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Copy pathprimitive.rs
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89 lines (83 loc) · 3.18 KB
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// 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 rand::rngs::StdRng;
use rand::Rng;
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,
{
// table of primitives from which to draw
let distinct_primitives: PrimitiveArray<A> = match A::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::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_primitves randomly from the distinct string table
let indicies: UInt32Array = (0..self.num_primitives)
.map(|_| {
if self.rng.gen::<f64>() < self.null_pct {
None
} else if self.num_distinct_primitives > 1 {
let range = 1..(self.num_distinct_primitives as u32);
Some(self.rng.gen_range(range))
} else {
Some(0)
}
})
.collect();
let options = None;
arrow::compute::take(&distinct_primitives, &indicies, options).unwrap()
}
}