chore: import upstream snapshot with attribution
This commit is contained in:
@@ -0,0 +1,66 @@
|
||||
# Licensed to the Apache Software Foundation (ASF) under one
|
||||
# or more contributor license agreements. See the NOTICE file
|
||||
# distributed with this work for additional information
|
||||
# regarding copyright ownership. The ASF licenses this file
|
||||
# to you under the Apache License, Version 2.0 (the
|
||||
# "License"); you may not use this file except in compliance
|
||||
# with the License. You may obtain a copy of the License at
|
||||
#
|
||||
# http://www.apache.org/licenses/LICENSE-2.0
|
||||
#
|
||||
# Unless required by applicable law or agreed to in writing,
|
||||
# software distributed under the License is distributed on an
|
||||
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
|
||||
# KIND, either express or implied. See the License for the
|
||||
# specific language governing permissions and limitations
|
||||
# under the License.
|
||||
"""Wrapping functions to bridge frameworks with DLPack support to TVM"""
|
||||
|
||||
import tvm.runtime
|
||||
|
||||
|
||||
def convert_func(tvm_func, tensor_type, to_dlpack_func):
|
||||
"""Convert a tvm function into one that accepts a tensor from another
|
||||
framework, provided the other framework supports DLPACK
|
||||
|
||||
Parameters
|
||||
----------
|
||||
tvm_func: Function
|
||||
Built tvm function operating on arrays
|
||||
|
||||
tensor_type: Type
|
||||
Type of the tensors of the target framework
|
||||
|
||||
to_dlpack_func: Function
|
||||
Function to convert the source tensors to DLPACK
|
||||
"""
|
||||
assert callable(tvm_func)
|
||||
|
||||
def _wrapper(*args):
|
||||
args = tuple(
|
||||
tvm.runtime.from_dlpack(to_dlpack_func(arg)) if isinstance(arg, tensor_type) else arg
|
||||
for arg in args
|
||||
)
|
||||
return tvm_func(*args)
|
||||
|
||||
return _wrapper
|
||||
|
||||
|
||||
def to_pytorch_func(tvm_func):
|
||||
"""Convert a tvm function into one that accepts PyTorch tensors
|
||||
|
||||
Parameters
|
||||
----------
|
||||
tvm_func: Function
|
||||
Built tvm function operating on arrays
|
||||
|
||||
Returns
|
||||
-------
|
||||
wrapped_func: Function
|
||||
Wrapped tvm function that operates on PyTorch tensors
|
||||
"""
|
||||
# pylint: disable=import-outside-toplevel
|
||||
import torch
|
||||
import torch.utils.dlpack
|
||||
|
||||
return convert_func(tvm_func, torch.Tensor, torch.utils.dlpack.to_dlpack)
|
||||
Reference in New Issue
Block a user