8 @@
+"""
+This test ensures that the sync client can handle multiple requests concurrently.
+And it doesn't mix up the responses.
+"""
+
 import random
 import time
 from functools import partial
@@ -19,7 +24,7 @@ def get_and_print(msg):
 
 
 if __name__ == "__main__":
-    process_no = 10
+    process_no = 32
     pool = Pool(process_no)
 
     sleep_times = []

zero/client_server/client.py

@@ -112,6 +112,7 @@ def call(
         _timeout = self._default_timeout if timeout is None else timeout
 
         def _poll_data():
+            # TODO poll is slow, need to find a better way
             if not zmqc.poll(_timeout):
                 raise TimeoutException(
                     f"Timeout while sending message at {self._address}"
@@ -249,7 +250,7 @@ async def call(
 
         async def _poll_data():
             # TODO async has issue with poller, after 3-4 calls, it returns empty
-            # if not await self.zmq_client.poll(_timeout):
+            # if not await zmqc.poll(_timeout):
             #     raise TimeoutException(f"Timeout while sending message at {self._address}")
 
             resp = await zmqc.recv()
@@ -322,6 +323,7 @@ def __init__(
     def get(self) -> ZeroMQClient:
         thread_id = threading.get_ident()
         if thread_id not in self._pool:
+            logging.debug("No connection found in current thread, creating new one")
             self._pool[thread_id] = get_client(config.ZEROMQ_PATTERN, self._timeout)
             self._pool[thread_id].connect(self._address)
             self._try_connect_ping(self._pool[thread_id])
@@ -360,6 +362,7 @@ def __init__(
     async def get(self) -> AsyncZeroMQClient:
         thread_id = threading.get_ident()
         if thread_id not in self._pool:
+            logging.debug("No connection found in current thread, creating new one")
             self._pool[thread_id] = get_async_client(
                 config.ZEROMQ_PATTERN, self._timeout
             )

zero/client_server/worker.py

@@ -78,7 +78,7 @@ def handle_msg(self, rpc, msg):
         ret = None
 
         try:
-            # TODO: is this a bottleneck
+            # # TODO: is this a bottleneck
             if inspect.iscoroutinefunction(func):
                 # this is blocking
                 # ret = self._loop.run_until_complete(func(msg) if msg else func())

zero/utils/async_to_sync.py

@@ -2,18 +2,29 @@
 import threading
 from functools import wraps
 
-_loop = asyncio.new_event_loop()
+_loop = None
+_thrd = None
 
-_thrd = threading.Thread(target=_loop.run_forever, name="Async Runner", daemon=True)
+
+def start_async_loop():
+    global _loop, _thrd
+    if _loop is None or _thrd is None or not _thrd.is_alive():
+        _loop = asyncio.new_event_loop()
+        _thrd = threading.Thread(
+            target=_loop.run_forever, name="Async Runner", daemon=True
+        )
+        _thrd.start()
 
 
 def async_to_sync(func):
     @wraps(func)
     def run(*args, **kwargs):
-        if not _thrd.is_alive():
-            _thrd.start()
-
-        future = asyncio.run_coroutine_threadsafe(func(*args, **kwargs), _loop)
-        return future.result()
+        start_async_loop()  # Ensure the loop and thread are started
+        try:
+            future = asyncio.run_coroutine_threadsafe(func(*args, **kwargs), _loop)
+            return future.result()
+        except Exception as e:
+            print(f"Exception occurred: {e}")
+            raise
 
     return run

zero/zero_mq/queue_device/client.py

@@ -3,7 +3,8 @@
 from typing import Optional
 
 import zmq
-import zmq.asyncio
+import zmq.asyncio as zmqasync
+import zmq.error as zmqerr
 
 from zero.error import ConnectionException, TimeoutException
 
@@ -36,7 +37,7 @@ def close(self) -> None:
     def send(self, message: bytes) -> None:
         try:
             self.socket.send(message, zmq.DONTWAIT)
-        except zmq.error.Again as exc:
+        except zmqerr.Again as exc:
             raise ConnectionException(
                 f"Connection error for send at {self._address}"
             ) from exc
@@ -48,7 +49,7 @@ def poll(self, timeout: int) -> bool:
     def recv(self) -> bytes:
         try:
             return self.socket.recv()
-        except zmq.error.Again as exc:
+        except zmqerr.Again as exc:
             raise ConnectionException(
                 f"Connection error for recv at {self._address}"
             ) from exc
@@ -59,7 +60,7 @@ def request(self, message: bytes, timeout: Optional[int] = None) -> bytes:
             if self.poll(timeout or self._default_timeout):
                 return self.recv()
             raise TimeoutException(f"Timeout waiting for response from {self._address}")
-        except zmq.error.Again as exc:
+        except zmqerr.Again as exc:
             raise ConnectionException(
                 f"Connection error for request at {self._address}"
             ) from exc
@@ -73,14 +74,14 @@ def __init__(self, default_timeout: int = 2000):
 
         self._address: str = None  # type: ignore
         self._default_timeout = default_timeout
-        self._context = zmq.asyncio.Context.instance()
+        self._context = zmqasync.Context.instance()
 
-        self.socket: zmq.asyncio.Socket = self._context.socket(zmq.DEALER)
+        self.socket: zmqasync.Socket = self._context.socket(zmq.DEALER)
         self.socket.setsockopt(zmq.LINGER, 0)  # dont buffer messages
         self.socket.setsockopt(zmq.RCVTIMEO, default_timeout)
         self.socket.setsockopt(zmq.SNDTIMEO, default_timeout)
 
-        self.poller = zmq.asyncio.Poller()
+        self.poller = zmqasync.Poller()
         self.poller.register(self.socket, zmq.POLLIN)
 
     @property
@@ -97,7 +98,7 @@ def close(self) -> None:
     async def send(self, message: bytes) -> None:
         try:
             await self.socket.send(message, zmq.DONTWAIT)
-        except zmq.error.Again as exc:
+        except zmqerr.Again as exc:
             raise ConnectionException(
                 f"Connection error for send at {self._address}"
             ) from exc
@@ -109,7 +110,7 @@ async def poll(self, timeout: int) -> bool:
     async def recv(self) -> bytes:
         try:
             return await self.socket.recv()  # type: ignore
-        except zmq.error.Again as exc:
+        except zmqerr.Again as exc:
             raise ConnectionException(
                 f"Connection error for recv at {self._address}"
             ) from exc
@@ -120,7 +121,7 @@ async def request(self, message: bytes, timeout: Optional[int] = None) -> bytes:
             # TODO async has issue with poller, after 3-4 calls, it returns empty
             # await self.poll(timeout or self._default_timeout)
             return await self.recv()
-        except zmq.error.Again as exc:
+        except zmqerr.Again as exc:
             raise ConnectionException(
                 f"Conection error for request at {self._address}"
             ) from exc

zero/zero_mq/queue_device/worker.py

@@ -36,6 +36,8 @@ def _recv_and_process(self, msg_handler: Callable[[bytes], Optional[bytes]]):
 
         ident, message = frames
         response = msg_handler(message)
+
+        # TODO send is slow, need to find a way to make it faster
         self.socket.send_multipart([ident, response], zmq.NOBLOCK)
 
     def close(self) -> None: