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[Streaming] Streaming Python API (#6755)
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# -*- coding: UTF-8 -*-
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"""Module to interact between java and python
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"""
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import msgpack
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import ray
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class GatewayClient:
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"""GatewayClient is used to interact with `PythonGateway` java actor"""
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_PYTHON_GATEWAY_CLASSNAME = \
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b"org.ray.streaming.runtime.python.PythonGateway"
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def __init__(self):
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self._python_gateway_actor = ray.java_actor_class(
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GatewayClient._PYTHON_GATEWAY_CLASSNAME).remote()
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def create_streaming_context(self):
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call = self._python_gateway_actor.createStreamingContext.remote()
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return deserialize(ray.get(call))
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def with_config(self, conf):
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call = self._python_gateway_actor.withConfig.remote(serialize(conf))
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ray.get(call)
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def execute(self, job_name):
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call = self._python_gateway_actor.execute.remote(serialize(job_name))
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ray.get(call)
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def create_py_stream_source(self, serialized_func):
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assert isinstance(serialized_func, bytes)
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call = self._python_gateway_actor.createPythonStreamSource\
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.remote(serialized_func)
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return deserialize(ray.get(call))
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def create_py_func(self, serialized_func):
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assert isinstance(serialized_func, bytes)
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call = self._python_gateway_actor.createPyFunc.remote(serialized_func)
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return deserialize(ray.get(call))
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def create_py_partition(self, serialized_partition):
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assert isinstance(serialized_partition, bytes)
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call = self._python_gateway_actor.createPyPartition\
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.remote(serialized_partition)
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return deserialize(ray.get(call))
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def call_function(self, java_class, java_function, *args):
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java_params = serialize([java_class, java_function] + list(args))
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call = self._python_gateway_actor.callFunction.remote(java_params)
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return deserialize(ray.get(call))
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def call_method(self, java_object, java_method, *args):
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java_params = serialize([java_object, java_method] + list(args))
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call = self._python_gateway_actor.callMethod.remote(java_params)
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return deserialize(ray.get(call))
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def serialize(obj) -> bytes:
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"""Serialize a python object which can be deserialized by `PythonGateway`
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"""
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return msgpack.packb(obj, use_bin_type=True)
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def deserialize(data: bytes):
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"""Deserialize the binary data serialized by `PythonGateway`"""
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return msgpack.unpackb(data, raw=False)
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