# Copyright (c) Microsoft Corporation. # SPDX-License-Identifier: Apache-2.0 # DeepSpeed Team import abc from abc import ABC class DeepSpeedAccelerator(ABC): def __init__(self): self._name = None self._communication_backend_name = None self._compile_backend = None @abc.abstractmethod def is_synchronized_device(self): ... @abc.abstractmethod def use_host_timers(self): ... @abc.abstractmethod def resolves_data_dependency(self): ... @abc.abstractmethod def handles_memory_backpressure(self): ... # Device APIs @abc.abstractmethod def device_name(self, device_index): ... @abc.abstractmethod def device(self, device_index): ... @abc.abstractmethod def set_device(self, device_index): ... @abc.abstractmethod def current_device(self): ... @abc.abstractmethod def current_device_name(self): ... @abc.abstractmethod def device_count(self): ... @abc.abstractmethod def synchronize(self, device_index=None): ... # RNG APIs @abc.abstractmethod def random(self): ... @abc.abstractmethod def set_rng_state(self, new_state, device_index=None): ... @abc.abstractmethod def get_rng_state(self, device_index=None): ... @abc.abstractmethod def manual_seed(self, seed): ... @abc.abstractmethod def manual_seed_all(self, seed): ... @abc.abstractmethod def initial_seed(self): ... @abc.abstractmethod def default_generator(self, device_index): ... # Streams/Events @property @abc.abstractmethod def Stream(self): ... @abc.abstractmethod def stream(self, stream): ... @abc.abstractmethod def current_stream(self, device_index=None): ... @abc.abstractmethod def default_stream(self, device_index=None): ... @property @abc.abstractmethod def Event(self): ... # Memory management @abc.abstractmethod def empty_cache(self): ... @abc.abstractmethod def memory_allocated(self, device_index=None): ... @abc.abstractmethod def max_memory_allocated(self, device_index=None): ... @abc.abstractmethod def reset_max_memory_allocated(self, device_index=None): ... @abc.abstractmethod def memory_cached(self, device_index=None): ... @abc.abstractmethod def max_memory_cached(self, device_index=None): ... @abc.abstractmethod def reset_max_memory_cached(self, device_index=None): ... @abc.abstractmethod def memory_stats(self, device_index=None): ... @abc.abstractmethod def reset_peak_memory_stats(self, device_index=None): ... @abc.abstractmethod def memory_reserved(self, device_index=None): ... @abc.abstractmethod def max_memory_reserved(self, device_index=None): ... @abc.abstractmethod def total_memory(self, device_index=None): ... @abc.abstractmethod def available_memory(self, device_index=None): ... # Data types @abc.abstractmethod def is_bf16_supported(self): ... @abc.abstractmethod def is_fp16_supported(self): ... @abc.abstractmethod def supported_dtypes(self): ... # Misc @abc.abstractmethod def amp(self): ... @abc.abstractmethod def is_available(self): ... @abc.abstractmethod def range_push(self, msg): ... @abc.abstractmethod def range_pop(self): ... @abc.abstractmethod def lazy_call(self, callback): ... @abc.abstractmethod def communication_backend_name(self): ... @abc.abstractmethod def is_triton_supported(self): ... # Graph operations @abc.abstractmethod def create_graph(self): ... @abc.abstractmethod def capture_to_graph(self, graph, pool=None, stream=None): ... @abc.abstractmethod def replay_graph(self, graph): ... # Tensor operations @property @abc.abstractmethod def BFloat16Tensor(self): ... @property @abc.abstractmethod def ByteTensor(self): ... @property @abc.abstractmethod def DoubleTensor(self): ... @property @abc.abstractmethod def FloatTensor(self): ... @property @abc.abstractmethod def HalfTensor(self): ... @property @abc.abstractmethod def IntTensor(self): ... @property @abc.abstractmethod def LongTensor(self): ... @abc.abstractmethod def pin_memory(self, tensor, align_bytes=1): ... @abc.abstractmethod def is_pinned(self, tensor): ... @abc.abstractmethod def on_accelerator(self, tensor): ... @abc.abstractmethod def op_builder_dir(self): ... # create an instance of op builder, specified by class_name @abc.abstractmethod def create_op_builder(self, class_name): ... # return an op builder class, specified by class_name @abc.abstractmethod def get_op_builder(self, class_name): ... @abc.abstractmethod def build_extension(self): ... @abc.abstractmethod def export_envs(self): ... @abc.abstractmethod def visible_devices_envs(self): ... @abc.abstractmethod def set_visible_devices_envs(self, current_env, local_accelerator_ids): ... @abc.abstractmethod def get_compile_backend(self): ... @abc.abstractmethod def set_compile_backend(self, backend): ...