mirror of
https://github.com/ROCm/jax.git
synced 2025-04-17 12:26:07 +00:00
[Mosaic][NFC] Factor out xla-array related utils in a separate file.
Also added tests. PiperOrigin-RevId: 721424194
This commit is contained in:
parent
bb951136e9
commit
d4758b6d5e
@ -39,6 +39,7 @@ py_library(
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cc_library(
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name = "tpu_dialect",
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srcs = [
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"dialect/tpu/array_util.cc",
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"dialect/tpu/layout.cc",
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"dialect/tpu/tpu_dialect.cc",
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"dialect/tpu/tpu_ops.cc",
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@ -49,6 +50,7 @@ cc_library(
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"dialect/tpu/transforms/*.cc",
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]),
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hdrs = [
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"dialect/tpu/array_util.h",
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"dialect/tpu/layout.h",
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"dialect/tpu/tpu_dialect.h",
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"dialect/tpu/util.h",
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@ -250,6 +252,17 @@ cc_test(
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],
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)
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cc_test(
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name = "array_util_test",
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srcs = ["dialect/tpu/array_util_test.cc"],
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deps = [
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":tpu_dialect",
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"//testing/base/public:gunit_main",
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"@llvm-project//mlir:Support",
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"@xla//xla:array",
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],
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)
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filegroup(
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name = "extension_srcs",
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srcs = [
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54
jaxlib/mosaic/dialect/tpu/array_util.cc
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54
jaxlib/mosaic/dialect/tpu/array_util.cc
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@ -0,0 +1,54 @@
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/* Copyright 2025 The JAX Authors.
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Licensed under the Apache License, Version 2.0 (the "License");
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you may not use this file except in compliance with the License.
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You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software
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distributed under the License is distributed on an "AS IS" BASIS,
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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See the License for the specific language governing permissions and
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limitations under the License.
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==============================================================================*/
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#include "jaxlib/mosaic/dialect/tpu/array_util.h"
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#include <cstdint>
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#include "absl/log/check.h"
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#include "absl/types/span.h"
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#include "llvm/include/llvm/ADT/STLExtras.h"
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#include "mlir/include/mlir/Support/LLVM.h"
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namespace mlir::tpu::internal {
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bool sliceIsEmpty(const absl::Span<const int64_t> starts,
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const absl::Span<const int64_t> limits) {
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for (auto [s, l] : llvm::zip_equal(starts, limits)) {
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CHECK_LE(s, l);
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if (s == l) {
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return true;
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}
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}
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return false;
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}
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bool incrementSliceIndex(const MutableArrayRef<int64_t> idx,
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const absl::Span<const int64_t> starts,
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const absl::Span<const int64_t> limits) {
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const int64_t nd = idx.size();
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CHECK_EQ(nd, starts.size());
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CHECK_EQ(nd, limits.size());
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for (int64_t i = nd - 1; i >= 0; --i) {
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++idx[i];
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if (idx[i] < limits[i]) {
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return true;
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}
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idx[i] = starts[i];
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}
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return false;
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}
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} // namespace mlir::tpu::internal
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102
jaxlib/mosaic/dialect/tpu/array_util.h
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102
jaxlib/mosaic/dialect/tpu/array_util.h
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@ -0,0 +1,102 @@
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/* Copyright 2025 The JAX Authors.
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Licensed under the Apache License, Version 2.0 (the "License");
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you may not use this file except in compliance with the License.
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You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software
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distributed under the License is distributed on an "AS IS" BASIS,
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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See the License for the specific language governing permissions and
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limitations under the License.
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==============================================================================*/
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#ifndef THIRD_PARTY_PY_JAX_JAXLIB_MOSAIC_DIALECT_TPU_ARRAY_UTIL_H_
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#define THIRD_PARTY_PY_JAX_JAXLIB_MOSAIC_DIALECT_TPU_ARRAY_UTIL_H_
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#include <cstdint>
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#include "absl/log/check.h"
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#include "absl/types/span.h"
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#include "mlir/include/mlir/Support/LLVM.h"
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#include "jaxlib/mosaic/dialect/tpu/util.h"
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#include "xla/array.h"
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namespace mlir::tpu {
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namespace internal {
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// Returns true if the slice is empty.
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// `starts` and `limits` must be the same length.
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bool sliceIsEmpty(absl::Span<const int64_t> starts,
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absl::Span<const int64_t> limits);
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// Increments the slice index.
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// Returns true if the slice index is in bounds.
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// `idx`, `starts` and `limits` must be the same length.
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bool incrementSliceIndex(MutableArrayRef<int64_t> idx,
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absl::Span<const int64_t> starts,
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absl::Span<const int64_t> limits);
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} // namespace internal
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template <typename T>
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ArrayRef<T> XlaArrayToFlatArrayRef(const xla::Array<T> &arr) {
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return ArrayRef<T>(arr.data(), arr.num_elements());
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}
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template <typename T, typename Range>
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xla::Array<T> XlaArrayFromShapeAndValues(ArrayRef<int64_t> sizes, Range vals) {
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// TODO(tlongeri): is there no way to avoid default initialization in the
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// constructor?
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xla::Array<T> arr(sizes);
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arr.SetValues(vals);
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return arr;
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}
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// An alternative to `xla::Array::UpdateSlice` that takes a single value.
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template <typename T>
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void updateSlice(xla::Array<T> &arr, const T &value,
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const absl::Span<const int64_t> starts,
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const absl::Span<const int64_t> limits) {
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if (internal::sliceIsEmpty(starts, limits)) {
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return;
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}
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SmallVector<int64_t> idx(toArrayRef(starts));
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do {
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arr(idx) = value;
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} while (internal::incrementSliceIndex(idx, starts, limits));
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}
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// An alternative to `xla::Array::UpdateSlice` that takes a range of data.
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template <typename T, typename Range>
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void updateSliceFromRange(xla::Array<T> &arr, Range data,
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const absl::Span<const int64_t> starts,
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const absl::Span<const int64_t> limits) {
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if (internal::sliceIsEmpty(starts, limits)) {
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return;
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}
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SmallVector<int64_t> idx(toArrayRef(starts));
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auto in_bounds = [&] {
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for (int64_t i = 0; i < idx.size(); ++i) {
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if (idx[i] >= arr.dim(i)) {
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return false;
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}
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}
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return true;
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};
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auto data_it = data.begin();
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do {
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if (in_bounds()) {
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arr(idx) = *data_it;
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}
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++data_it;
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} while (internal::incrementSliceIndex(idx, starts, limits));
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CHECK(data_it == data.end());
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}
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} // namespace mlir::tpu
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#endif // THIRD_PARTY_PY_JAX_JAXLIB_MOSAIC_DIALECT_TPU_ARRAY_UTIL_H_
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82
jaxlib/mosaic/dialect/tpu/array_util_test.cc
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82
jaxlib/mosaic/dialect/tpu/array_util_test.cc
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@ -0,0 +1,82 @@
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/* Copyright 2025 The JAX Authors.
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Licensed under the Apache License, Version 2.0 (the "License");
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you may not use this file except in compliance with the License.
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You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software
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distributed under the License is distributed on an "AS IS" BASIS,
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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See the License for the specific language governing permissions and
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limitations under the License.
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==============================================================================*/
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#include "jaxlib/mosaic/dialect/tpu/array_util.h"
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#include <cstdint>
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#include <initializer_list>
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#include <gmock/gmock.h>
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#include <gtest/gtest.h>
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#include "mlir/include/mlir/Support/LLVM.h"
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#include "xla/array.h"
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namespace mlir::tpu {
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namespace {
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using ::testing::Address;
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using ::testing::ElementsAre;
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using ::testing::Eq;
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using ::testing::StrEq;
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TEST(ArrayUtilTest, XlaArrayToFlatArrayRef) {
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xla::Array<int32_t> arr({2, 3}, 0);
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arr.FillIota(0);
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ArrayRef<int32_t> ref = XlaArrayToFlatArrayRef(arr);
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ASSERT_EQ(ref.size(), arr.num_elements());
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EXPECT_THAT(ref, ElementsAre(0, 1, 2, 3, 4, 5));
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// Make sure it's not a copy but a view.
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int* ptr = arr.begin();
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for (int i = 0; i < ref.size() && ptr != arr.end(); ++i, ++ptr) {
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EXPECT_THAT(ref[i], Address(Eq(ptr)));
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}
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}
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TEST(ArrayUtilTest, XlaArrayFromShapeAndValues) {
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xla::Array<int32_t> arr = XlaArrayFromShapeAndValues<int32_t>(
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{2, 3}, std::initializer_list<int32_t>{0, 1, 2, 3, 4, 5});
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EXPECT_THAT(arr.ToString(), StrEq(R"([[0, 1, 2],
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[3, 4, 5]])"));
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}
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TEST(ArrayUtilTest, UpdateSlice) {
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xla::Array<int32_t> arr({4, 5}, 0);
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updateSlice(arr, 1, {1, 1}, {3, 4});
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EXPECT_THAT(arr.ToString(), StrEq(R"([[0, 0, 0, 0, 0],
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[0, 1, 1, 1, 0],
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[0, 1, 1, 1, 0],
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[0, 0, 0, 0, 0]])"));
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}
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TEST(ArrayUtilTest, UpdateSliceFromRange) {
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xla::Array<int32_t> arr({4, 5}, 0);
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updateSliceFromRange(arr, std::initializer_list<int32_t>{1, 2, 3, 4, 5, 6},
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{1, 1}, {3, 4});
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EXPECT_THAT(arr.ToString(), StrEq(R"([[0, 0, 0, 0, 0],
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[0, 1, 2, 3, 0],
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[0, 4, 5, 6, 0],
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[0, 0, 0, 0, 0]])"));
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}
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} // namespace
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} // namespace mlir::tpu
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@ -60,6 +60,7 @@
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#include "mlir/include/mlir/IR/Builders.h"
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#include "mlir/include/mlir/IR/ImplicitLocOpBuilder.h"
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#include "mlir/include/mlir/IR/OperationSupport.h"
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#include "jaxlib/mosaic/dialect/tpu/array_util.h"
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#include "jaxlib/mosaic/dialect/tpu/layout.h"
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#include "jaxlib/mosaic/dialect/tpu/tpu_dialect.h"
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#include "jaxlib/mosaic/dialect/tpu/transforms/apply_vector_layout_extensions.h"
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@ -181,36 +182,6 @@ SmallVector<xla::Array<Value>> split(const xla::Array<Value> &vregs, int axis) {
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return chunks;
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};
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template <typename T>
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ArrayRef<T> XlaArrayToFlatArrayRef(xla::Array<T> xla_array) {
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return ArrayRef<T>(xla_array.data(), xla_array.num_elements());
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}
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template <typename T, typename Range>
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xla::Array<T> XlaArrayFromShapeAndValues(ArrayRef<int64_t> sizes, Range vals) {
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// TODO(tlongeri): is there no way to avoid default initialization in the
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// constructor?
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xla::Array<T> arr(sizes);
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arr.SetValues(vals);
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return arr;
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}
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bool incrementSliceIndex(const MutableArrayRef<int64_t> idx,
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const absl::Span<const int64_t> starts,
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const absl::Span<const int64_t> limits) {
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const int64_t nd = idx.size();
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CHECK_EQ(nd, starts.size());
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CHECK_EQ(nd, limits.size());
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for (int64_t i = nd - 1; i >= 0; --i) {
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++idx[i];
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if (idx[i] < limits[i]) {
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return true;
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}
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idx[i] = starts[i];
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}
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return false;
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}
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bool incrementIndex(const MutableArrayRef<int64_t> idx,
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const absl::Span<const int64_t> limits) {
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const int64_t nd = idx.size();
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@ -225,58 +196,6 @@ bool incrementIndex(const MutableArrayRef<int64_t> idx,
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return false;
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}
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bool sliceIsEmpty(const absl::Span<const int64_t> starts,
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const absl::Span<const int64_t> limits) {
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for (auto [s, l] : llvm::zip_equal(starts, limits)) {
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CHECK_LE(s, l);
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if (s == l) {
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return true;
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}
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}
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return false;
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}
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// An alternative to xla::Array::UpdateSlice that takes a single value
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template <typename T>
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void updateSlice(xla::Array<T> &arr, const T &value,
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const absl::Span<const int64_t> starts,
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const absl::Span<const int64_t> limits) {
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if (sliceIsEmpty(starts, limits)) {
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return;
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}
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SmallVector<int64_t> idx(toArrayRef(starts));
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do {
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arr(idx) = value;
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} while (incrementSliceIndex(idx, starts, limits));
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}
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// An alternative to xla::Array::UpdateSlice that takes a range of data
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template <typename T, typename Range>
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void updateSliceFromRange(xla::Array<T> &arr, Range data,
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const absl::Span<const int64_t> starts,
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const absl::Span<const int64_t> limits) {
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if (sliceIsEmpty(starts, limits)) {
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return;
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}
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SmallVector<int64_t> idx(toArrayRef(starts));
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auto in_bounds = [&] {
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for (int64_t i = 0; i < idx.size(); ++i) {
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if (idx[i] >= arr.dim(i)) {
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return false;
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}
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}
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return true;
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};
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auto data_it = data.begin();
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do {
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if (in_bounds()) {
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arr(idx) = *data_it;
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}
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++data_it;
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} while (incrementSliceIndex(idx, starts, limits));
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CHECK(data_it == data.end());
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}
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FailureOr<int64_t> getIntConst(Value v, bool silent = false) {
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if (auto constant_op = v.getDefiningOp<arith::ConstantOp>()) {
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if (auto integer_attr = dyn_cast<IntegerAttr>(constant_op.getValue())) {
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