| // 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, TZ_VARIANTS}; |
| use rand::prelude::IndexedRandom; |
| use rand::{rng, rngs::StdRng, Rng}; |
| 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).cloned().flatten(); // random timezone/None |
| |
| selected_option.map(|tz| Arc::from(tz.name())) |
| } |
| } |