| // 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, GenericStringArray, OffsetSizeTrait, StringViewArray, UInt32Array, |
| }; |
| use rand::distr::StandardUniform; |
| use rand::rngs::StdRng; |
| use rand::Rng; |
| |
| /// Randomly generate string arrays |
| pub struct StringArrayGenerator { |
| //// The maximum length of the strings |
| pub max_len: usize, |
| /// the total number of strings in the output |
| pub num_strings: usize, |
| /// The number of distinct strings in the columns |
| pub num_distinct_strings: usize, |
| /// The percentage of nulls in the columns |
| pub null_pct: f64, |
| /// Random number generator |
| pub rng: StdRng, |
| } |
| |
| impl StringArrayGenerator { |
| /// Creates a StringArray or LargeStringArray with random strings according |
| /// to the parameters of the BatchGenerator |
| pub fn gen_data<O: OffsetSizeTrait>(&mut self) -> ArrayRef { |
| // table of strings from which to draw |
| let distinct_strings: GenericStringArray<O> = (0..self.num_distinct_strings) |
| .map(|_| Some(random_string(&mut self.rng, self.max_len))) |
| .collect(); |
| |
| // pick num_strings randomly from the distinct string table |
| let indices: UInt32Array = (0..self.num_strings) |
| .map(|_| { |
| if self.rng.random::<f64>() < self.null_pct { |
| None |
| } else if self.num_distinct_strings > 1 { |
| let range = 1..(self.num_distinct_strings as u32); |
| Some(self.rng.random_range(range)) |
| } else { |
| Some(0) |
| } |
| }) |
| .collect(); |
| |
| let options = None; |
| arrow::compute::take(&distinct_strings, &indices, options).unwrap() |
| } |
| |
| /// Creates a StringViewArray with random strings. |
| pub fn gen_string_view(&mut self) -> ArrayRef { |
| let distinct_string_views: StringViewArray = (0..self.num_distinct_strings) |
| .map(|_| Some(random_string(&mut self.rng, self.max_len))) |
| .collect(); |
| |
| // pick num_strings randomly from the distinct string table |
| let indices: UInt32Array = (0..self.num_strings) |
| .map(|_| { |
| if self.rng.random::<f64>() < self.null_pct { |
| None |
| } else if self.num_distinct_strings > 1 { |
| let range = 1..(self.num_distinct_strings as u32); |
| Some(self.rng.random_range(range)) |
| } else { |
| Some(0) |
| } |
| }) |
| .collect(); |
| |
| let options = None; |
| arrow::compute::take(&distinct_string_views, &indices, options).unwrap() |
| } |
| } |
| |
| /// Return a string of random characters of length 1..=max_len |
| fn random_string(rng: &mut StdRng, max_len: usize) -> String { |
| // pick characters at random (not just ascii) |
| match max_len { |
| 0 => "".to_string(), |
| 1 => String::from(rng.random::<char>()), |
| _ => { |
| let len = rng.random_range(1..=max_len); |
| rng.sample_iter::<char, _>(StandardUniform) |
| .take(len) |
| .collect() |
| } |
| } |
| } |