mirror of
https://github.com/ml-explore/mlx.git
synced 2025-09-18 10:11:43 +08:00
catch stream errors earlier to avoid aborts (#1801)
This commit is contained in:
@@ -10,6 +10,15 @@
|
||||
|
||||
namespace mlx::core::linalg {
|
||||
|
||||
void check_cpu_stream(const StreamOrDevice& s, const std::string& prefix) {
|
||||
if (to_stream(s).device == Device::gpu) {
|
||||
throw std::invalid_argument(
|
||||
prefix +
|
||||
" This op is not yet supported on the GPU. "
|
||||
"Explicitly pass a CPU stream to run it.");
|
||||
}
|
||||
}
|
||||
|
||||
Dtype at_least_float(const Dtype& d) {
|
||||
return issubdtype(d, inexact) ? d : promote_types(d, float32);
|
||||
}
|
||||
@@ -174,6 +183,7 @@ array norm(
|
||||
}
|
||||
|
||||
std::pair<array, array> qr(const array& a, StreamOrDevice s /* = {} */) {
|
||||
check_cpu_stream(s, "[linalg::qr]");
|
||||
if (a.dtype() != float32) {
|
||||
std::ostringstream msg;
|
||||
msg << "[linalg::qr] Arrays must type float32. Received array "
|
||||
@@ -201,6 +211,7 @@ std::pair<array, array> qr(const array& a, StreamOrDevice s /* = {} */) {
|
||||
}
|
||||
|
||||
std::vector<array> svd(const array& a, StreamOrDevice s /* = {} */) {
|
||||
check_cpu_stream(s, "[linalg::svd]");
|
||||
if (a.dtype() != float32) {
|
||||
std::ostringstream msg;
|
||||
msg << "[linalg::svd] Input array must have type float32. Received array "
|
||||
@@ -239,6 +250,7 @@ std::vector<array> svd(const array& a, StreamOrDevice s /* = {} */) {
|
||||
}
|
||||
|
||||
array inv_impl(const array& a, bool tri, bool upper, StreamOrDevice s) {
|
||||
check_cpu_stream(s, "[linalg::inv]");
|
||||
if (a.dtype() != float32) {
|
||||
std::ostringstream msg;
|
||||
msg << "[linalg::inv] Arrays must type float32. Received array "
|
||||
@@ -279,6 +291,7 @@ array cholesky(
|
||||
const array& a,
|
||||
bool upper /* = false */,
|
||||
StreamOrDevice s /* = {} */) {
|
||||
check_cpu_stream(s, "[linalg::cholesky]");
|
||||
if (a.dtype() != float32) {
|
||||
std::ostringstream msg;
|
||||
msg << "[linalg::cholesky] Arrays must type float32. Received array "
|
||||
@@ -307,6 +320,7 @@ array cholesky(
|
||||
}
|
||||
|
||||
array pinv(const array& a, StreamOrDevice s /* = {} */) {
|
||||
check_cpu_stream(s, "[linalg::pinv]");
|
||||
if (a.dtype() != float32) {
|
||||
std::ostringstream msg;
|
||||
msg << "[linalg::pinv] Arrays must type float32. Received array "
|
||||
@@ -353,16 +367,17 @@ array cholesky_inv(
|
||||
const array& L,
|
||||
bool upper /* = false */,
|
||||
StreamOrDevice s /* = {} */) {
|
||||
check_cpu_stream(s, "[linalg::cholesky_inv]");
|
||||
if (L.dtype() != float32) {
|
||||
std::ostringstream msg;
|
||||
msg << "[linalg::cholesky] Arrays must type float32. Received array "
|
||||
msg << "[linalg::cholesky_inv] Arrays must type float32. Received array "
|
||||
<< "with type " << L.dtype() << ".";
|
||||
throw std::invalid_argument(msg.str());
|
||||
}
|
||||
|
||||
if (L.ndim() < 2) {
|
||||
std::ostringstream msg;
|
||||
msg << "[linalg::cholesky] Arrays must have >= 2 dimensions. Received array "
|
||||
msg << "[linalg::cholesky_inv] Arrays must have >= 2 dimensions. Received array "
|
||||
"with "
|
||||
<< L.ndim() << " dimensions.";
|
||||
throw std::invalid_argument(msg.str());
|
||||
@@ -370,7 +385,7 @@ array cholesky_inv(
|
||||
|
||||
if (L.shape(-1) != L.shape(-2)) {
|
||||
throw std::invalid_argument(
|
||||
"[linalg::cholesky] Cholesky inverse is only defined for square "
|
||||
"[linalg::cholesky_inv] Cholesky inverse is only defined for square "
|
||||
"matrices.");
|
||||
}
|
||||
|
||||
@@ -454,7 +469,11 @@ array cross(
|
||||
return concatenate(outputs, axis, s);
|
||||
}
|
||||
|
||||
void validate_eigh(const array& a, const std::string fname) {
|
||||
void validate_eigh(
|
||||
const array& a,
|
||||
const StreamOrDevice& stream,
|
||||
const std::string fname) {
|
||||
check_cpu_stream(stream, fname);
|
||||
if (a.dtype() != float32) {
|
||||
std::ostringstream msg;
|
||||
msg << fname << " Arrays must have type float32. Received array "
|
||||
@@ -478,7 +497,7 @@ array eigvalsh(
|
||||
const array& a,
|
||||
std::string UPLO /* = "L" */,
|
||||
StreamOrDevice s /* = {} */) {
|
||||
validate_eigh(a, "[linalg::eigvalsh]");
|
||||
validate_eigh(a, s, "[linalg::eigvalsh]");
|
||||
Shape out_shape(a.shape().begin(), a.shape().end() - 1);
|
||||
return array(
|
||||
std::move(out_shape),
|
||||
@@ -491,7 +510,7 @@ std::pair<array, array> eigh(
|
||||
const array& a,
|
||||
std::string UPLO /* = "L" */,
|
||||
StreamOrDevice s /* = {} */) {
|
||||
validate_eigh(a, "[linalg::eigh]");
|
||||
validate_eigh(a, s, "[linalg::eigh]");
|
||||
auto out = array::make_arrays(
|
||||
{Shape(a.shape().begin(), a.shape().end() - 1), a.shape()},
|
||||
{a.dtype(), a.dtype()},
|
||||
|
Reference in New Issue
Block a user