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Lower cache_read and cache_write to Hexagon DMA via tensorize (apache…
…#10365) * Lower cache_read and cache_write to Hexagon DMA via tensorize * rework test to be compatible with launcher * remove cpu device api mem_copy implementation and test
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135
tests/python/contrib/test_hexagon/test_cache_read_write.py
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# 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. | ||
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import pytest | ||
import numpy as np | ||
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import tvm.testing | ||
from tvm import te | ||
from tvm.contrib import utils | ||
from tvm.contrib.hexagon.build import HexagonLauncher | ||
import tvm.contrib.hexagon.hexagon as hexagon | ||
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from .conftest import requires_hexagon_toolchain | ||
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def intrin_mem_copy(shape, dtype, dst_scope, src_scope): | ||
assert len(shape) == 1 | ||
src = te.placeholder(shape=shape, dtype=dtype, name="src") | ||
dst = te.compute(shape, lambda i: src[i], name="dst") | ||
size = shape[0] * np.dtype(dtype).itemsize | ||
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src_buffer = tvm.tir.decl_buffer( | ||
shape, | ||
dtype, | ||
scope=src_scope, | ||
offset_factor=1, | ||
) | ||
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dst_buffer = tvm.tir.decl_buffer( | ||
shape, | ||
dtype, | ||
scope=dst_scope, | ||
offset_factor=1, | ||
) | ||
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def intrin_func(ins, outs): | ||
ib = tvm.tir.ir_builder.create() | ||
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_src = ins[0] | ||
_dst = outs[0] | ||
ib.emit( | ||
tvm.tir.call_intrin( | ||
"handle", "tir.mem_copy", _dst.access_ptr("w"), _src.access_ptr("r"), size | ||
) | ||
) | ||
return ib.get() | ||
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return te.decl_tensor_intrin(dst.op, intrin_func, binds={src: src_buffer, dst: dst_buffer}) | ||
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@requires_hexagon_toolchain | ||
def test_cache_read_write(android_serial_number, tvm_tracker_host, tvm_tracker_port): | ||
size = 128 | ||
outer_shape = (size,) | ||
factor = 16 | ||
inner_shape = (factor,) | ||
dtype = "int8" | ||
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x = te.placeholder(shape=outer_shape, dtype=dtype, name="x") | ||
y = te.placeholder(shape=outer_shape, dtype=dtype, name="y") | ||
z = te.compute(outer_shape, lambda i: x[i] + y[i], name="z") | ||
s = te.create_schedule(z.op) | ||
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x_global = s.cache_read(x, "global.vtcm", [z]) | ||
y_global = s.cache_read(y, "global.vtcm", [z]) | ||
z_global = s.cache_write(z, "global.vtcm") | ||
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zouter, zinner = s[z_global].split(z_global.op.axis[0], factor=factor) | ||
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s[x_global].compute_at(s[z_global], zouter) | ||
s[y_global].compute_at(s[z_global], zouter) | ||
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mem_copy_read = intrin_mem_copy(inner_shape, dtype, "global.vtcm", "global") | ||
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(cache_read_x,) = s[x_global].op.axis | ||
s[x_global].tensorize(cache_read_x, mem_copy_read) | ||
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(cache_read_y,) = s[y_global].op.axis | ||
s[y_global].tensorize(cache_read_y, mem_copy_read) | ||
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mem_copy_write = intrin_mem_copy(outer_shape, dtype, "global", "global.vtcm") | ||
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(cache_write_z,) = s[z].op.axis | ||
s[z].tensorize(cache_write_z, mem_copy_write) | ||
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print(tvm.lower(s, [x, y, z])) | ||
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target_hexagon = tvm.target.hexagon("v68", link_params=True) | ||
func = tvm.build( | ||
s, [x, y, z], tvm.target.Target(target_hexagon, host=target_hexagon), name="dmacpy" | ||
) | ||
temp = utils.tempdir() | ||
dso_binary = "test_binary.so" | ||
dso_binary_path = temp.relpath(dso_binary) | ||
func.save(dso_binary_path) | ||
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if not android_serial_number: | ||
pytest.skip("Skip hardware test since ANDROID_SERIAL_NUMBER is not set.") | ||
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launcher = HexagonLauncher(serial_number=android_serial_number) | ||
launcher.android_run_rpc(rpc_tracker_host=tvm_tracker_host, rpc_tracker_port=tvm_tracker_port) | ||
launcher.hexagon_setup() | ||
remote_kw = { | ||
"host": tvm_tracker_host, | ||
"port": tvm_tracker_port, | ||
"priority": 0, | ||
"timeout": 60, | ||
} | ||
launcher.hexagon_session_setup(remote_kw) | ||
launcher.upload(dso_binary_path, dso_binary) | ||
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with launcher.session as sess: | ||
mod = launcher.get_module(dso_binary) | ||
xt = tvm.nd.array(np.random.uniform(size=size).astype(x.dtype), device=sess.device) | ||
yt = tvm.nd.array(np.random.uniform(size=size).astype(y.dtype), device=sess.device) | ||
zt = tvm.nd.array(np.random.uniform(size=size).astype(z.dtype), device=sess.device) | ||
mod["dmacpy"](xt, yt, zt) | ||
launcher.close() | ||
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ref = xt.numpy() + yt.numpy() | ||
np.testing.assert_equal(zt.numpy(), ref) |