h2ogpt-chatbot / iterators /timeout_iterator.py
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import queue
import asyncio
import threading
import traceback
class TimeoutIterator:
"""
Wrapper class to add timeout feature to synchronous iterators
- timeout: timeout for next(). Default=ZERO_TIMEOUT i.e. no timeout or blocking calls to next. Updated using set_timeout()
- sentinel: the object returned by iterator when timeout happens
- reset_on_next: if set to True, timeout is reset to the value of ZERO_TIMEOUT on each iteration
TimeoutIterator uses a thread internally.
The thread stops once the iterator exhausts or raises an exception during iteration.
Any exceptions raised within the wrapped iterator are propagated as it is.
Exception is raised when all elements generated by the actual iterator before exception have been consumed
Timeout can be set dynamically before going for iteration
"""
ZERO_TIMEOUT = 0.0
def __init__(self, iterator, timeout=0.0, sentinel=object(), reset_on_next=False, raise_on_exception=True):
self._iterator = iterator
self._timeout = timeout
self._sentinel = sentinel
self._reset_on_next = reset_on_next
self._raise_on_exception = raise_on_exception
self._interrupt = False
self._done = False
self._buffer = queue.Queue()
self._thread = threading.Thread(target=self.__lookahead)
self._thread.start()
def get_sentinel(self):
return self._sentinel
def set_reset_on_next(self, reset_on_next):
self._reset_on_next = reset_on_next
def set_timeout(self, timeout: float):
"""
Set timeout for next iteration
"""
self._timeout = timeout
def interrupt(self):
"""
interrupt and stop the underlying thread.
the thread acutally dies only after interrupt has been set and
the underlying iterator yields a value after that.
"""
self._interrupt = True
def __iter__(self):
return self
def __next__(self):
"""
yield the result from iterator
if timeout > 0:
yield data if available.
otherwise yield sentinal
"""
if self._done:
raise StopIteration
data = self._sentinel
try:
if self._timeout > self.ZERO_TIMEOUT:
data = self._buffer.get(timeout=self._timeout)
else:
data = self._buffer.get()
except queue.Empty:
pass
finally:
# see if timeout needs to be reset
if self._reset_on_next:
self._timeout = self.ZERO_TIMEOUT
# propagate any exceptions including StopIteration
if isinstance(data, BaseException):
self._done = True
if isinstance(data, StopIteration):
raise data
ex = ''.join(traceback.format_tb(data.__traceback__))
print("Generation Failed: %s %s" % (str(data), str(ex)), flush=True)
if self._raise_on_exception:
raise data
else:
return data
return data
def __lookahead(self):
try:
while True:
self._buffer.put(next(self._iterator))
if self._interrupt:
raise StopIteration()
except BaseException as e:
self._buffer.put(e)
class AsyncTimeoutIterator:
"""
Async version of TimeoutIterator. See method documentation of TimeoutIterator
"""
ZERO_TIMEOUT = 0.0
def __init__(self, iterator, timeout=0.0, sentinel=object(), reset_on_next=False):
self._iterator = iterator
self._timeout = timeout
self._sentinel = sentinel
self._reset_on_next = reset_on_next
self._interrupt = False
self._done = False
self._buffer = asyncio.Queue()
self._task = asyncio.get_event_loop().create_task(self.__lookahead())
def get_sentinel(self):
return self._sentinel
def set_reset_on_next(self, reset_on_next):
self._reset_on_next = reset_on_next
def set_timeout(self, timeout: float):
self._timeout = timeout
def interrupt(self):
self._interrupt = True
def __aiter__(self):
return self
async def __anext__(self):
if self._done:
raise StopAsyncIteration
data = self._sentinel
try:
if self._timeout > self.ZERO_TIMEOUT:
data = await asyncio.wait_for(self._buffer.get(), self._timeout)
else:
data = await self._buffer.get()
except asyncio.TimeoutError:
pass
finally:
# see if timeout needs to be reset
if self._reset_on_next:
self._timeout = self.ZERO_TIMEOUT
# propagate any exceptions including StopIteration
if isinstance(data, BaseException):
self._done = True
raise data
return data
async def __lookahead(self):
try:
while True:
data = await self._iterator.__anext__()
await self._buffer.put(data)
if self._interrupt:
raise StopAsyncIteration()
except BaseException as e:
await self._buffer.put(e)