lidavidm commented on a change in pull request #11853:
URL: https://github.com/apache/arrow/pull/11853#discussion_r777547587
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File path: cpp/src/arrow/compute/kernels/vector_replace.cc
##########
@@ -442,23 +442,414 @@ struct ReplaceWithMaskFunctor {
}
return ReplaceWithMask<Type>::ExecArrayMask(ctx, array, mask,
replacements, output);
}
+
+ static std::shared_ptr<KernelSignature> GetSignature(detail::GetTypeId
get_id) {
+ return KernelSignature::Make(
+ {InputType::Array(get_id.id), InputType(boolean()),
InputType(get_id.id)},
+ OutputType(FirstType));
+ }
};
-} // namespace
+// This is for fixed-size types only
+template <typename Type>
+void FillNullInDirectionImpl(const ArrayData& current_chunk, const uint8_t*
null_bitmap,
+ ArrayData* output, int8_t direction,
+ const ArrayData& last_valid_value_chunk,
+ int64_t* last_valid_value_offset) {
+ uint8_t* out_bitmap = output->buffers[0]->mutable_data();
+ uint8_t* out_values = output->buffers[1]->mutable_data();
+ arrow::internal::CopyBitmap(current_chunk.buffers[0]->data(),
current_chunk.offset,
+ current_chunk.length, out_bitmap,
output->offset);
+ ReplaceWithMask<Type>::CopyData(*current_chunk.type, out_values,
+ /*out_offset=*/output->offset, current_chunk,
+ /*in_offset=*/0, current_chunk.length);
+
+ bool has_fill_value = *last_valid_value_offset != -1;
+ int64_t write_offset = direction == 1 ? 0 : current_chunk.length - 1;
+ int64_t bitmap_offset = 0;
+
+ arrow::internal::OptionalBitBlockCounter counter(null_bitmap, output->offset,
+ current_chunk.length);
+ bool use_current_chunk = false;
+ while (bitmap_offset < current_chunk.length) {
+ BitBlockCount block = counter.NextBlock();
+ if (block.AllSet()) {
+ *last_valid_value_offset =
+ write_offset + direction * (block.length - 1 + bitmap_offset);
+ has_fill_value = true;
+ use_current_chunk = true;
+ } else {
+ uint64_t block_start_offset = write_offset + direction * bitmap_offset;
+ uint64_t write_value_offset = block_start_offset;
+ if (block.popcount) {
+ for (int64_t i = 0; i < block.length; i++, write_value_offset +=
direction) {
+ auto current_bit = bit_util::GetBit(null_bitmap, bitmap_offset + i);
+ if (!current_bit) {
+ if (has_fill_value) {
+ ReplaceWithMask<Type>::CopyData(
+ *current_chunk.type, out_values, write_value_offset,
+ use_current_chunk ? current_chunk : last_valid_value_chunk,
+ *last_valid_value_offset,
+ /*length=*/1);
+ bit_util::SetBitTo(out_bitmap, write_value_offset, true);
+ }
+ } else {
+ has_fill_value = true;
+ use_current_chunk = true;
+ *last_valid_value_offset = write_value_offset;
+ }
+ }
+ } else {
+ for (int64_t i = 0; i < block.length; i++, write_value_offset +=
direction) {
+ if (has_fill_value) {
+ ReplaceWithMask<Type>::CopyData(
+ *current_chunk.type, out_values, write_value_offset,
+ use_current_chunk ? current_chunk : last_valid_value_chunk,
+ *last_valid_value_offset,
+ /*length=*/1);
+ bit_util::SetBitTo(out_bitmap, write_value_offset, true);
+ }
+ }
+ }
+ }
+ bitmap_offset += block.length;
+ }
+ output->null_count = -1;
+ output->GetNullCount();
+}
-const FunctionDoc replace_with_mask_doc(
- "Replace items selected with a mask",
- ("Given an array and a boolean mask (either scalar or of equal length),\n"
- "along with replacement values (either scalar or array),\n"
- "each element of the array for which the corresponding mask element is\n"
- "true will be replaced by the next value from the replacements,\n"
- "or with null if the mask is null.\n"
- "Hence, for replacement arrays, len(replacements) == sum(mask == true)."),
- {"values", "mask", "replacements"});
+template <typename Type, typename Enable = void>
+struct FillNullExecutor {};
-void RegisterVectorReplace(FunctionRegistry* registry) {
- auto func = std::make_shared<VectorFunction>("replace_with_mask",
Arity::Ternary(),
- &replace_with_mask_doc);
+template <typename Type>
+struct FillNullExecutor<Type, enable_if_boolean<Type>> {
+ static Status ExecFillNull(KernelContext* ctx, const ArrayData& array,
+ const uint8_t* reversed_bitmap, ArrayData* output,
+ int8_t direction, const ArrayData&
last_valid_value_chunk,
+ int64_t* last_valid_value_offset) {
+ FillNullInDirectionImpl<Type>(array, reversed_bitmap, output, direction,
+ last_valid_value_chunk,
last_valid_value_offset);
+ return Status::OK();
+ }
+};
+
+template <typename Type>
+struct FillNullExecutor<
+ Type, enable_if_t<is_number_type<Type>::value ||
+ std::is_same<Type, MonthDayNanoIntervalType>::value>> {
+ static Status ExecFillNull(KernelContext* ctx, const ArrayData& array,
+ const uint8_t* reversed_bitmap, ArrayData* output,
+ int8_t direction, const ArrayData&
last_valid_value_chunk,
+ int64_t* last_valid_value_offset) {
+ FillNullInDirectionImpl<Type>(array, reversed_bitmap, output, direction,
+ last_valid_value_chunk,
last_valid_value_offset);
+ return Status::OK();
+ }
+};
+
+template <typename Type>
+struct FillNullExecutor<Type, enable_if_fixed_size_binary<Type>> {
+ static Status ExecFillNull(KernelContext* ctx, const ArrayData& array,
+ const uint8_t* reversed_bitmap, ArrayData* output,
+ int8_t direction, const ArrayData&
last_valid_value_chunk,
+ int64_t* last_valid_value_offset) {
+ FillNullInDirectionImpl<Type>(array, reversed_bitmap, output, direction,
+ last_valid_value_chunk,
last_valid_value_offset);
+ return Status::OK();
+ }
+};
+
+template <typename Type>
+struct FillNullExecutor<Type, enable_if_base_binary<Type>> {
+ using offset_type = typename Type::offset_type;
+ using BuilderType = typename TypeTraits<Type>::BuilderType;
+
+ static Status ExecFillNull(KernelContext* ctx, const ArrayData&
current_chunk,
+ const uint8_t* reversed_bitmap, ArrayData* output,
+ int8_t direction, const ArrayData&
last_valid_value_chunk,
+ int64_t* last_valid_value_offset) {
+ BuilderType builder(current_chunk.type, ctx->memory_pool());
+ RETURN_NOT_OK(builder.Reserve(current_chunk.length));
+ RETURN_NOT_OK(builder.ReserveData(current_chunk.buffers[2]->size()));
+ int64_t array_value_index = direction == 1 ? 0 : current_chunk.length - 1;
+ const uint8_t* data = current_chunk.buffers[2]->data();
+ const uint8_t* data_prev = last_valid_value_chunk.buffers[2]->data();
+ const offset_type* offsets = current_chunk.GetValues<offset_type>(1);
+ const offset_type* offsets_prev =
last_valid_value_chunk.GetValues<offset_type>(1);
+
+ bool has_fill_value_last_chunk = *last_valid_value_offset != -1;
+ bool has_fill_value_current_chunk = false;
+ /*tuple for store: <use current_chunk(true) or last_valid_chunk(false),
+ * start offset of the current value, end offset for the current value>*/
+ std::vector<std::tuple<bool, int64_t, int64_t>> offsets_reversed;
+ RETURN_NOT_OK(VisitNullBitmapInline<>(
+ reversed_bitmap, output->offset, current_chunk.length,
+ current_chunk.GetNullCount(),
+ [&]() {
+ const offset_type offset0 = offsets[array_value_index];
+ const offset_type offset1 = offsets[array_value_index + 1];
+ offsets_reversed.push_back(
+ std::make_tuple(/*current_chunk=*/true, offset0, offset1 -
offset0));
+ *last_valid_value_offset = array_value_index;
+ has_fill_value_current_chunk = true;
+ has_fill_value_last_chunk = false;
+ array_value_index += direction;
+ return Status::OK();
+ },
+ [&]() {
+ if (has_fill_value_current_chunk || has_fill_value_last_chunk) {
+ if (!has_fill_value_last_chunk) {
+ const offset_type offset0 = offsets[*last_valid_value_offset];
+ const offset_type offset1 = offsets[*last_valid_value_offset +
1];
+ offsets_reversed.push_back(
+ std::make_tuple(/*current_chunk=*/true, offset0, offset1 -
offset0));
+ } else {
+ const offset_type offset0 =
offsets_prev[*last_valid_value_offset];
+ const offset_type offset1 =
offsets_prev[*last_valid_value_offset + 1];
+ offsets_reversed.push_back(
+ std::make_tuple(/*current_chunk=*/false, offset0, offset1 -
offset0));
+ }
+ } else {
+
offsets_reversed.push_back(std::make_tuple(/*current_chunk=*/false, -1, -1));
+ }
+ array_value_index += direction;
+ return Status::OK();
+ }));
+
+ if (direction == 1) {
+ for (auto it = offsets_reversed.begin(); it != offsets_reversed.end();
++it) {
+ if (std::get<1>(*it) == -1 && std::get<2>(*it) == -1) {
+ RETURN_NOT_OK(builder.AppendNull());
+ } else if (std::get<0>(*it)) {
+ RETURN_NOT_OK(builder.Append(data + std::get<1>(*it),
std::get<2>(*it)));
+ } else {
+ RETURN_NOT_OK(builder.Append(data_prev + std::get<1>(*it),
std::get<2>(*it)));
+ }
+ }
+ } else {
+ for (auto it = offsets_reversed.rbegin(); it != offsets_reversed.rend();
++it) {
+ if (std::get<1>(*it) == -1 && std::get<2>(*it) == -1) {
+ RETURN_NOT_OK(builder.AppendNull());
+ } else if (std::get<0>(*it)) {
+ RETURN_NOT_OK(builder.Append(data + std::get<1>(*it),
std::get<2>(*it)));
+ } else {
+ RETURN_NOT_OK(builder.Append(data_prev + std::get<1>(*it),
std::get<2>(*it)));
+ }
+ }
+ }
+
+ std::shared_ptr<Array> temp_output;
+ RETURN_NOT_OK(builder.Finish(&temp_output));
+ *output = *temp_output->data();
+ // Builder type != logical type due to GenerateTypeAgnosticVarBinaryBase
+ output->type = current_chunk.type;
+ return Status::OK();
+ }
+};
+
+template <typename Type>
+struct FillNullExecutor<Type, enable_if_null<Type>> {
+ static Status ExecFillNull(KernelContext* ctx, const ArrayData& array,
+ const uint8_t* reversed_bitmap, ArrayData* output,
+ int8_t direction, const ArrayData&
last_valid_value_chunk,
+ int64_t* last_valid_value_offset) {
+ *output = array;
+ return Status::OK();
+ }
+};
+
+template <typename Type>
+struct FillNullForwardFunctor {
+ static Status Exec(KernelContext* ctx, const ExecBatch& batch, Datum* out) {
+ switch (batch[0].kind()) {
+ case Datum::ARRAY: {
+ auto array_input = *batch[0].array();
+ int64_t last_valid_value_offset = -1;
+ return FillNullForwardArray(ctx, array_input, out, array_input,
+ &last_valid_value_offset);
+ }
+ case Datum::CHUNKED_ARRAY: {
+ return FillNullForwardChunkedArray(ctx, batch[0].chunked_array(), out);
+ }
+ default:
+ break;
+ }
+ return Status::NotImplemented(
+ "Unsupported types for drop_null operation: "
+ "values=",
+ batch[0].ToString());
+ }
+
+ static Status FillNullForwardArray(KernelContext* ctx, ArrayData& array,
Datum* out,
+ const ArrayData& last_valid_value_chunk,
+ int64_t* last_valid_value_offset) {
+ ArrayData* output = out->array().get();
+ output->length = array.length;
+ int8_t direction = 1;
+
+ if (array.MayHaveNulls()) {
+ ARROW_ASSIGN_OR_RAISE(
+ auto null_bitmap,
+ arrow::internal::CopyBitmap(ctx->memory_pool(),
array.buffers[0]->data(),
+ array.offset, array.length));
+ return FillNullExecutor<Type>::ExecFillNull(ctx, array,
null_bitmap->data(), output,
+ direction,
last_valid_value_chunk,
+ last_valid_value_offset);
+ } else {
+ if (array.length > 0) {
+ *last_valid_value_offset = direction != 1 ? 0 : array.length - 1;
+ }
+ *output = array;
+ }
+ return Status::OK();
+ }
+
+ static Status FillNullForwardChunkedArray(KernelContext* ctx,
+ const
std::shared_ptr<ChunkedArray>& values,
+ Datum* out) {
+ if (values->null_count() == 0) {
+ *out = Datum(values);
+ return Status::OK();
+ }
+ if (values->null_count() == values->length()) {
+ *out = Datum(values);
+ return Status::OK();
+ }
+
+ ArrayVector new_chunks;
+ if (values->length() > 0) {
+ ArrayData array_with_current = *values->chunk(/*first_chunk=*/0)->data();
+ int64_t last_valid_value_offset = -1;
+
+ for (const auto& chunk : values->chunks()) {
+ if (is_fixed_width(out->type()->id())) {
+ auto* output = out->mutable_array();
+ auto bit_width = checked_cast<const
FixedWidthType&>(*output->type).bit_width();
+ auto data_bytes = bit_util::BytesForBits(bit_width *
chunk->length());
+ ARROW_ASSIGN_OR_RAISE(output->buffers[0],
ctx->AllocateBitmap(chunk->length()));
+ ARROW_ASSIGN_OR_RAISE(output->buffers[1], ctx->Allocate(data_bytes));
+ }
+ DCHECK_OK(FillNullForwardArray(ctx, *chunk->data(), out,
array_with_current,
+ &last_valid_value_offset));
+ if (chunk->null_count() != chunk->length()) {
+ array_with_current = *chunk->data();
+ }
+ new_chunks.push_back(MakeArray(out->make_array()->data()->Copy()));
+ }
+ }
+
+ auto output = std::make_shared<ChunkedArray>(std::move(new_chunks),
values->type());
+ *out = Datum(output);
+ return Status::OK();
+ }
+
+ static std::shared_ptr<KernelSignature> GetSignature(detail::GetTypeId
get_id) {
+ return KernelSignature::Make({InputType::Array(get_id.id)},
OutputType(FirstType));
+ }
+};
+
+template <typename Type>
+struct FillNullBackwardFunctor {
+ static Status Exec(KernelContext* ctx, const ExecBatch& batch, Datum* out) {
+ switch (batch[0].kind()) {
+ case Datum::ARRAY: {
+ auto array_input = *batch[0].array();
+ int64_t last_valid_value_offset = -1;
+ return FillNullBackwardArray(ctx, array_input, out, array_input,
+ &last_valid_value_offset);
+ }
+ case Datum::CHUNKED_ARRAY: {
+ return FillNullBackwardChunkedArray(ctx, batch[0].chunked_array(),
out);
+ }
+ default:
+ break;
+ }
+ return Status::NotImplemented(
+ "Unsupported types for drop_null operation: "
+ "values=",
+ batch[0].ToString());
+ }
+
+ static Status FillNullBackwardArray(KernelContext* ctx, ArrayData& array,
Datum* out,
+ const ArrayData& last_valid_value_chunk,
+ int64_t* last_valid_value_offset) {
+ ArrayData* output = out->array().get();
+ output->length = array.length;
+ int8_t direction = -1;
+
+ if (array.MayHaveNulls()) {
+ ARROW_ASSIGN_OR_RAISE(
+ auto reversed_bitmap,
+ arrow::internal::ReverseBitmap(ctx->memory_pool(),
array.buffers[0]->data(),
+ array.offset, array.length));
+ return FillNullExecutor<Type>::ExecFillNull(
+ ctx, array, reversed_bitmap->data(), output, direction,
last_valid_value_chunk,
+ last_valid_value_offset);
+ } else {
+ if (array.length > 0) {
+ *last_valid_value_offset = direction != 1 ? 0 : array.length - 1;
+ }
+ *output = array;
+ }
+ return Status::OK();
+ }
+
+ static Status FillNullBackwardChunkedArray(KernelContext* ctx,
+ const
std::shared_ptr<ChunkedArray>& values,
+ Datum* out) {
+ if (values->null_count() == 0) {
+ *out = Datum(values);
+ return Status::OK();
+ }
+ if (values->null_count() == values->length()) {
+ *out = Datum(values);
+ return Status::OK();
+ }
+ std::vector<std::shared_ptr<Array>> new_chunks;
+
+ if (values->length() > 0) {
+ auto chunks_length = values->chunks().size();
+ ArrayData array_with_current =
Review comment:
You can use `.data().get()` instead of `&(*....data())` but it's not a
big deal either way.
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