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"Build Your Own Async" Workshop - PyCon India - October 14, 2019 - https://www.youtube.com/watch?v=Y4Gt3Xjd7G8
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# aproducer.py | |
# | |
# Async Producer-consumer problem. | |
# Challenge: How to implement the same functionality, but no threads. | |
import time | |
from collections import deque | |
import heapq | |
class Scheduler: | |
def __init__(self): | |
self.ready = deque() # Functions ready to execute | |
self.sleeping = [] # Sleeping functions | |
self.sequence = 0 | |
def call_soon(self, func): | |
self.ready.append(func) | |
def call_later(self, delay, func): | |
self.sequence += 1 | |
deadline = time.time() + delay # Expiration time | |
# Priority queue | |
heapq.heappush(self.sleeping, (deadline, self.sequence, func)) | |
def run(self): | |
while self.ready or self.sleeping: | |
if not self.ready: | |
# Find the nearest deadline | |
deadline, _, func = heapq.heappop(self.sleeping) | |
delta = deadline - time.time() | |
if delta > 0: | |
time.sleep(delta) | |
self.ready.append(func) | |
while self.ready: | |
func = self.ready.popleft() | |
func() | |
sched = Scheduler() # Behind scenes scheduler object | |
# ----- | |
class AsyncQueue: | |
def __init__(self): | |
self.items = deque() | |
self.waiting = deque() # All getters waiting for data | |
def put(self, item): | |
self.items.append(item) | |
if self.waiting: | |
func = self.waiting.popleft() | |
# Do we call it right away? No. Schedule it to be called. | |
sched.call_soon(func) | |
def get(self, callback): | |
# Wait until an item is available. Then return it | |
if self.items: | |
callback(self.items.popleft()) | |
else: | |
self.waiting.append(lambda: self.get(callback)) | |
def producer(q, count): | |
def _run(n): | |
if n < count: | |
print('Producing', n) | |
q.put(n) | |
sched.call_later(1, lambda: _run(n+1)) | |
else: | |
print('Producer done') | |
q.put(None) | |
_run(0) | |
def consumer(q): | |
def _consume(item): | |
if item is None: | |
print('Consumer done') | |
else: | |
print('Consuming', item) | |
sched.call_soon(lambda: consumer(q)) | |
q.get(callback=_consume) | |
q = AsyncQueue() | |
sched.call_soon(lambda: producer(q, 10)) | |
sched.call_soon(lambda: consumer(q,)) | |
sched.run() | |
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# aproducer_error.py | |
# | |
# Example of returning results + errors in callback based code. | |
import time | |
from collections import deque | |
import heapq | |
class Scheduler: | |
def __init__(self): | |
self.ready = deque() # Functions ready to execute | |
self.sleeping = [] # Sleeping functions | |
self.sequence = 0 | |
def call_soon(self, func): | |
self.ready.append(func) | |
def call_later(self, delay, func): | |
self.sequence += 1 | |
deadline = time.time() + delay # Expiration time | |
# Priority queue | |
heapq.heappush(self.sleeping, (deadline, self.sequence, func)) | |
def run(self): | |
while self.ready or self.sleeping: | |
if not self.ready: | |
# Find the nearest deadline | |
deadline, _, func = heapq.heappop(self.sleeping) | |
delta = deadline - time.time() | |
if delta > 0: | |
time.sleep(delta) | |
self.ready.append(func) | |
while self.ready: | |
func = self.ready.popleft() | |
func() | |
sched = Scheduler() # Behind scenes scheduler object | |
# ----- | |
# Class used to communicate both a normal value or an exception | |
class Result: | |
def __init__(self, value=None, exc=None): | |
self.value = value | |
self.exc = exc | |
def result(self): | |
if self.exc: | |
raise self.exc | |
else: | |
return self.value | |
class AsyncQueue: | |
def __init__(self): | |
self.items = deque() | |
self.waiting = deque() # All getters waiting for data | |
self._closed = False # Can queue be used anymore? | |
def close(self): | |
self._closed = True | |
if self.waiting and not self.items: | |
for func in self.waiting: | |
sched.call_soon(func) | |
def put(self, item): | |
if self._closed: | |
raise QueueClosed() | |
self.items.append(item) | |
if self.waiting: | |
func = self.waiting.popleft() | |
# Do we call it right away? | |
sched.call_soon(func) | |
def get(self, callback): | |
# Wait until an item is available. Then return it | |
# Question: How does a closed queue interact with get() | |
if self.items: | |
callback(Result(value=self.items.popleft())) # Good result | |
else: | |
# No items available (must wait) | |
if self._closed: | |
callback(Result(exc=QueueClosed())) # Error result | |
else: | |
self.waiting.append(lambda: self.get(callback)) | |
class QueueClosed(Exception): | |
pass | |
def producer(q, count): | |
def _run(n): | |
if n < count: | |
print('Producing', n) | |
q.put(n) | |
sched.call_later(1, lambda: _run(n+1)) | |
else: | |
print('Producer done') | |
q.close() # Means no more items will be produced | |
_run(0) | |
def consumer(q): | |
def _consume(result): | |
try: | |
item = result.result() | |
print('Consuming', item) | |
sched.call_soon(lambda: consumer(q)) | |
except QueueClosed: | |
print("Consumer done") | |
q.get(callback=_consume) | |
q = AsyncQueue() | |
sched.call_soon(lambda: producer(q, 10)) | |
sched.call_soon(lambda: consumer(q,)) | |
sched.run() | |
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# asynco.py | |
# | |
# A basic asynchronous scheduler with support for time | |
import time | |
from collections import deque | |
import heapq | |
class Scheduler: | |
def __init__(self): | |
self.ready = deque() # Functions ready to execute | |
self.sleeping = [] # Sleeping functions | |
self.sequence = 0 # Used to break ties in priority queue | |
def call_soon(self, func): | |
self.ready.append(func) | |
def call_later(self, delay, func): | |
self.sequence += 1 | |
deadline = time.time() + delay # Expiration time | |
heapq.heappush(self.sleeping, (deadline, self.sequence, func)) | |
def run(self): | |
while self.ready or self.sleeping: | |
if not self.ready: | |
# Find the nearest deadline | |
deadline, _, func = heapq.heappop(self.sleeping) | |
delta = deadline - time.time() | |
if delta > 0: | |
time.sleep(delta) | |
self.ready.append(func) | |
while self.ready: | |
func = self.ready.popleft() | |
func() | |
sched = Scheduler() # Behind scenes scheduler object | |
def countdown(n): | |
if n > 0: | |
print('Down', n) | |
# time.sleep(4) | |
sched.call_later(4, lambda: countdown(n-1)) | |
def countup(stop): | |
def _run(x): | |
if x < stop: | |
print('Up', x) | |
# time.sleep(1) | |
sched.call_later(1, lambda: _run(x+1)) | |
_run(0) | |
sched.call_soon(lambda: countdown(5)) | |
sched.call_soon(lambda: countup(20)) | |
sched.run() |
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# coro_callback.py | |
# | |
# An example of how to implement coroutine based concurrency layered | |
# on top of a callback-based scheduler. | |
import time | |
from collections import deque | |
import heapq | |
# Callback based scheduler (from earlier) | |
class Scheduler: | |
def __init__(self): | |
self.ready = deque() # Functions ready to execute | |
self.sleeping = [] # Sleeping functions | |
self.sequence = 0 | |
def call_soon(self, func): | |
self.ready.append(func) | |
def call_later(self, delay, func): | |
self.sequence += 1 | |
deadline = time.time() + delay # Expiration time | |
# Priority queue | |
heapq.heappush(self.sleeping, (deadline, self.sequence, func)) | |
def run(self): | |
while self.ready or self.sleeping: | |
if not self.ready: | |
# Find the nearest deadline | |
deadline, _, func = heapq.heappop(self.sleeping) | |
delta = deadline - time.time() | |
if delta > 0: | |
time.sleep(delta) | |
self.ready.append(func) | |
while self.ready: | |
func = self.ready.popleft() | |
func() | |
# Coroutine-based functions | |
def new_task(self, coro): | |
self.ready.append(Task(coro)) # Wrapped coroutine | |
async def sleep(self, delay): | |
self.call_later(delay, self.current) | |
self.current = None | |
await switch() # Switch to a new task | |
# Class that wraps a coroutine--making it look like a callback | |
class Task: | |
def __init__(self, coro): | |
self.coro = coro # "Wrapped coroutine" | |
# Make it look like a callback | |
def __call__(self): | |
try: | |
# Driving the coroutine as before | |
sched.current = self | |
self.coro.send(None) | |
if sched.current: | |
sched.ready.append(self) | |
except StopIteration: | |
pass | |
class Awaitable: | |
def __await__(self): | |
yield | |
def switch(): | |
return Awaitable() | |
sched = Scheduler() # Background scheduler object | |
# ---------------- | |
class AsyncQueue: | |
def __init__(self): | |
self.items = deque() | |
self.waiting = deque() | |
async def put(self, item): | |
self.items.append(item) | |
if self.waiting: | |
sched.ready.append(self.waiting.popleft()) | |
async def get(self): | |
if not self.items: | |
self.waiting.append(sched.current) # Put myself to sleep | |
sched.current = None # "Disappear" | |
await switch() # Switch to another task | |
return self.items.popleft() | |
# Coroutine-based tasks | |
async def producer(q, count): | |
for n in range(count): | |
print('Producing', n) | |
await q.put(n) | |
await sched.sleep(1) | |
print('Producer done') | |
await q.put(None) # "Sentinel" to shut down | |
async def consumer(q): | |
while True: | |
item = await q.get() | |
if item is None: | |
break | |
print('Consuming', item) | |
print('Consumer done') | |
q = AsyncQueue() | |
sched.new_task(producer(q, 10)) | |
sched.new_task(consumer(q)) | |
# Call-back based tasks | |
def countdown(n): | |
if n > 0: | |
print('Down', n) | |
# time.sleep(4) # Blocking call (nothing else can run) | |
sched.call_later(4, lambda: countdown(n-1)) | |
def countup(stop): | |
def _run(x): | |
if x < stop: | |
print('Up', x) | |
# time.sleep(1) | |
sched.call_later(1, lambda: _run(x+1)) | |
_run(0) | |
sched.call_soon(lambda: countdown(5)) | |
sched.call_soon(lambda: countup(20)) | |
sched.run() | |
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# Build Your Own Async | |
# | |
# David Beazley (@dabeaz) | |
# https://www.dabeaz.com | |
# | |
# Originally presented at PyCon India, Chennai, October 14, 2019 | |
import time | |
def countdown(n): | |
while n > 0: | |
print('Down', n) | |
time.sleep(1) | |
n -= 1 | |
def countup(stop): | |
x = 0 | |
while x < stop: | |
print('Up', x) | |
time.sleep(1) | |
x += 1 | |
# Example of sequential execution | |
countdown(5) | |
countup(5) | |
# Example of concurrent execution (via threads) | |
import threading | |
threading.Thread(target=countdown, args=(5,)).start() | |
threading.Thread(target=countup, args=(5,)).start() |
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# io_scheduler.py | |
# | |
# An example of implementing I/O operations in the scheduler | |
import time | |
from collections import deque | |
import heapq | |
from select import select | |
# Callback based scheduler (from earlier) | |
class Scheduler: | |
def __init__(self): | |
self.ready = deque() # Functions ready to execute | |
self.sleeping = [] # Sleeping functions | |
self.sequence = 0 | |
self._read_waiting = { } | |
self._write_waiting = { } | |
def call_soon(self, func): | |
self.ready.append(func) | |
def call_later(self, delay, func): | |
self.sequence += 1 | |
deadline = time.time() + delay # Expiration time | |
# Priority queue | |
heapq.heappush(self.sleeping, (deadline, self.sequence, func)) | |
def read_wait(self, fileno, func): | |
# Trigger func() when fileno is readable | |
self._read_waiting[fileno] = func | |
def write_wait(self, fileno, func): | |
# Trigger func() when fileno is writeable | |
self._write_waiting[fileno] = func | |
def run(self): | |
while (self.ready or self.sleeping or self._read_waiting or self._write_waiting): | |
if not self.ready: | |
# Find the nearest deadline | |
if self.sleeping: | |
deadline, _, func = self.sleeping[0] | |
timeout = deadline - time.time() | |
if timeout < 0: | |
timeout = 0 | |
else: | |
timeout = None # Wait forever | |
# Wait for I/O (and sleep) | |
can_read, can_write, _ = select(self._read_waiting, | |
self._write_waiting, [], timeout) | |
for fd in can_read: | |
self.ready.append(self._read_waiting.pop(fd)) | |
for fd in can_write: | |
self.ready.append(self._write_waiting.pop(fd)) | |
# Check for sleeping tasks | |
now = time.time() | |
while self.sleeping: | |
if now > self.sleeping[0][0]: | |
self.ready.append(heapq.heappop(self.sleeping)[2]) | |
else: | |
break | |
while self.ready: | |
func = self.ready.popleft() | |
func() | |
def new_task(self, coro): | |
self.ready.append(Task(coro)) # Wrapped coroutine | |
async def sleep(self, delay): | |
self.call_later(delay, self.current) | |
self.current = None | |
await switch() # Switch to a new task | |
async def recv(self, sock, maxbytes): | |
self.read_wait(sock, self.current) | |
self.current = None | |
await switch() | |
return sock.recv(maxbytes) | |
async def send(self, sock, data): | |
self.write_wait(sock, self.current) | |
self.current = None | |
await switch() | |
return sock.send(data) | |
async def accept(self, sock): | |
self.read_wait(sock, self.current) | |
self.current = None | |
await switch() | |
return sock.accept() | |
class Task: | |
def __init__(self, coro): | |
self.coro = coro # "Wrapped coroutine" | |
# Make it look like a callback | |
def __call__(self): | |
try: | |
# Driving the coroutine as before | |
sched.current = self | |
self.coro.send(None) | |
if sched.current: | |
sched.ready.append(self) | |
except StopIteration: | |
pass | |
class Awaitable: | |
def __await__(self): | |
yield | |
def switch(): | |
return Awaitable() | |
sched = Scheduler() # Background scheduler object | |
# ---------------- | |
from socket import * | |
async def tcp_server(addr): | |
sock = socket(AF_INET, SOCK_STREAM) | |
sock.bind(addr) | |
sock.listen(1) | |
while True: | |
client, addr = await sched.accept(sock) | |
print('Connection from', addr) | |
sched.new_task(echo_handler(client)) | |
async def echo_handler(sock): | |
while True: | |
data = await sched.recv(sock, 10000) | |
if not data: | |
break | |
await sched.send(sock, b'Got:' + data) | |
print('Connection closed') | |
sock.close() | |
sched.new_task(tcp_server(('', 30000))) | |
sched.run() | |
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# producer.py | |
# | |
# Producer-consumer problem with threads | |
import queue | |
import threading | |
import time | |
def producer(q, count): | |
for n in range(count): | |
print('Producing', n) | |
q.put(n) | |
time.sleep(1) | |
print('Producer done') | |
q.put(None) # "Sentinel" to shut down | |
def consumer(q): | |
while True: | |
item = q.get() | |
if item is None: | |
break | |
print('Consuming', item) | |
print('Consumer done') | |
q = queue.Queue() # Thread-safe queue | |
threading.Thread(target=producer, args=(q, 10)).start() | |
threading.Thread(target=consumer, args=(q,)).start() | |
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# yieldo.py | |
# | |
# Example of a coroutine-based scheduler | |
import time | |
from collections import deque | |
import heapq | |
# Plumbing that makes the "await" statement work. We provide | |
# a single function "switch" that is used by the schedule to | |
# switch tasks. | |
class Awaitable: | |
def __await__(self): | |
yield | |
def switch(): | |
return Awaitable() | |
class Scheduler: | |
def __init__(self): | |
self.ready = deque() | |
self.sleeping = [ ] | |
self.current = None # Currently executing generator | |
self.sequence = 0 | |
async def sleep(self, delay): | |
deadline = time.time() + delay | |
self.sequence += 1 | |
heapq.heappush(self.sleeping, (deadline, self.sequence, self.current)) | |
self.current = None # "Disappear" | |
await switch() # Switch tasks | |
def new_task(self, coro): | |
self.ready.append(coro) | |
def run(self): | |
while self.ready or self.sleeping: | |
if not self.ready: | |
deadline, _, coro = heapq.heappop(self.sleeping) | |
delta = deadline - time.time() | |
if delta > 0: | |
time.sleep(delta) | |
self.ready.append(coro) | |
self.current = self.ready.popleft() | |
# Drive as a generator | |
try: | |
self.current.send(None) # Send to a coroutine | |
if self.current: | |
self.ready.append(self.current) | |
except StopIteration: | |
pass | |
sched = Scheduler() # Background scheduler object | |
# ---- Example code | |
async def countdown(n): | |
while n > 0: | |
print('Down', n) | |
await sched.sleep(4) | |
n -= 1 | |
async def countup(stop): | |
x = 0 | |
while x < stop: | |
print('Up', x) | |
await sched.sleep(1) | |
x += 1 | |
sched.new_task(countdown(5)) | |
sched.new_task(countup(20)) | |
sched.run() |
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# yproducer.py | |
# | |
# Coroutine producer-consumer problem. With async-await | |
import time | |
from collections import deque | |
import heapq | |
class Awaitable: | |
def __await__(self): | |
yield | |
def switch(): | |
return Awaitable() | |
class Scheduler: | |
def __init__(self): | |
self.ready = deque() | |
self.sleeping = [ ] | |
self.current = None # Currently executing generator | |
self.sequence = 0 | |
async def sleep(self, delay): | |
deadline = time.time() + delay | |
self.sequence += 1 | |
heapq.heappush(self.sleeping, (deadline, self.sequence, self.current)) | |
self.current = None # "Disappear" | |
await switch() # Switch tasks | |
def new_task(self, coro): | |
self.ready.append(coro) | |
def run(self): | |
while self.ready or self.sleeping: | |
if not self.ready: | |
deadline, _, coro = heapq.heappop(self.sleeping) | |
delta = deadline - time.time() | |
if delta > 0: | |
time.sleep(delta) | |
self.ready.append(coro) | |
self.current = self.ready.popleft() | |
# Drive as a generator | |
try: | |
self.current.send(None) # Send to a coroutine | |
if self.current: | |
self.ready.append(self.current) | |
except StopIteration: | |
pass | |
sched = Scheduler() # Background scheduler object | |
# ---------------- | |
class AsyncQueue: | |
def __init__(self): | |
self.items = deque() | |
self.waiting = deque() | |
async def put(self, item): | |
self.items.append(item) | |
if self.waiting: | |
sched.ready.append(self.waiting.popleft()) | |
async def get(self): | |
if not self.items: | |
self.waiting.append(sched.current) # Put myself to sleep | |
sched.current = None # "Disappear" | |
await switch() # Switch to another task | |
return self.items.popleft() | |
async def producer(q, count): | |
for n in range(count): | |
print('Producing', n) | |
await q.put(n) | |
await sched.sleep(1) | |
print('Producer done') | |
await q.put(None) # "Sentinel" to shut down | |
async def consumer(q): | |
while True: | |
item = await q.get() | |
if item is None: | |
break | |
print('Consuming', item) | |
print('Consumer done') | |
q = AsyncQueue() | |
sched.new_task(producer(q, 10)) | |
sched.new_task(consumer(q)) | |
sched.run() | |
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# yproducer_error.py | |
# | |
# Example of error handling with coroutines | |
import time | |
from collections import deque | |
import heapq | |
class Awaitable: | |
def __await__(self): | |
yield | |
def switch(): | |
return Awaitable() | |
class Scheduler: | |
def __init__(self): | |
self.ready = deque() | |
self.sleeping = [ ] | |
self.current = None # Currently executing generator | |
self.sequence = 0 | |
async def sleep(self, delay): | |
deadline = time.time() + delay | |
self.sequence += 1 | |
heapq.heappush(self.sleeping, (deadline, self.sequence, self.current)) | |
self.current = None # "Disappear" | |
await switch() # Switch tasks | |
def new_task(self, coro): | |
self.ready.append(coro) | |
def run(self): | |
while self.ready or self.sleeping: | |
if not self.ready: | |
deadline, _, coro = heapq.heappop(self.sleeping) | |
delta = deadline - time.time() | |
if delta > 0: | |
time.sleep(delta) | |
self.ready.append(coro) | |
self.current = self.ready.popleft() | |
# Drive as a generator | |
try: | |
self.current.send(None) # Send to a coroutine | |
if self.current: | |
self.ready.append(self.current) | |
except StopIteration: | |
pass | |
sched = Scheduler() # Background scheduler object | |
# ---------------- | |
class QueueClosed(Exception): | |
pass | |
class AsyncQueue: | |
def __init__(self): | |
self.items = deque() | |
self.waiting = deque() | |
self._closed = False | |
def close(self): | |
self._closed = True | |
if self.waiting and not self.items: | |
sched.ready.append(self.waiting.popleft()) # Reschedule waiting tasks | |
async def put(self, item): | |
if self._closed: | |
raise QueueClosed() | |
self.items.append(item) | |
if self.waiting: | |
sched.ready.append(self.waiting.popleft()) | |
async def get(self): | |
while not self.items: | |
if self._closed: | |
raise QueueClosed() | |
self.waiting.append(sched.current) # Put myself to sleep | |
sched.current = None # "Disappear" | |
await switch() # Switch to another task | |
return self.items.popleft() | |
async def producer(q, count): | |
for n in range(count): | |
print('Producing', n) | |
await q.put(n) | |
await sched.sleep(1) | |
print('Producer done') | |
q.close() | |
async def consumer(q): | |
try: | |
while True: | |
item = await q.get() | |
print('Consuming', item) | |
except QueueClosed: | |
print('Consumer done') | |
q = AsyncQueue() | |
sched.new_task(producer(q, 10)) | |
sched.new_task(consumer(q)) | |
sched.run() | |
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