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-rw-r--r--candle-core/src/metal_backend.rs70
1 files changed, 57 insertions, 13 deletions
diff --git a/candle-core/src/metal_backend.rs b/candle-core/src/metal_backend.rs
index 5269a899..8a75bd7c 100644
--- a/candle-core/src/metal_backend.rs
+++ b/candle-core/src/metal_backend.rs
@@ -8,7 +8,7 @@ use metal;
use metal::{Buffer, CommandBuffer, CommandQueue, MTLResourceOptions, NSUInteger};
use std::collections::HashMap;
use std::path::Path;
-use std::sync::{Arc, RwLock, TryLockError};
+use std::sync::{Arc, Mutex, RwLock, TryLockError};
/// Simple way to catch lock error without
/// depending on T
@@ -106,6 +106,8 @@ pub struct MetalDevice {
/// Whenever we actually allocate a new buffer, we make a full sweep to cleanup unused buffers
/// (strong_count = 1).
buffers: AllocatedBuffers,
+ /// Seed for random number generation.
+ seed: Arc<Mutex<u64>>,
}
impl std::fmt::Debug for MetalDevice {
@@ -1540,6 +1542,7 @@ impl BackendDevice for MetalDevice {
Ok(val) => val.parse()?,
_ => 20,
};
+ let seed = Arc::new(Mutex::new(299792458));
Ok(Self {
device,
fence,
@@ -1549,13 +1552,10 @@ impl BackendDevice for MetalDevice {
compute_per_buffer,
buffers,
kernels,
+ seed,
})
}
- fn set_seed(&self, _seed: u64) -> Result<()> {
- crate::bail!("Metal set_seed not implemented")
- }
-
fn location(&self) -> crate::DeviceLocation {
crate::DeviceLocation::Metal {
gpu_id: self.registry_id() as usize,
@@ -1608,12 +1608,31 @@ impl BackendDevice for MetalDevice {
&self,
shape: &Shape,
dtype: DType,
- mean: f64,
- stddev: f64,
+ min: f64,
+ max: f64,
) -> Result<Self::Storage> {
- // TODO is there a better way ?
- let cpu_storage = crate::cpu_backend::CpuDevice.rand_uniform(shape, dtype, mean, stddev)?;
- self.storage_from_cpu_storage(&cpu_storage)
+ let name = match dtype {
+ DType::F32 => "rand_uniform_f32",
+ DType::F16 => "rand_uniform_f16",
+ DType::BF16 => "rand_uniform_bf16",
+ dtype => crate::bail!("rand_uniform not implemented for {dtype:?}"),
+ };
+ let buffer = self.new_buffer(shape.elem_count(), dtype, "rand_uniform")?;
+ let command_buffer = self.command_buffer()?;
+ candle_metal_kernels::call_random_uniform(
+ &self.device,
+ &command_buffer,
+ &self.kernels,
+ name,
+ *self.seed.lock().unwrap(),
+ min as f32,
+ max as f32,
+ shape.elem_count(),
+ &buffer,
+ )
+ .map_err(MetalError::from)?;
+
+ Ok(Self::Storage::new(buffer, self.clone(), dtype))
}
fn rand_normal(
@@ -1623,9 +1642,34 @@ impl BackendDevice for MetalDevice {
mean: f64,
stddev: f64,
) -> Result<Self::Storage> {
- // TODO is there a better way ?
- let cpu_storage = crate::cpu_backend::CpuDevice.rand_normal(shape, dtype, mean, stddev)?;
- self.storage_from_cpu_storage(&cpu_storage)
+ let name = match dtype {
+ DType::F32 => "rand_normal_f32",
+ DType::F16 => "rand_normal_f16",
+ DType::BF16 => "rand_normal_bf16",
+ dtype => crate::bail!("rand_uniform not implemented for {dtype:?}"),
+ };
+ let buffer = self.new_buffer(shape.elem_count(), dtype, "rand_normal")?;
+ let command_buffer = self.command_buffer()?;
+ candle_metal_kernels::call_random_normal(
+ &self.device,
+ &command_buffer,
+ &self.kernels,
+ name,
+ *self.seed.lock().unwrap(),
+ mean as f32,
+ stddev as f32,
+ shape.elem_count(),
+ &buffer,
+ )
+ .map_err(MetalError::from)?;
+
+ Ok(Self::Storage::new(buffer, self.clone(), dtype))
+ }
+
+ fn set_seed(&self, seed: u64) -> Result<()> {
+ let mut s = self.seed.try_lock().map_err(MetalError::from)?;
+ *s = seed;
+ Ok(())
}
}