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utils.h
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// Copyright © 2023-2024 Apple Inc.
#pragma once
#include <exception>
#include <variant>
#include "mlx/api.h"
#include "mlx/array.h"
#include "mlx/device.h"
#include "mlx/dtype.h"
#include "mlx/stream.h"
namespace mlx::core {
using StreamOrDevice = std::variant<std::monostate, Stream, Device>;
MLX_API Stream to_stream(StreamOrDevice s);
MLX_API Stream to_stream(StreamOrDevice s, Device default_);
struct StreamContext {
public:
StreamContext(StreamOrDevice s) : _stream(default_stream(default_device())) {
if (std::holds_alternative<std::monostate>(s)) {
throw std::runtime_error(
"[StreamContext] Invalid argument, please specify a stream or device.");
}
auto _s = to_stream(s);
set_default_device(_s.device);
set_default_stream(_s);
}
~StreamContext() {
set_default_device(_stream.device);
set_default_stream(_stream);
}
private:
Stream _stream;
};
struct PrintFormatter {
inline void print(std::ostream& os, bool val);
inline void print(std::ostream& os, int16_t val);
inline void print(std::ostream& os, uint16_t val);
inline void print(std::ostream& os, int32_t val);
inline void print(std::ostream& os, uint32_t val);
inline void print(std::ostream& os, int64_t val);
inline void print(std::ostream& os, uint64_t val);
inline void print(std::ostream& os, float16_t val);
inline void print(std::ostream& os, bfloat16_t val);
inline void print(std::ostream& os, float val);
inline void print(std::ostream& os, double val);
inline void print(std::ostream& os, complex64_t val);
bool capitalize_bool{false};
int precision{-1};
};
MLX_API void set_printoptions(int precision);
MLX_API PrintFormatter& get_global_formatter();
/** Print the exception and then abort. */
MLX_API void abort_with_exception(const std::exception& error);
/** Holds information about floating-point types. */
struct MLX_API finfo {
explicit finfo(Dtype dtype);
Dtype dtype;
double min;
double max;
double eps;
};
/** Holds information about integral types. */
struct MLX_API iinfo {
explicit iinfo(Dtype dtype);
Dtype dtype;
int64_t min;
uint64_t max;
};
/** The type from promoting the arrays' types with one another. */
inline Dtype result_type(const array& a, const array& b) {
return promote_types(a.dtype(), b.dtype());
}
inline Dtype result_type(const array& a, const array& b, const array& c) {
return promote_types(result_type(a, b), c.dtype());
}
MLX_API Dtype result_type(const std::vector<array>& arrays);
MLX_API Shape broadcast_shapes(const Shape& s1, const Shape& s2);
/**
* Returns the axis normalized to be in the range [0, ndim).
*/
MLX_API int
normalize_axis_index(int axis, int ndim, const std::string& msg_prefix = "");
MLX_API std::ostream& operator<<(std::ostream& os, const Device& d);
MLX_API std::ostream& operator<<(std::ostream& os, const Stream& s);
MLX_API std::ostream& operator<<(std::ostream& os, const Dtype& d);
MLX_API std::ostream& operator<<(std::ostream& os, const Dtype::Kind& k);
MLX_API std::ostream& operator<<(std::ostream& os, array a);
inline std::ostream& operator<<(std::ostream& os, const complex64_t& v) {
return os << v.real() << (v.imag() >= 0 ? "+" : "") << v.imag() << "j";
}
inline std::ostream& operator<<(std::ostream& os, const float16_t& v) {
return os << static_cast<float>(v);
}
inline std::ostream& operator<<(std::ostream& os, const bfloat16_t& v) {
return os << static_cast<float>(v);
}
template <typename Vec, typename = std::enable_if_t<is_vector_v<Vec>>>
inline std::ostream& operator<<(std::ostream& os, const Vec& v) {
os << "(";
for (auto it = v.begin(); it != v.end(); ++it) {
os << *it;
if (it != std::prev(v.end())) {
os << ",";
}
}
os << ")";
return os;
}
inline bool is_power_of_2(int n) {
return ((n & (n - 1)) == 0) && n != 0;
}
inline int next_power_of_2(int n) {
if (is_power_of_2(n)) {
return n;
}
return pow(2, std::ceil(std::log2(n)));
}
namespace env {
int get_var(const char* name, int default_value);
std::string get_var(const char* name, const char* default_value);
inline int bfs_max_width() {
static int bfs_max_width_ = get_var("MLX_BFS_MAX_WIDTH", 20);
return bfs_max_width_;
}
inline int max_ops_per_buffer(int default_value) {
static int max_ops_per_buffer_ =
get_var("MLX_MAX_OPS_PER_BUFFER", default_value);
return max_ops_per_buffer_;
}
inline int max_mb_per_buffer(int default_value) {
static int max_mb_per_buffer_ =
get_var("MLX_MAX_MB_PER_BUFFER", default_value);
return max_mb_per_buffer_;
}
inline bool metal_fast_synch() {
static bool metal_fast_synch = get_var("MLX_METAL_FAST_SYNCH", 0);
return metal_fast_synch;
}
inline bool enable_tf32() {
static bool enable_tf32_ = get_var("MLX_ENABLE_TF32", 1);
return enable_tf32_;
}
inline int nccl_timeout(int default_value) {
static int nccl_timeout = get_var("MLX_NCCL_TIMEOUT", default_value);
return nccl_timeout;
}
inline const std::string& metal_gpu_arch() {
static std::string gpu_arch_ = get_var("MLX_METAL_GPU_ARCH", "");
return gpu_arch_;
}
} // namespace env
} // namespace mlx::core