mirror of
https://github.com/huggingface/candle.git
synced 2025-06-19 19:58:35 +00:00
Merge branch 'main' into ivarflakstad/metal-prng
This commit is contained in:
Ivar Flakstad
@ -106,7 +106,7 @@ pub struct MetalDevice {
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/// Whenever we actually allocate a new buffer, we make a full sweep to cleanup unused buffers
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/// (strong_count = 1).
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buffers: AllocatedBuffers,
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/// Seed for random number generation.
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seed: Arc<Mutex<u64>>,
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}
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@ -355,7 +355,7 @@ impl BackendStorage for MetalStorage {
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let name = match self.dtype {
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DType::F32 => "affine_f32",
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DType::F16 => "affine_f16",
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dtype => crate::bail!("Affine {dtype:?}"),
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dtype => crate::bail!("Metal contiguous affine {dtype:?} not implemented"),
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};
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candle_metal_kernels::call_affine(
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&device.device,
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@ -373,7 +373,7 @@ impl BackendStorage for MetalStorage {
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let name = match self.dtype {
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DType::F32 => "affine_f32_strided",
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DType::F16 => "affine_f16_strided",
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dtype => crate::bail!("Affine {dtype:?}"),
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dtype => crate::bail!("Metal strided affine {dtype:?} not implemented"),
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};
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candle_metal_kernels::call_affine_strided(
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&device.device,
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@ -406,7 +406,7 @@ impl BackendStorage for MetalStorage {
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let name = match self.dtype {
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DType::F32 => "powf_f32",
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DType::F16 => "powf_f16",
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dtype => crate::bail!("Powf {dtype:?}"),
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dtype => crate::bail!("Metal contiguous powf {dtype:?} not implemented"),
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};
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candle_metal_kernels::call_powf(
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&device.device,
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@ -423,7 +423,7 @@ impl BackendStorage for MetalStorage {
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let name = match self.dtype {
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DType::F32 => "powf_f32_strided",
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DType::F16 => "powf_f16_strided",
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dtype => crate::bail!("Powf {dtype:?}"),
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dtype => crate::bail!("Metal strided powf {dtype:?} not implemented"),
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};
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candle_metal_kernels::call_powf_strided(
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&device.device,
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@ -455,7 +455,7 @@ impl BackendStorage for MetalStorage {
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let name = match self.dtype {
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DType::F32 => "elu_f32",
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DType::F16 => "elu_f16",
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dtype => crate::bail!("Powf {dtype:?}"),
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dtype => crate::bail!("Metal contiguous elu {dtype:?} not implemented"),
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};
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candle_metal_kernels::call_elu(
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&device.device,
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@ -472,7 +472,7 @@ impl BackendStorage for MetalStorage {
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let name = match self.dtype {
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DType::F32 => "elu_f32_strided",
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DType::F16 => "elu_f16_strided",
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dtype => crate::bail!("Powf {dtype:?}"),
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dtype => crate::bail!("Metal strided elu {dtype:?} not implemented"),
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};
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candle_metal_kernels::call_elu_strided(
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&device.device,
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@ -534,7 +534,17 @@ impl BackendStorage for MetalStorage {
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(ReduceOp::Max, DType::BF16) => ("fast_max_bf16_strided", true, false),
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(ReduceOp::ArgMin, DType::BF16) => ("fast_argmin_bf16_strided", true, true),
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(ReduceOp::ArgMax, DType::BF16) => ("fast_argmax_bf16_strided", true, true),
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(k, dtype) => crate::bail!("Reduce op for non float {k:?} {dtype:?}"),
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(ReduceOp::Sum, DType::I64) => ("fast_sum_i64_strided", false, false),
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(ReduceOp::Min, DType::I64) => ("fast_min_i64_strided", true, false),
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(ReduceOp::Max, DType::I64) => ("fast_max_i64_strided", true, false),
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(ReduceOp::ArgMin, DType::I64) => ("fast_argmin_i64_strided", true, true),
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(ReduceOp::ArgMax, DType::I64) => ("fast_argmax_i64_strided", true, true),
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(ReduceOp::Sum, DType::U8) => ("fast_sum_u8_strided", false, false),
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(ReduceOp::Min, DType::U8) => ("fast_min_u8_strided", true, false),
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(ReduceOp::Max, DType::U8) => ("fast_max_u8_strided", true, false),
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(ReduceOp::ArgMin, DType::U8) => ("fast_argmin_u8_strided", true, true),
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(ReduceOp::ArgMax, DType::U8) => ("fast_argmax_u8_strided", true, true),
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(k, dtype) => crate::bail!("Metal reduce op {k:?} {dtype:?} not implemented"),
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};
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if check_empty && layout.shape().elem_count() == 0 {
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Err(crate::Error::EmptyTensor { op: "reduce" }.bt())?
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@ -581,11 +591,18 @@ impl BackendStorage for MetalStorage {
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let kernel_name = match (self.dtype, dtype) {
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(DType::U32, DType::F32) => "cast_u32_f32",
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(DType::U32, DType::U8) => "cast_u32_u8",
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(DType::U32, DType::I64) => "cast_u32_i64",
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(DType::U8, DType::U32) => "cast_u8_u32",
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(DType::U8, DType::F32) => "cast_u8_f32",
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(DType::U8, DType::I64) => "cast_u8_i64",
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(DType::F32, DType::F16) => "cast_f32_f16",
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(DType::F16, DType::F32) => "cast_f16_f32",
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(left, right) => crate::bail!("to dtype {left:?} - {right:?}"),
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(DType::I64, DType::F32) => "cast_i64_f32",
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(DType::F32, DType::BF16) => "cast_f32_bf16",
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(DType::BF16, DType::F32) => "cast_bf16_f32",
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(left, right) => {
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crate::bail!("Metal contiguous to_dtype {left:?} {right:?} not implemented")
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}
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};
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candle_metal_kernels::call_cast_contiguous(
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&device.device,
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@ -602,11 +619,18 @@ impl BackendStorage for MetalStorage {
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let kernel_name = match (self.dtype, dtype) {
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(DType::U32, DType::F32) => "cast_u32_f32_strided",
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(DType::U32, DType::U8) => "cast_u32_u8_strided",
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(DType::U32, DType::I64) => "cast_u32_i64_strided",
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(DType::U8, DType::U32) => "cast_u8_u32_strided",
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(DType::U8, DType::F32) => "cast_u8_f32_strided",
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(DType::U8, DType::I64) => "cast_u8_i64_strided",
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(DType::F32, DType::F16) => "cast_f32_f16_strided",
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(DType::F16, DType::F32) => "cast_f16_f32_strided",
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(left, right) => crate::bail!("to dtype {left:?} - {right:?}"),
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(DType::I64, DType::F32) => "cast_i64_f32_strided",
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(DType::F32, DType::BF16) => "cast_f32_bf16_strided",
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(DType::BF16, DType::F32) => "cast_bf16_f32_strided",
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(left, right) => {
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crate::bail!("Metal strided to_dtype {left:?} {right:?} not implemented")
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}
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};
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candle_metal_kernels::call_cast_strided(
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&device.device,
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@ -647,9 +671,11 @@ impl BackendStorage for MetalStorage {
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("ugelu", DType::F32) => contiguous::gelu::FLOAT,
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("ugelu_erf", DType::F32) => contiguous::gelu_erf::FLOAT,
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("uerf", DType::F32) => contiguous::erf::FLOAT,
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("uabs", DType::F32) => contiguous::abs::FLOAT,
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("uceil", DType::F32) => contiguous::ceil::FLOAT,
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("ufloor", DType::F32) => contiguous::floor::FLOAT,
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("uround", DType::F32) => contiguous::round::FLOAT,
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("urecip", DType::F32) => contiguous::recip::FLOAT,
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("utanh", DType::F32) => contiguous::tanh::FLOAT,
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("ucos", DType::F16) => contiguous::cos::HALF,
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("usin", DType::F16) => contiguous::sin::HALF,
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@ -661,11 +687,15 @@ impl BackendStorage for MetalStorage {
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("ugelu", DType::F16) => contiguous::gelu::HALF,
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("ugelu_erf", DType::F16) => contiguous::gelu_erf::HALF,
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("uerf", DType::F16) => contiguous::erf::HALF,
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("uabs", DType::F16) => contiguous::abs::HALF,
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("uceil", DType::F16) => contiguous::ceil::HALF,
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("ufloor", DType::F16) => contiguous::floor::HALF,
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("uround", DType::F16) => contiguous::round::HALF,
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("urecip", DType::F16) => contiguous::recip::HALF,
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("utanh", DType::F16) => contiguous::tanh::HALF,
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(name, dtype) => crate::bail!("Match {name} - {dtype:?}"),
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(name, dtype) => {
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crate::bail!("Metal contiguous unary {name} {dtype:?} not implemented")
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}
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};
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candle_metal_kernels::call_unary_contiguous(
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&device.device,
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@ -690,6 +720,7 @@ impl BackendStorage for MetalStorage {
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("ugelu", DType::F32) => strided::gelu::FLOAT,
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("ugelu_erf", DType::F32) => strided::gelu_erf::FLOAT,
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("uerf", DType::F32) => strided::erf::FLOAT,
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("uabs", DType::F32) => strided::abs::FLOAT,
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("uceil", DType::F32) => strided::ceil::FLOAT,
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("ufloor", DType::F32) => strided::floor::FLOAT,
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("uround", DType::F32) => strided::round::FLOAT,
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@ -703,10 +734,13 @@ impl BackendStorage for MetalStorage {
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("ugelu", DType::F16) => strided::gelu::HALF,
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("ugelu_erf", DType::F16) => strided::gelu_erf::HALF,
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("uerf", DType::F16) => strided::erf::HALF,
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("uabs", DType::F16) => strided::abs::HALF,
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("uceil", DType::F16) => strided::ceil::HALF,
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("ufloor", DType::F16) => strided::floor::HALF,
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("uround", DType::F16) => strided::round::HALF,
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(name, dtype) => crate::bail!("Match {name} - {dtype:?}"),
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(name, dtype) => {
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crate::bail!("Metal strided unary {name} {dtype:?} not implemented")
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}
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};
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candle_metal_kernels::call_unary_strided(
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&device.device,
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@ -759,7 +793,10 @@ impl BackendStorage for MetalStorage {
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let name = match (self.dtype, t.dtype()) {
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(DType::U8, DType::F32) => "where_u8_f32",
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(DType::U8, DType::F16) => "where_u8_f16",
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(left, right) => crate::bail!("where {left:?} - {right:?} not implemented"),
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(DType::U8, DType::I64) => "where_u8_i64",
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(DType::U8, DType::U32) => "where_u8_u32",
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(DType::U8, DType::U8) => "where_u8_u8",
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(left, right) => crate::bail!("Metal where_cond {left:?} {right:?} not implemented"),
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};
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candle_metal_kernels::call_where_cond_strided(
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&device.device,
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@ -806,7 +843,7 @@ impl BackendStorage for MetalStorage {
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let command_buffer = self.device.command_buffer()?;
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let name = match self.dtype {
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DType::F32 => "im2col1d_f32",
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dtype => crate::bail!("conv1d metal {dtype:?} not implemented"),
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dtype => crate::bail!("Metal conv1d {dtype:?} not implemented"),
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};
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candle_metal_kernels::call_im2col1d_strided(
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&self.device.device,
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@ -859,7 +896,7 @@ impl BackendStorage for MetalStorage {
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_kernel_l: &Layout,
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_params: &ParamsConvTranspose1D,
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) -> Result<Self> {
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crate::bail!("conv_transpose1d metal")
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crate::bail!("Metal conv_transpose1d not implemented")
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}
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fn conv2d(
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@ -890,7 +927,7 @@ impl BackendStorage for MetalStorage {
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let command_buffer = self.device.command_buffer()?;
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let name = match self.dtype {
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DType::F32 => "im2col_f32",
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dtype => crate::bail!("conv1d metal {dtype:?} not implemented"),
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dtype => crate::bail!("Metal conv2d {dtype:?} not implemented"),
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};
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candle_metal_kernels::call_im2col_strided(
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&self.device.device,
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@ -946,19 +983,19 @@ impl BackendStorage for MetalStorage {
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_kernel_l: &Layout,
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_params: &ParamsConvTranspose2D,
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) -> Result<Self> {
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crate::bail!("conv_tranpose2d metal")
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crate::bail!("Metal conv_tranpose2d not implemented")
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}
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||||
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||||
fn avg_pool2d(&self, _: &Layout, _: (usize, usize), _: (usize, usize)) -> Result<Self> {
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crate::bail!("avg_pool2d metal")
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crate::bail!("Metal avg_pool2d not implemented")
|
||||
}
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||||
|
||||
fn max_pool2d(&self, _: &Layout, _: (usize, usize), _: (usize, usize)) -> Result<Self> {
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||||
crate::bail!("max_pool2d metal")
|
||||
crate::bail!("Metal max_pool2d not implemented")
|
||||
}
|
||||
|
||||
fn upsample_nearest1d(&self, _: &Layout, _: usize) -> Result<Self> {
|
||||
crate::bail!("upsample_nearest1d metal")
|
||||
crate::bail!("Metal upsample_nearest1d not implemented")
|
||||
}
|
||||
|
||||
fn upsample_nearest2d(&self, inp_l: &Layout, out_w: usize, out_h: usize) -> Result<Self> {
|
||||
@ -971,7 +1008,7 @@ impl BackendStorage for MetalStorage {
|
||||
}
|
||||
let name = match self.dtype {
|
||||
DType::F32 => "upsample_nearest2d_f32",
|
||||
dtype => crate::bail!("Not implemented {dtype:?} for upsample_nearest2d, metal"),
|
||||
dtype => crate::bail!("Metal upsample_nearest2d {dtype:?} not implemented"),
|
||||
};
|
||||
|
||||
let dst_el = out_w * out_h * dims[0] * dims[1];
|
||||
@ -1009,7 +1046,7 @@ impl BackendStorage for MetalStorage {
|
||||
let name = match (ids.dtype, self.dtype) {
|
||||
(DType::U32, DType::F32) => "gather_u32_f32",
|
||||
(DType::U32, DType::F16) => "gather_u32_f16",
|
||||
(left, right) => crate::bail!("gather metal {left:?} {right:?} not implemented"),
|
||||
(left, right) => crate::bail!("Metal gather {left:?} {right:?} not implemented"),
|
||||
};
|
||||
let command_buffer = self.device.command_buffer()?;
|
||||
candle_metal_kernels::call_gather(
|
||||
@ -1082,7 +1119,7 @@ impl BackendStorage for MetalStorage {
|
||||
&& ids_l.is_contiguous()
|
||||
&& ids_l.start_offset() == 0)
|
||||
{
|
||||
crate::bail!("Non contiguous index select not implemented");
|
||||
crate::bail!("Metal strided index_select not implemented");
|
||||
}
|
||||
let left_size: usize = src_l.dims()[..dim].iter().product();
|
||||
let right_size: usize = src_l.dims()[dim + 1..].iter().product();
|
||||
@ -1094,7 +1131,9 @@ impl BackendStorage for MetalStorage {
|
||||
let name = match (ids.dtype, self.dtype) {
|
||||
(DType::U32, DType::F32) => "is_u32_f32",
|
||||
(DType::U32, DType::F16) => "is_u32_f16",
|
||||
(left, right) => crate::bail!("index select metal {left:?} {right:?}"),
|
||||
(left, right) => {
|
||||
crate::bail!("Metal contiguous index_select {left:?} {right:?} not implemented")
|
||||
}
|
||||
};
|
||||
let command_buffer = self.device.command_buffer()?;
|
||||
candle_metal_kernels::call_index_select(
|
||||
@ -1135,7 +1174,7 @@ impl BackendStorage for MetalStorage {
|
||||
let name = match (ids.dtype, self.dtype) {
|
||||
(DType::U32, DType::F32) => "ia_u32_f32",
|
||||
_ => Err(MetalError::UnexpectedDType {
|
||||
msg: "index-add ids should be u8/u32/i64",
|
||||
msg: "index-add ids should be u32",
|
||||
expected: DType::U32,
|
||||
got: ids.dtype(),
|
||||
})?,
|
||||
@ -1216,9 +1255,10 @@ impl BackendStorage for MetalStorage {
|
||||
DType::F32 => candle_metal_kernels::unary::strided::copy::FLOAT,
|
||||
DType::F16 => candle_metal_kernels::unary::strided::copy::HALF,
|
||||
DType::BF16 => candle_metal_kernels::unary::strided::copy::BFLOAT,
|
||||
DType::I64 => candle_metal_kernels::unary::strided::copy::I64,
|
||||
DType::U32 => candle_metal_kernels::unary::strided::copy::U32,
|
||||
DType::U8 => candle_metal_kernels::unary::strided::copy::U8,
|
||||
dtype => crate::bail!("copy_strided not implemented for {dtype:?}"),
|
||||
dtype => crate::bail!("Metal copy_strided {dtype:?} not implemented"),
|
||||
};
|
||||
candle_metal_kernels::call_unary_strided(
|
||||
&self.device.device,
|
||||
@ -1290,7 +1330,39 @@ impl MetalStorage {
|
||||
("lt", DType::F16) => (contiguous::lt::HALF, DType::U8),
|
||||
("ge", DType::F16) => (contiguous::ge::HALF, DType::U8),
|
||||
("gt", DType::F16) => (contiguous::gt::HALF, DType::U8),
|
||||
(name, dtype) => crate::bail!("Binary {name} - {dtype:?} not implemented"),
|
||||
("add", DType::I64) => (contiguous::add::I64, self.dtype),
|
||||
("sub", DType::I64) => (contiguous::sub::I64, self.dtype),
|
||||
("mul", DType::I64) => (contiguous::mul::I64, self.dtype),
|
||||
("div", DType::I64) => (contiguous::div::I64, self.dtype),
|
||||
("eq", DType::I64) => (contiguous::eq::I64, DType::U8),
|
||||
("ne", DType::I64) => (contiguous::ne::I64, DType::U8),
|
||||
("le", DType::I64) => (contiguous::le::I64, DType::U8),
|
||||
("lt", DType::I64) => (contiguous::lt::I64, DType::U8),
|
||||
("ge", DType::I64) => (contiguous::ge::I64, DType::U8),
|
||||
("gt", DType::I64) => (contiguous::gt::I64, DType::U8),
|
||||
("add", DType::U32) => (contiguous::add::U32, self.dtype),
|
||||
("sub", DType::U32) => (contiguous::sub::U32, self.dtype),
|
||||
("mul", DType::U32) => (contiguous::mul::U32, self.dtype),
|
||||
("div", DType::U32) => (contiguous::div::U32, self.dtype),
|
||||
("eq", DType::U32) => (contiguous::eq::U32, DType::U8),
|
||||
("ne", DType::U32) => (contiguous::ne::U32, DType::U8),
|
||||
("le", DType::U32) => (contiguous::le::U32, DType::U8),
|
||||
("lt", DType::U32) => (contiguous::lt::U32, DType::U8),
|
||||
("ge", DType::U32) => (contiguous::ge::U32, DType::U8),
|
||||
("gt", DType::U32) => (contiguous::gt::U32, DType::U8),
|
||||
("add", DType::U8) => (contiguous::add::U8, self.dtype),
|
||||
("sub", DType::U8) => (contiguous::sub::U8, self.dtype),
|
||||
("mul", DType::U8) => (contiguous::mul::U8, self.dtype),
|
||||
("div", DType::U8) => (contiguous::div::U8, self.dtype),
|
||||
("eq", DType::U8) => (contiguous::eq::U8, DType::U8),
|
||||
("ne", DType::U8) => (contiguous::ne::U8, DType::U8),
|
||||
("le", DType::U8) => (contiguous::le::U8, DType::U8),
|
||||
("lt", DType::U8) => (contiguous::lt::U8, DType::U8),
|
||||
("ge", DType::U8) => (contiguous::ge::U8, DType::U8),
|
||||
("gt", DType::U8) => (contiguous::gt::U8, DType::U8),
|
||||
(name, dtype) => {
|
||||
crate::bail!("Metal contiguous binary {name} {dtype:?} not implemented")
|
||||
}
|
||||
};
|
||||
let buffer = device.new_buffer(el_count, dtype, op)?;
|
||||
candle_metal_kernels::call_binary_contiguous(
|
||||
@ -1333,7 +1405,45 @@ impl MetalStorage {
|
||||
("lt", DType::F16) => (strided::lt::HALF, DType::U8),
|
||||
("ge", DType::F16) => (strided::ge::HALF, DType::U8),
|
||||
("gt", DType::F16) => (strided::gt::HALF, DType::U8),
|
||||
(name, dtype) => crate::bail!("Binary strided {name} - {dtype:?} not implemented"),
|
||||
("badd", DType::I64) => (strided::add::I64, self.dtype),
|
||||
("bsub", DType::I64) => (strided::sub::I64, self.dtype),
|
||||
("bmul", DType::I64) => (strided::mul::I64, self.dtype),
|
||||
("bdiv", DType::I64) => (strided::div::I64, self.dtype),
|
||||
("bminimum", DType::I64) => (strided::min::I64, self.dtype),
|
||||
("bmaximum", DType::I64) => (strided::max::I64, self.dtype),
|
||||
("eq", DType::I64) => (strided::eq::I64, DType::U8),
|
||||
("ne", DType::I64) => (strided::ne::I64, DType::U8),
|
||||
("le", DType::I64) => (strided::le::I64, DType::U8),
|
||||
("lt", DType::I64) => (strided::lt::I64, DType::U8),
|
||||
("ge", DType::I64) => (strided::ge::I64, DType::U8),
|
||||
("gt", DType::I64) => (strided::gt::I64, DType::U8),
|
||||
("badd", DType::U32) => (strided::add::U32, self.dtype),
|
||||
("bsub", DType::U32) => (strided::sub::U32, self.dtype),
|
||||
("bmul", DType::U32) => (strided::mul::U32, self.dtype),
|
||||
("bdiv", DType::U32) => (strided::div::U32, self.dtype),
|
||||
("bminimum", DType::U32) => (strided::min::U32, self.dtype),
|
||||
("bmaximum", DType::U32) => (strided::max::U32, self.dtype),
|
||||
("eq", DType::U32) => (strided::eq::U32, DType::U8),
|
||||
("ne", DType::U32) => (strided::ne::U32, DType::U8),
|
||||
("le", DType::U32) => (strided::le::U32, DType::U8),
|
||||
("lt", DType::U32) => (strided::lt::U32, DType::U8),
|
||||
("ge", DType::U32) => (strided::ge::U32, DType::U8),
|
||||
("gt", DType::U32) => (strided::gt::U32, DType::U8),
|
||||
("badd", DType::U8) => (strided::add::U8, self.dtype),
|
||||
("bsub", DType::U8) => (strided::sub::U8, self.dtype),
|
||||
("bmul", DType::U8) => (strided::mul::U8, self.dtype),
|
||||
("bdiv", DType::U8) => (strided::div::U8, self.dtype),
|
||||
("bminimum", DType::U8) => (strided::min::U8, self.dtype),
|
||||
("bmaximum", DType::U8) => (strided::max::U8, self.dtype),
|
||||
("eq", DType::U8) => (strided::eq::U8, DType::U8),
|
||||
("ne", DType::U8) => (strided::ne::U8, DType::U8),
|
||||
("le", DType::U8) => (strided::le::U8, DType::U8),
|
||||
("lt", DType::U8) => (strided::lt::U8, DType::U8),
|
||||
("ge", DType::U8) => (strided::ge::U8, DType::U8),
|
||||
("gt", DType::U8) => (strided::gt::U8, DType::U8),
|
||||
(name, dtype) => {
|
||||
crate::bail!("Metal strided binary {name} {dtype:?} not implemented")
|
||||
}
|
||||
};
|
||||
let buffer = device.new_buffer(el_count, dtype, op)?;
|
||||
candle_metal_kernels::call_binary_strided(
|
||||
@ -1389,12 +1499,6 @@ impl BackendDevice for MetalDevice {
|
||||
})
|
||||
}
|
||||
|
||||
fn set_seed(&self, seed: u64) -> Result<()> {
|
||||
let mut s = self.seed.try_lock().map_err(MetalError::from)?;
|
||||
*s = seed;
|
||||
Ok(())
|
||||
}
|
||||
|
||||
fn location(&self) -> crate::DeviceLocation {
|
||||
crate::DeviceLocation::Metal {
|
||||
gpu_id: self.registry_id() as usize,
|
||||
@ -1504,6 +1608,12 @@ impl BackendDevice for MetalDevice {
|
||||
|
||||
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(())
|
||||
}
|
||||
}
|
||||
|
||||
fn read_to_vec<T: Clone>(buffer: &Buffer, n: usize) -> Vec<T> {
|
||||
|
||||
Reference in New Issue
Block a user