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August 17, 2023 21:19
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Sort an Arrow Table with Acero
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| #include <iostream> | |
| #include <arrow/api.h> | |
| #include <arrow/result.h> | |
| #include <arrow/compute/api.h> | |
| #include <arrow/compute/exec/exec_plan.h> | |
| arrow::Status ExecutePlanAndCollectAsTable( | |
| std::shared_ptr<arrow::compute::ExecPlan> plan, | |
| std::shared_ptr<arrow::Schema> schema, | |
| arrow::AsyncGenerator<std::optional<arrow::compute::ExecBatch>> sink_gen) { | |
| // translate sink_gen (async) to sink_reader (sync) | |
| std::shared_ptr<arrow::RecordBatchReader> sink_reader = | |
| arrow::compute::MakeGeneratorReader(schema, std::move(sink_gen), arrow::default_memory_pool()); | |
| // validate the ExecPlan | |
| ARROW_RETURN_NOT_OK(plan->Validate()); | |
| std::cout << "ExecPlan created : " << plan->ToString() << std::endl; | |
| // start the ExecPlan | |
| plan->StartProducing(); | |
| // collect sink_reader into a Table | |
| std::shared_ptr<arrow::Table> response_table; | |
| ARROW_ASSIGN_OR_RAISE(response_table, | |
| arrow::Table::FromRecordBatchReader(sink_reader.get())); | |
| std::cout << "Results : " << std::endl << response_table->ToString() << std::endl; | |
| // stop producing | |
| plan->StopProducing(); | |
| // plan mark finished | |
| auto future = plan->finished(); | |
| return future.status(); | |
| } | |
| arrow::Status Execute() { | |
| //std::cout << arrow::GetBuildInfo().version_string << std::endl; | |
| auto null_long = std::numeric_limits<int>::quiet_NaN(); | |
| arrow::Int32Builder int_builder; | |
| ARROW_RETURN_NOT_OK(int_builder.Append(1)); | |
| ARROW_RETURN_NOT_OK(int_builder.Append(1)); | |
| ARROW_RETURN_NOT_OK(int_builder.AppendNull()); | |
| ARROW_RETURN_NOT_OK(int_builder.Append(2)); | |
| ARROW_RETURN_NOT_OK(int_builder.Append(3)); | |
| ARROW_RETURN_NOT_OK(int_builder.Append(4)); | |
| ARROW_ASSIGN_OR_RAISE(std::shared_ptr<arrow::Array> int_array, int_builder.Finish()); | |
| arrow::StringBuilder str_builder; | |
| ARROW_RETURN_NOT_OK(str_builder.Append("a")); | |
| ARROW_RETURN_NOT_OK(str_builder.Append("a")); | |
| ARROW_RETURN_NOT_OK(str_builder.Append("a")); | |
| ARROW_RETURN_NOT_OK(str_builder.Append("a")); | |
| ARROW_RETURN_NOT_OK(str_builder.Append("b")); | |
| ARROW_RETURN_NOT_OK(str_builder.Append("b")); | |
| ARROW_ASSIGN_OR_RAISE(std::shared_ptr<arrow::Array> str_array, str_builder.Finish()); | |
| std::vector<std::shared_ptr<arrow::Field>> schema_vector = { | |
| arrow::field("int", arrow::int32()), | |
| arrow::field("str", arrow::utf8()) | |
| }; | |
| auto schema = std::make_shared<arrow::Schema>(schema_vector); | |
| std::shared_ptr<arrow::Table> table = arrow::Table::Make(schema, {int_array, str_array}); | |
| // std::cout << "Data : " << std::endl << table->ToString() << std::endl; | |
| ARROW_ASSIGN_OR_RAISE( | |
| std::shared_ptr<arrow::compute::ExecPlan> plan, | |
| arrow::compute::ExecPlan::Make(*arrow::compute::threaded_exec_context()) | |
| ); | |
| arrow::AsyncGenerator<std::optional<arrow::compute::ExecBatch>> sink_gen; | |
| int max_batch_size = 100; | |
| auto table_source_options = arrow::compute::TableSourceNodeOptions{table, max_batch_size}; | |
| // source node | |
| ARROW_ASSIGN_OR_RAISE( | |
| arrow::compute::ExecNode * source_node, | |
| arrow::compute::MakeExecNode("table_source", plan.get(), {}, table_source_options) | |
| ); | |
| // order_by_sink node | |
| ARROW_RETURN_NOT_OK( | |
| arrow::compute::MakeExecNode("order_by_sink", plan.get(), {source_node}, | |
| arrow::compute::OrderBySinkNodeOptions{ | |
| arrow::compute::SortOptions{ | |
| {arrow::compute::SortKey{"int", arrow::compute::SortOrder::Descending}} | |
| }, | |
| &sink_gen | |
| } | |
| ) | |
| ); | |
| auto result = ExecutePlanAndCollectAsTable(plan, source_node->output_schema(), sink_gen); | |
| return arrow::Status::OK(); | |
| } | |
| int main(int argc, char** argv) { | |
| auto status = Execute(); | |
| if (!status.ok()) { | |
| std::cerr << "Error occurred : " << status.message() << std::endl; | |
| return EXIT_FAILURE; | |
| } | |
| return EXIT_SUCCESS; | |
| } |
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