mirror of
https://github.com/wassname/ray.git
synced 2026-06-28 06:15:23 +08:00
Siyuan (Ryans) Zhuang
130 lines
4.4 KiB
Python
130 lines
4.4 KiB
Python
import abc
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import os
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from typing import List
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import ray
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class ExternalStorage(metaclass=abc.ABCMeta):
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"""The base class for external storage.
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This class provides some useful functions for zero-copy object
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put/get from plasma store. Also it specifies the interface for
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object spilling.
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"""
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def _get_objects_from_store(self, object_refs):
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worker = ray.worker.global_worker
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ray_object_pairs = worker.core_worker.get_objects(
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object_refs,
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worker.current_task_id,
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timeout_ms=0,
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plasma_objects_only=True)
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return ray_object_pairs
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def _put_object_to_store(self, metadata, data_size, file_like, object_ref):
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worker = ray.worker.global_worker
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worker.core_worker.put_file_like_object(metadata, data_size, file_like,
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object_ref)
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@abc.abstractmethod
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def spill_objects(self, object_refs):
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"""Spill objects to the external storage. Objects are specified
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by their object refs.
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Args:
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object_refs: The list of the refs of the objects to be spilled.
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Returns:
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A list of keys corresponding to the input object refs.
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"""
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@abc.abstractmethod
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def restore_spilled_objects(self, keys: List[bytes]):
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"""Spill objects to the external storage. Objects are specified
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by their object refs.
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Args:
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keys: A list of bytes corresponding to the spilled objects.
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"""
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class NullStorage(ExternalStorage):
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"""The class that represents an uninitialized external storage."""
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def spill_objects(self, object_refs):
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raise NotImplementedError("External storage is not initialized")
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def restore_spilled_objects(self, keys):
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raise NotImplementedError("External storage is not initialized")
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class FileSystemStorage(ExternalStorage):
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"""The class for filesystem-like external storage."""
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def __init__(self, directory_path):
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self.directory_path = directory_path
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self.prefix = "ray_spilled_object_"
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def spill_objects(self, object_refs):
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keys = []
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ray_object_pairs = self._get_objects_from_store(object_refs)
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for ref, (buf, metadata) in zip(object_refs, ray_object_pairs):
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filename = self.prefix + ref.hex()
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with open(os.path.join(self.directory_path, filename), "wb") as f:
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metadata_len = len(metadata)
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buf_len = len(buf)
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f.write(metadata_len.to_bytes(8, byteorder="little"))
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f.write(buf_len.to_bytes(8, byteorder="little"))
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f.write(metadata)
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f.write(memoryview(buf))
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keys.append(filename.encode())
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return keys
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def restore_spilled_objects(self, keys):
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for k in keys:
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filename = k.decode()
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ref = ray.ObjectRef(bytes.fromhex(filename[len(self.prefix):]))
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with open(os.path.join(self.directory_path, filename), "rb") as f:
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metadata_len = int.from_bytes(f.read(8), byteorder="little")
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buf_len = int.from_bytes(f.read(8), byteorder="little")
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metadata = f.read(metadata_len)
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# read remaining data to our buffer
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self._put_object_to_store(metadata, buf_len, f, ref)
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_external_storage = NullStorage()
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def setup_external_storage(config):
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"""Setup the external storage according to the config."""
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global _external_storage
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if config:
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storage_type = config["type"]
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if storage_type == "filesystem":
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_external_storage = FileSystemStorage(**config["params"])
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else:
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raise ValueError(f"Unknown external storage type: {storage_type}")
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else:
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_external_storage = NullStorage()
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def spill_objects(object_refs):
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"""Spill objects to the external storage. Objects are specified
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by their object refs.
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Args:
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object_refs: The list of the refs of the objects to be spilled.
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Returns:
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A list of keys corresponding to the input object refs.
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"""
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return _external_storage.spill_objects(object_refs)
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def restore_spilled_objects(keys: List[bytes]):
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"""Spill objects to the external storage. Objects are specified
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by their object refs.
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Args:
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keys: A list of bytes corresponding to the spilled objects.
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"""
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_external_storage.restore_spilled_objects(keys)
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