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Metal part 1 - Scaffolding for metal. (#1308)
* Metal part 1 - Scaffolding for metal. * Remove tracing.
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@ -8,12 +8,14 @@ use crate::{CpuStorage, DType, Result, Shape, Storage, WithDType};
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pub enum DeviceLocation {
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Cpu,
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Cuda { gpu_id: usize },
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Metal,
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}
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#[derive(Debug, Clone)]
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pub enum Device {
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Cpu,
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Cuda(crate::CudaDevice),
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Metal(crate::MetalDevice),
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}
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pub trait NdArray {
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@ -128,10 +130,15 @@ impl Device {
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Ok(Self::Cuda(crate::CudaDevice::new(ordinal)?))
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}
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pub fn new_metal(ordinal: usize) -> Result<Self> {
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Ok(Self::Metal(crate::MetalDevice::new(ordinal)?))
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}
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pub fn set_seed(&self, seed: u64) -> Result<()> {
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match self {
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Self::Cpu => crate::cpu_backend::CpuDevice.set_seed(seed),
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Self::Cpu => CpuDevice.set_seed(seed),
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Self::Cuda(c) => c.set_seed(seed),
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Self::Metal(m) => m.set_seed(seed),
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}
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}
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@ -147,21 +154,20 @@ impl Device {
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match self {
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Self::Cpu => DeviceLocation::Cpu,
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Self::Cuda(device) => device.location(),
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Device::Metal(device) => device.location(),
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}
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}
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pub fn is_cpu(&self) -> bool {
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match self {
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Self::Cpu => true,
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Self::Cuda(_) => false,
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}
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matches!(self, Self::Cpu)
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}
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pub fn is_cuda(&self) -> bool {
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match self {
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Self::Cpu => false,
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Self::Cuda(_) => true,
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}
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matches!(self, Self::Cuda(_))
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}
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pub fn is_metal(&self) -> bool {
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matches!(self, Self::Metal(_))
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}
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pub fn cuda_if_available(ordinal: usize) -> Result<Self> {
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@ -194,6 +200,11 @@ impl Device {
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Ok(Storage::Cuda(storage))
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}
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}
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Device::Metal(_device) => {
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// let storage = device.rand_uniform(shape, dtype, lo, up)?;
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// Ok(Storage::Metal(storage))
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crate::bail!("Metal rand_uniform not implemented")
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}
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}
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}
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@ -228,6 +239,10 @@ impl Device {
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Ok(Storage::Cuda(storage))
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}
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}
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Device::Metal(device) => {
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let storage = device.rand_normal(shape, dtype, mean, std)?;
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Ok(Storage::Metal(storage))
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}
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}
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}
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@ -250,6 +265,10 @@ impl Device {
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let storage = device.ones_impl(shape, dtype)?;
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Ok(Storage::Cuda(storage))
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}
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Device::Metal(device) => {
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let storage = device.ones_impl(shape, dtype)?;
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Ok(Storage::Metal(storage))
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}
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}
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}
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@ -263,6 +282,10 @@ impl Device {
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let storage = device.zeros_impl(shape, dtype)?;
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Ok(Storage::Cuda(storage))
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}
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Device::Metal(device) => {
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let storage = device.zeros_impl(shape, dtype)?;
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Ok(Storage::Metal(storage))
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}
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}
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}
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@ -274,6 +297,11 @@ impl Device {
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let storage = device.storage_from_cpu_storage(&storage)?;
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Ok(Storage::Cuda(storage))
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}
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Device::Metal(device) => {
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let storage = array.to_cpu_storage();
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let storage = device.storage_from_cpu_storage(&storage)?;
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Ok(Storage::Metal(storage))
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}
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}
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}
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@ -285,6 +313,11 @@ impl Device {
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let storage = device.storage_from_cpu_storage(&storage)?;
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Ok(Storage::Cuda(storage))
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}
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Device::Metal(device) => {
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let storage = S::to_cpu_storage_owned(data);
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let storage = device.storage_from_cpu_storage(&storage)?;
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Ok(Storage::Metal(storage))
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}
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}
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}
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}
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