Skip to content
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
48 changes: 8 additions & 40 deletions src/target/source/codegen_opencl.cc
Original file line number Diff line number Diff line change
Expand Up @@ -382,33 +382,6 @@ std::string CodeGenOpenCL::CastTo(std::string value, DataType target) {
return os.str();
}

void CodeGenOpenCL::VisitStmt_(const BufferStoreNode* op) {
if (auto call = op->value.as<CallNode>()) {
if (call->op.same_as(builtin::texture2d_load())) {
need_texture_ssa_ = false;
// If storing a texture load into a buffer, don't use an
// intermediate local unless the buffer allocation is a
// single element selected from the texture read.
auto it = allocation_size_.find(op->buffer->data.get());
if (it != allocation_size_.end() && it->second == 1) {
need_texture_ssa_ = true;
}
}
}
CodeGenC::VisitStmt_(op);
need_texture_ssa_ = true;
}

void CodeGenOpenCL::VisitExpr_(const CastNode* op, std::ostream& os) {
if (auto call = op->value.as<CallNode>()) {
if (call->op.same_as(builtin::texture2d_load())) {
need_texture_ssa_ = false;
}
}
CodeGenC::VisitExpr_(op, os);
need_texture_ssa_ = true;
}

void CodeGenOpenCL::VisitStmt_(const AllocateNode* op) {
allocation_size_.insert({op->buffer_var.get(), op->ConstantAllocationSize() * op->dtype.lanes()});
CodeGenC::VisitStmt_(op);
Expand Down Expand Up @@ -472,20 +445,15 @@ void CodeGenOpenCL::VisitExpr_(const CallNode* op, std::ostream& os) {
this->PrintExpr(op->args[2], ss);
ss << ")))";

// Only use local SSA if texture is not already being stored
if (need_texture_ssa_) {
std::string rhs = SSAGetID(ss.str(), op->dtype.with_lanes(4));
if (op->args.back().as<RampNode>()) {
os << rhs;
} else {
os << "((";
this->PrintType(op->dtype.with_lanes(1), os);
os << "*)&" << rhs << ")[";
this->PrintExpr(op->args.back(), os);
os << "]";
}
Comment on lines -475 to -486
Copy link
Contributor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

IIRC, without checking if the data is already stored, this ended up repeated stores, resulting in less optimal opencl code. It might be optimized by the runtime compiler but I recall a non-trivial perf difference.

Copy link
Contributor Author

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Thank you for your review! I have added several new test cases. They cover case when the data was storage and local variable is reused. Also add a new one which check that writing float [4] to image2d_t will be handled correctly:

float out_local[4];
// ...
write_imagef(out, (int2)((((((int)get_group_id(0)) * 14) + ((int)get_local_id(0))) % 38), (((((int)get_group_id(0)) * 64) + (((int)get_local_id(0)) >> 1)) / 19)), vload4(0, out_local + 0));

Copy link
Contributor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Understood, if you find a case with this in the future please consider adding it as a follow up test. Otherwise all LGTM, thanks @echuraev!

std::string rhs = SSAGetID(ss.str(), op->dtype.with_lanes(4));
if (op->args.back().as<RampNode>()) {
os << rhs;
} else {
os << ss.str();
os << "((";
this->PrintType(op->dtype.with_lanes(1), os);
os << "*)&" << rhs << ")[";
this->PrintExpr(op->args.back(), os);
os << "]";
}
} else if (op->op.same_as(builtin_call_extern_)) {
auto func = Downcast<StringImm>(op->args[0]);
Expand Down
5 changes: 0 additions & 5 deletions src/target/source/codegen_opencl.h
Original file line number Diff line number Diff line change
Expand Up @@ -66,9 +66,7 @@ class CodeGenOpenCL final : public CodeGenC {
void VisitExpr_(const BroadcastNode* op, std::ostream& os) final; // NOLINT(*)
void VisitExpr_(const RampNode* op, std::ostream& os) final; // NOLINT(*)
void VisitExpr_(const CallNode* op, std::ostream& os) final; // NOLINT(*)
void VisitExpr_(const CastNode* op, std::ostream& os) final; // NOLINT(*)
void VisitExpr_(const FloatImmNode* op, std::ostream& os) final; // NOLINT(*)
void VisitStmt_(const BufferStoreNode* op) final; // NOLINT(*)

// overload min and max to avoid ambiguous call errors
void VisitExpr_(const MinNode* op, std::ostream& os) final;
Expand All @@ -86,9 +84,6 @@ class CodeGenOpenCL final : public CodeGenC {
// Whether to enable sampler or sampler-less texture reads,
// where the choice depends on the OpenCL version used.
bool enable_compliant_texture_reads_{false};
// Key to disable use of texture SSA in certain scenarios. For example,
// when loaded value is stored directly to a user declared l-value buffer
bool need_texture_ssa_{true};
// Mapping from buffer to allocation size.
// Useful to track when a scalar store of a vectorized texture load is required.
std::unordered_map<const Object*, size_t> allocation_size_;
Expand Down
85 changes: 85 additions & 0 deletions tests/python/relay/opencl_texture/test_injection_texture.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,85 @@
# 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.

import re
import pytest
import tvm
import numpy as np
from tvm import relay
from tvm.relay import testing
from tvm.contrib import utils
from utils.adreno_utils import gpu_preprocess, build_run_compare


dtype = tvm.testing.parameter("float32")


@tvm.testing.requires_opencl
@tvm.testing.parametrize_targets("opencl -device=adreno")
def test_layout_transform_to_block_nchw4c(remote, target, dtype):
"""Verification of the case NCHW->NCHW4c"""
input_shape = (1, 32, 720, 1280)
A = relay.var("data", shape=input_shape, dtype=dtype)
lt = relay.layout_transform(A, "NCHW", "NCHW4c")
mod = relay.Function([A], lt)

build_run_compare(remote, mod, {}, {"data": input_shape}, {"data": dtype}, target)


@tvm.testing.requires_opencl
@tvm.testing.parametrize_targets("opencl -device=adreno")
def test_layout_transform_to_block_nchw(remote, target, dtype):
"""Verification of the case NCHW4c->NCHW"""
input_shape = (1, 36, 1, 1, 4)
A = relay.var("data", shape=input_shape, dtype=dtype)
lt = relay.layout_transform(A, "NCHW4c", "NCHW")
mod = relay.Function([A], lt)

build_run_compare(remote, mod, {}, {"data": input_shape}, {"data": dtype}, target)


@tvm.testing.requires_opencl
@tvm.testing.parametrize_targets("opencl -device=adreno")
def test_layout_transform_to_block_nhwc4c(remote, target, dtype):
"""Verification of the case NHWC->NHWC4c"""
input_shape = (1, 1, 1, 144)
A = relay.var("data", shape=input_shape, dtype=dtype)
lt = relay.layout_transform(A, "NHWC", "NHWC4c")
mod = relay.Function([A], lt)

build_run_compare(remote, mod, {}, {"data": input_shape}, {"data": dtype}, target)


@pytest.mark.skipif(
tvm.testing.utils.IS_IN_CI, reason="Skip because GPU in CI doesn't support FP16"
)
@tvm.testing.requires_opencl
@tvm.testing.parametrize_targets("opencl -device=adreno")
def test_layout_transform_to_block_nhwc(remote, target, dtype):
"""Verification of the case NHWC4c->NHWC"""
input_shape = (1, 80, 80, 36, 4)
A = relay.var("data", shape=input_shape, dtype=dtype)
mean = relay.mean(A, axis=[1, 2], keepdims=True)
cast = relay.cast(mean, "float16")
lt = relay.layout_transform(cast, "NHWC4c", "NHWC")
mod = relay.Function([A], lt)

build_run_compare(remote, mod, {}, {"data": input_shape}, {"data": dtype}, target)


if __name__ == "__main__":
test_layout_transform_to_block_nhwc(None, "opencl -device=adreno", "float16")
6 changes: 1 addition & 5 deletions tests/python/unittest/test_target_codegen_opencl.py
Original file line number Diff line number Diff line change
Expand Up @@ -185,8 +185,4 @@ def check_type_casting(ctx, n, dtype):


if __name__ == "__main__":
test_opencl_ternary_expression()
test_opencl_inf_nan()
test_opencl_max()
test_opencl_erf()
test_opencl_type_casting()
tvm.testing.main()
Loading