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-rw-r--r--candle-core/src/metal_backend.rs35
-rw-r--r--candle-metal-kernels/src/binary.metal21
-rw-r--r--candle-metal-kernels/src/cast.metal6
-rw-r--r--candle-metal-kernels/src/lib.rs4
-rw-r--r--candle-metal-kernels/src/reduce.metal9
-rw-r--r--candle-metal-kernels/src/ternary.metal5
-rw-r--r--candle-metal-kernels/src/unary.metal4
7 files changed, 83 insertions, 1 deletions
diff --git a/candle-core/src/metal_backend.rs b/candle-core/src/metal_backend.rs
index 9abbda6e..76577992 100644
--- a/candle-core/src/metal_backend.rs
+++ b/candle-core/src/metal_backend.rs
@@ -532,6 +532,11 @@ impl BackendStorage for MetalStorage {
(ReduceOp::Max, DType::BF16) => ("fast_max_bf16_strided", true, false),
(ReduceOp::ArgMin, DType::BF16) => ("fast_argmin_bf16_strided", true, true),
(ReduceOp::ArgMax, DType::BF16) => ("fast_argmax_bf16_strided", true, true),
+ (ReduceOp::Sum, DType::I64) => ("fast_sum_i64_strided", false, false),
+ (ReduceOp::Min, DType::I64) => ("fast_min_i64_strided", true, false),
+ (ReduceOp::Max, DType::I64) => ("fast_max_i64_strided", true, false),
+ (ReduceOp::ArgMin, DType::I64) => ("fast_argmin_i64_strided", true, true),
+ (ReduceOp::ArgMax, DType::I64) => ("fast_argmax_i64_strided", true, true),
(k, dtype) => crate::bail!("Metal reduce op {k:?} {dtype:?} not implemented"),
};
if check_empty && layout.shape().elem_count() == 0 {
@@ -579,10 +584,13 @@ impl BackendStorage for MetalStorage {
let kernel_name = match (self.dtype, dtype) {
(DType::U32, DType::F32) => "cast_u32_f32",
(DType::U32, DType::U8) => "cast_u32_u8",
+ (DType::U32, DType::I64) => "cast_u32_i64",
(DType::U8, DType::U32) => "cast_u8_u32",
(DType::U8, DType::F32) => "cast_u8_f32",
+ (DType::U8, DType::I64) => "cast_u8_i64",
(DType::F32, DType::F16) => "cast_f32_f16",
(DType::F16, DType::F32) => "cast_f16_f32",
+ (DType::I64, DType::F32) => "cast_i64_f32",
(left, right) => {
crate::bail!("Metal contiguous to_dtype {left:?} {right:?} not implemented")
}
@@ -602,10 +610,13 @@ impl BackendStorage for MetalStorage {
let kernel_name = match (self.dtype, dtype) {
(DType::U32, DType::F32) => "cast_u32_f32_strided",
(DType::U32, DType::U8) => "cast_u32_u8_strided",
+ (DType::U32, DType::I64) => "cast_u32_i64_strided",
(DType::U8, DType::U32) => "cast_u8_u32_strided",
(DType::U8, DType::F32) => "cast_u8_f32_strided",
+ (DType::U8, DType::I64) => "cast_u8_i64_strided",
(DType::F32, DType::F16) => "cast_f32_f16_strided",
(DType::F16, DType::F32) => "cast_f16_f32_strided",
+ (DType::I64, DType::F32) => "cast_i64_f32_strided",
(left, right) => {
crate::bail!("Metal strided to_dtype {left:?} {right:?} not implemented")
}
@@ -767,6 +778,7 @@ impl BackendStorage for MetalStorage {
let name = match (self.dtype, t.dtype()) {
(DType::U8, DType::F32) => "where_u8_f32",
(DType::U8, DType::F16) => "where_u8_f16",
+ (DType::U8, DType::I64) => "where_u8_i64",
(left, right) => crate::bail!("Metal where_cond {left:?} {right:?} not implemented"),
};
candle_metal_kernels::call_where_cond_strided(
@@ -1226,6 +1238,7 @@ 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!("Metal copy_strided {dtype:?} not implemented"),
@@ -1300,6 +1313,16 @@ 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),
+ ("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),
(name, dtype) => {
crate::bail!("Metal contiguous binary {name} {dtype:?} not implemented")
}
@@ -1345,6 +1368,18 @@ 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),
+ ("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),
(name, dtype) => {
crate::bail!("Metal strided binary {name} {dtype:?} not implemented")
}
diff --git a/candle-metal-kernels/src/binary.metal b/candle-metal-kernels/src/binary.metal
index 8c3b4a8c..30c90ff1 100644
--- a/candle-metal-kernels/src/binary.metal
+++ b/candle-metal-kernels/src/binary.metal
@@ -58,6 +58,9 @@ kernel void FN_NAME_STRIDED( \
BINARY(FN, float, float, NAME##_f32, NAME##_f32_strided); \
BINARY(FN, half, half, NAME##_f16, NAME##_f16_strided);
+#define INT64_BINARY_OP(NAME, FN) \
+BINARY(FN, int64_t, int64_t, NAME##_i64, NAME##_i64_strided);
+
#define BFLOAT_BINARY_OP(FN, NAME) \
BINARY(FN, bfloat, bfloat, NAME##_bf16, NAME##_bf16_strided);
@@ -65,6 +68,8 @@ BINARY(FN, bfloat, bfloat, NAME##_bf16, NAME##_bf16_strided);
BINARY(FN, float, uint8_t, NAME##_f32, NAME##_f32_strided); \
BINARY(FN, half, uint8_t, NAME##_f16, NAME##_f16_strided);
+#define INT64_BINARY_OP_OUT(NAME, FN) \
+BINARY(FN, int64_t, int8_t, NAME##_i64, NAME##_i64_strided);
BINARY_OP(x + y, add)
BINARY_OP(x - y, sub)
@@ -80,6 +85,22 @@ BINARY_OP_OUT(lt, x < y)
BINARY_OP_OUT(ge, x >= y)
BINARY_OP_OUT(gt, x > y)
+#if __METAL_VERSION__ >= 220
+INT64_BINARY_OP(add, x + y)
+INT64_BINARY_OP(sub, x - y)
+INT64_BINARY_OP(mul, x * y)
+INT64_BINARY_OP(div, x / y)
+INT64_BINARY_OP(min, MIN(x, y))
+INT64_BINARY_OP(max, MAX(x, y))
+
+INT64_BINARY_OP_OUT(eq, x == y)
+INT64_BINARY_OP_OUT(ne, x != y)
+INT64_BINARY_OP_OUT(le, x <= y)
+INT64_BINARY_OP_OUT(lt, x < y)
+INT64_BINARY_OP_OUT(ge, x >= y)
+INT64_BINARY_OP_OUT(gt, x > y)
+#endif
+
#if __METAL_VERSION__ >= 310
BFLOAT_BINARY_OP(x + y, add)
BFLOAT_BINARY_OP(x - y, sub)
diff --git a/candle-metal-kernels/src/cast.metal b/candle-metal-kernels/src/cast.metal
index 8481389d..3baefcc2 100644
--- a/candle-metal-kernels/src/cast.metal
+++ b/candle-metal-kernels/src/cast.metal
@@ -52,5 +52,11 @@ CAST(cast_u8_f32, cast_u8_f32_strided, uint8_t, float)
CAST(cast_f16_f32, cast_f16_f32_strided, half, float)
CAST(cast_f32_f16, cast_f32_f16_strided, float, half)
+#if __METAL_VERSION__ >= 220
+CAST(cast_u8_i64, cast_u8_i64_strided, uint8_t, int64_t)
+CAST(cast_u32_i64, cast_u32_i64_strided, uint32_t, int64_t)
+CAST(cast_i64_f32, cast_i64_f32_strided, int64_t, float)
+#endif
+
#if __METAL_VERSION__ >= 310
#endif
diff --git a/candle-metal-kernels/src/lib.rs b/candle-metal-kernels/src/lib.rs
index 94479882..7b0084d9 100644
--- a/candle-metal-kernels/src/lib.rs
+++ b/candle-metal-kernels/src/lib.rs
@@ -130,6 +130,7 @@ macro_rules! ops{
pub const FLOAT: Kernel = Kernel(concat!(stringify!($name), "_f32"));
pub const HALF: Kernel = Kernel(concat!(stringify!($name), "_f16"));
pub const BFLOAT: Kernel = Kernel(concat!(stringify!($name), "_bf16"));
+ pub const I64: Kernel = Kernel(concat!(stringify!($name), "_i64"));
}
)+
pub mod copy {
@@ -137,6 +138,7 @@ macro_rules! ops{
pub const FLOAT: Kernel = Kernel("copy_f32");
pub const HALF: Kernel = Kernel("copy_f16");
pub const BFLOAT: Kernel = Kernel("copy_bf16");
+ pub const I64: Kernel = Kernel("copy_i64");
pub const U32: Kernel = Kernel("copy_u32");
pub const U8: Kernel = Kernel("copy_u8");
}
@@ -150,6 +152,7 @@ macro_rules! ops{
pub const FLOAT: Kernel = Kernel(concat!(stringify!($name), "_f32_strided"));
pub const HALF: Kernel = Kernel(concat!(stringify!($name), "_f16_strided"));
pub const BFLOAT: Kernel = Kernel(concat!(stringify!($name), "_bf16_strided"));
+ pub const I64: Kernel = Kernel(concat!(stringify!($name), "_i64_strided"));
}
)+
pub mod copy {
@@ -157,6 +160,7 @@ macro_rules! ops{
pub const FLOAT: Kernel = Kernel("copy_f32_strided");
pub const HALF: Kernel = Kernel("copy_f16_strided");
pub const BFLOAT: Kernel = Kernel("copy_bf16_strided");
+ pub const I64: Kernel = Kernel("copy_i64_strided");
pub const U32: Kernel = Kernel("copy_u32_strided");
pub const U8: Kernel = Kernel("copy_u8_strided");
}
diff --git a/candle-metal-kernels/src/reduce.metal b/candle-metal-kernels/src/reduce.metal
index 2d584917..38252967 100644
--- a/candle-metal-kernels/src/reduce.metal
+++ b/candle-metal-kernels/src/reduce.metal
@@ -281,6 +281,15 @@ ARGMAX(fast_argmax_u32_strided, uint, 0)
SOFTMAX(softmax_f32, float)
SOFTMAX(softmax_f16, half)
+
+#if __METAL_VERSION__ >= 220
+REDUCE(x + y, fast_sum_i64_strided, int64_t, 0)
+REDUCE(MIN(x, y), fast_min_i64_strided, int64_t, INT_MAX)
+REDUCE(MAX(x, y), fast_max_i64_strided, int64_t, INT_MIN)
+ARGMIN(fast_argmin_i64_strided, int64_t, INT_MAX)
+ARGMAX(fast_argmax_i64_strided, int64_t, INT_MIN)
+#endif
+
#if __METAL_VERSION__ >= 310
REDUCE(x + y, fast_sum_bf16, bfloat, 0)
REDUCE(x * y, fast_mul_bf16, bfloat, 1)
diff --git a/candle-metal-kernels/src/ternary.metal b/candle-metal-kernels/src/ternary.metal
index 1f9cb38a..dfa0dd12 100644
--- a/candle-metal-kernels/src/ternary.metal
+++ b/candle-metal-kernels/src/ternary.metal
@@ -57,4 +57,7 @@ WHERE_OP(float, uint8_t, where_u8_f32)
// WHERE_OP(double, uint8_t, where_u8_f64)
// WHERE_OP(uint8_t, uint8_t, where_u8_u8)
// WHERE_OP(uint32_t, uint8_t, where_u8_u32)
-// WHERE_OP(int64_t, uint8_t, where_u8_i64)
+
+#if __METAL_VERSION__ >= 220
+WHERE_OP(int64_t, uint8_t, where_u8_i64)
+#endif
diff --git a/candle-metal-kernels/src/unary.metal b/candle-metal-kernels/src/unary.metal
index 826b9045..15d1e400 100644
--- a/candle-metal-kernels/src/unary.metal
+++ b/candle-metal-kernels/src/unary.metal
@@ -115,6 +115,10 @@ UNARY(id, half, copy_f16, copy_f16_strided)
UNARY(id, uint8_t, copy_u8, copy_u8_strided)
UNARY(id, uint32_t, copy_u32, copy_u32_strided)
+#if __METAL_VERSION__ >= 220
+UNARY(id, int64_t, copy_i64, copy_i64_strided)
+#endif
+
#if __METAL_VERSION__ >= 310
BFLOAT_UNARY_OP(cos)
BFLOAT_UNARY_OP(sin)