/* * 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 std::{ any::TypeId, mem, os::raw::{c_int, c_void}, }; use crate::ffi::{ DLContext, DLDataType, DLDataTypeCode_kDLFloat, DLDataTypeCode_kDLInt, DLDataTypeCode_kDLUInt, DLDeviceType_kDLCPU, DLTensor, }; #[derive(Clone, Copy, Debug, PartialEq, Eq)] pub struct DataType { pub code: usize, pub bits: usize, pub lanes: usize, } impl DataType { /// Returns the number of bytes occupied by an element of this `DataType`. pub fn itemsize(&self) -> usize { (self.bits * self.lanes) >> 3 } /// Returns whether this `DataType` represents primitive type `T`. pub fn is_type<T: 'static>(&self) -> bool { if self.lanes != 1 { return false; } let typ = TypeId::of::<T>(); (typ == TypeId::of::<i32>() && self.code == 0 && self.bits == 32) || (typ == TypeId::of::<i64>() && self.code == 0 && self.bits == 64) || (typ == TypeId::of::<u32>() && self.code == 1 && self.bits == 32) || (typ == TypeId::of::<u64>() && self.code == 1 && self.bits == 64) || (typ == TypeId::of::<f32>() && self.code == 2 && self.bits == 32) || (typ == TypeId::of::<f64>() && self.code == 2 && self.bits == 64) } pub fn code(&self) -> usize { self.code } pub fn bits(&self) -> usize { self.bits } pub fn lanes(&self) -> usize { self.lanes } } impl<'a> From<&'a DataType> for DLDataType { fn from(dtype: &'a DataType) -> Self { Self { code: dtype.code as u8, bits: dtype.bits as u8, lanes: dtype.lanes as u16, } } } impl From<DLDataType> for DataType { fn from(dtype: DLDataType) -> Self { Self { code: dtype.code as usize, bits: dtype.bits as usize, lanes: dtype.lanes as usize, } } } #[derive(Debug, Clone, Copy, PartialEq)] pub struct TVMContext { pub device_type: usize, pub device_id: usize, } impl<'a> From<&'a TVMContext> for DLContext { fn from(ctx: &'a TVMContext) -> Self { Self { device_type: ctx.device_type as u32, device_id: ctx.device_id as i32, } } } impl Default for TVMContext { fn default() -> Self { Self { device_type: DLDeviceType_kDLCPU as usize, device_id: 0, } } } /// `From` conversions to `DLTensor` for `ndarray::Array`. /// Takes a reference to the `ndarray` since `DLTensor` is not owned. macro_rules! impl_dltensor_from_ndarray { ($type:ty, $typecode:expr) => { impl<'a, D: ndarray::Dimension> From<&'a mut ndarray::Array<$type, D>> for DLTensor { fn from(arr: &'a mut ndarray::Array<$type, D>) -> Self { DLTensor { data: arr.as_mut_ptr() as *mut c_void, ctx: DLContext { device_type: DLDeviceType_kDLCPU, device_id: 0, }, ndim: arr.ndim() as c_int, dtype: DLDataType { code: $typecode as u8, bits: 8 * mem::size_of::<$type>() as u8, lanes: 1, }, shape: arr.shape().as_ptr() as *const i64 as *mut i64, strides: arr.strides().as_ptr() as *const isize as *mut i64, byte_offset: 0, } } } }; } impl_dltensor_from_ndarray!(f32, DLDataTypeCode_kDLFloat); impl_dltensor_from_ndarray!(f64, DLDataTypeCode_kDLFloat); impl_dltensor_from_ndarray!(i32, DLDataTypeCode_kDLInt); impl_dltensor_from_ndarray!(i64, DLDataTypeCode_kDLInt); impl_dltensor_from_ndarray!(u32, DLDataTypeCode_kDLUInt); impl_dltensor_from_ndarray!(u64, DLDataTypeCode_kDLUInt);