mlx/mlx/transforms_impl.h
hdeng-apple 86984cad68
Remove static initializers (#2059)
* Remove static initializers in device.cpp, load.cpp, pocketfft.h

* Remove static initializer InTracing::trace_stack

* Remove static initializer of CompilerCache cache

* Revert changes in pocketfft.h

* Remove duplicate private section of thread_pool()
2025-04-24 06:14:49 -07:00

87 lines
2.2 KiB
C++

// Copyright © 2023-2024 Apple Inc.
#pragma once
namespace mlx::core::detail {
std::pair<std::vector<array>, std::vector<array>> vmap_trace(
const std::function<std::vector<array>(const std::vector<array>&)>& fun,
const std::vector<array>& inputs,
const std::vector<int>& in_axes);
std::vector<array> vmap_replace(
const std::vector<array>& inputs,
const std::vector<array>& s_inputs,
const std::vector<array>& s_outputs,
const std::vector<int>& in_axes,
const std::vector<int>& out_axes);
// Create an InTracing object during tracing operations to signify to the rest
// of the codebase that we are during tracing so evals should not throw away
// the graph.
struct InTracing {
explicit InTracing(bool dynamic = false, bool grad = false) {
grad_counter += grad;
trace_stack().push_back({dynamic, grad});
}
~InTracing() {
grad_counter -= trace_stack().back().second;
trace_stack().pop_back();
}
static bool in_tracing() {
return !trace_stack().empty();
}
static bool in_dynamic_tracing() {
// compile is always and only the outer-most transform
return in_tracing() && trace_stack().front().first;
}
static bool in_grad_tracing() {
return grad_counter > 0;
}
private:
static int grad_counter;
static std::vector<std::pair<char, char>>& trace_stack();
};
struct RetainGraph {
RetainGraph() {
tracing_counter++;
}
~RetainGraph() {
tracing_counter--;
}
static bool retain_graph() {
return tracing_counter > 0;
}
private:
static int tracing_counter;
};
/** Return true if we are currently performing a function transformation in
* order to keep the graph when evaluating tracer arrays. */
inline bool in_tracing() {
return detail::InTracing::in_tracing();
}
/** Return true if we are in a dynamic (shapeless) trace used for compiling or
* exporting graphs with dynamic shapes. */
inline bool in_dynamic_tracing() {
return detail::InTracing::in_dynamic_tracing();
}
/** Return true if we are in a gradient trace (vjp, jvp, etc). */
inline bool in_grad_tracing() {
return detail::InTracing::in_grad_tracing();
}
inline bool retain_graph() {
return detail::RetainGraph::retain_graph();
}
} // namespace mlx::core::detail