| // 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. | |
| use arrow::array::{ArrayRef, ArrowPrimitiveType, PrimitiveArray, UInt32Array}; | |
| use arrow::datatypes::DataType; | |
| use chrono_tz::{TZ_VARIANTS, Tz}; | |
| use rand::prelude::IndexedRandom; | |
| use rand::{Rng, rng, rngs::StdRng}; | |
| use std::sync::Arc; | |
| use super::random_data::RandomNativeData; | |
| /// Randomly generate primitive array | |
| pub struct PrimitiveArrayGenerator { | |
| /// the total number of strings in the output | |
| pub num_primitives: usize, | |
| /// The number of distinct strings in the columns | |
| pub num_distinct_primitives: usize, | |
| /// The percentage of nulls in the columns | |
| pub null_pct: f64, | |
| /// Random number generator | |
| pub rng: StdRng, | |
| } | |
| // TODO: support generating more primitive arrays | |
| impl PrimitiveArrayGenerator { | |
| pub fn gen_data<A>(&mut self) -> ArrayRef | |
| where | |
| A: ArrowPrimitiveType + RandomNativeData, | |
| { | |
| let data_type = match A::DATA_TYPE { | |
| DataType::Timestamp(unit, _) => { | |
| let timezone = Self::generate_timezone(); | |
| DataType::Timestamp(unit, timezone) | |
| } | |
| other => other, | |
| }; | |
| // table of primitives from which to draw | |
| let distinct_primitives: PrimitiveArray<A> = match data_type { | |
| DataType::Int8 | |
| | DataType::Int16 | |
| | DataType::Int32 | |
| | DataType::Int64 | |
| | DataType::UInt8 | |
| | DataType::UInt16 | |
| | DataType::UInt32 | |
| | DataType::UInt64 | |
| | DataType::Float32 | |
| | DataType::Float64 | |
| | DataType::Date32 | |
| | DataType::Date64 | |
| | DataType::Time32(_) | |
| | DataType::Time64(_) | |
| | DataType::Interval(_) | |
| | DataType::Duration(_) | |
| | DataType::Binary | |
| | DataType::LargeBinary | |
| | DataType::BinaryView | |
| | DataType::Timestamp(_, _) => (0..self.num_distinct_primitives) | |
| .map(|_| Some(A::generate_random_native_data(&mut self.rng))) | |
| .collect(), | |
| _ => { | |
| let arrow_type = A::DATA_TYPE; | |
| panic!("Unsupported arrow data type: {arrow_type}") | |
| } | |
| }; | |
| // pick num_primitives randomly from the distinct string table | |
| let indices: UInt32Array = (0..self.num_primitives) | |
| .map(|_| { | |
| if self.rng.random::<f64>() < self.null_pct { | |
| None | |
| } else if self.num_distinct_primitives > 1 { | |
| let range = 1..(self.num_distinct_primitives as u32); | |
| Some(self.rng.random_range(range)) | |
| } else { | |
| Some(0) | |
| } | |
| }) | |
| .collect(); | |
| let options = None; | |
| arrow::compute::take(&distinct_primitives, &indices, options).unwrap() | |
| } | |
| // Generates a random timezone or returns `None`. | |
| /// | |
| /// Returns: | |
| /// - `Some(Arc<String>)` containing the timezone name. | |
| /// - `None` if no timezone is selected. | |
| fn generate_timezone() -> Option<Arc<str>> { | |
| let mut rng = rng(); | |
| // Allows for timezones + None | |
| let mut timezone_options: Vec<Option<&Tz>> = vec![None]; | |
| timezone_options.extend(TZ_VARIANTS.iter().map(Some)); | |
| let selected_option = timezone_options.choose(&mut rng).copied().flatten(); // random timezone/None | |
| selected_option.map(|tz| Arc::from(tz.name())) | |
| } | |
| } |