pytorch/c10/core/Device.cpp
yanbing-j 561f07fae7 Warn users of mkldnn device usage (#137553)
In https://github.com/pytorch/pytorch/issues/136831, user will use mkldnn device to generate tensor, while mkldnn device is no longer used as device type, and only mkldnn layout is used.

We plan to remove mkldnn device related code in the future release. This PR is to warn users not to use mkldnn device.

Pull Request resolved: https://github.com/pytorch/pytorch/pull/137553
Approved by: https://github.com/jgong5, https://github.com/ezyang
2024-10-12 13:42:12 +00:00

165 lines
4.7 KiB
C++

#include <c10/core/Device.h>
#include <c10/util/Exception.h>
#include <algorithm>
#include <array>
#include <cctype>
#include <exception>
#include <string>
#include <vector>
namespace c10 {
namespace {
DeviceType parse_type(const std::string& device_string) {
static const std::array<
std::pair<const char*, DeviceType>,
static_cast<size_t>(DeviceType::COMPILE_TIME_MAX_DEVICE_TYPES)>
types = {{
{"cpu", DeviceType::CPU},
{"cuda", DeviceType::CUDA},
{"ipu", DeviceType::IPU},
{"xpu", DeviceType::XPU},
{"mkldnn", DeviceType::MKLDNN},
{"opengl", DeviceType::OPENGL},
{"opencl", DeviceType::OPENCL},
{"ideep", DeviceType::IDEEP},
{"hip", DeviceType::HIP},
{"ve", DeviceType::VE},
{"fpga", DeviceType::FPGA},
{"maia", DeviceType::MAIA},
{"xla", DeviceType::XLA},
{"lazy", DeviceType::Lazy},
{"vulkan", DeviceType::Vulkan},
{"mps", DeviceType::MPS},
{"meta", DeviceType::Meta},
{"hpu", DeviceType::HPU},
{"mtia", DeviceType::MTIA},
{"privateuseone", DeviceType::PrivateUse1},
}};
if (device_string == "mkldnn") {
TORCH_WARN_ONCE(
"'mkldnn' is no longer used as device type. So torch.device('mkldnn') will be "
"deprecated and removed in the future. Please use other valid device types instead.");
}
auto device = std::find_if(
types.begin(),
types.end(),
[&device_string](const std::pair<const char*, DeviceType>& p) {
return p.first && p.first == device_string;
});
if (device != types.end()) {
return device->second;
}
if (device_string == get_privateuse1_backend()) {
return DeviceType::PrivateUse1;
}
std::vector<const char*> device_names;
for (const auto& it : types) {
if (it.first) {
device_names.push_back(it.first);
}
}
TORCH_CHECK(
false,
"Expected one of ",
c10::Join(", ", device_names),
" device type at start of device string: ",
device_string);
}
enum DeviceStringParsingState { START, INDEX_START, INDEX_REST, ERROR };
} // namespace
Device::Device(const std::string& device_string) : Device(Type::CPU) {
TORCH_CHECK(!device_string.empty(), "Device string must not be empty");
std::string device_name, device_index_str;
DeviceStringParsingState pstate = DeviceStringParsingState::START;
// The code below tries to match the string in the variable
// device_string against the regular expression:
// ([a-zA-Z_]+)(?::([1-9]\\d*|0))?
for (size_t i = 0;
pstate != DeviceStringParsingState::ERROR && i < device_string.size();
++i) {
const char ch = device_string.at(i);
switch (pstate) {
case DeviceStringParsingState::START:
if (ch != ':') {
if (isalpha(ch) || ch == '_') {
device_name.push_back(ch);
} else {
pstate = DeviceStringParsingState::ERROR;
}
} else {
pstate = DeviceStringParsingState::INDEX_START;
}
break;
case DeviceStringParsingState::INDEX_START:
if (isdigit(ch)) {
device_index_str.push_back(ch);
pstate = DeviceStringParsingState::INDEX_REST;
} else {
pstate = DeviceStringParsingState::ERROR;
}
break;
case DeviceStringParsingState::INDEX_REST:
if (device_index_str.at(0) == '0') {
pstate = DeviceStringParsingState::ERROR;
break;
}
if (isdigit(ch)) {
device_index_str.push_back(ch);
} else {
pstate = DeviceStringParsingState::ERROR;
}
break;
case DeviceStringParsingState::ERROR:
// Execution won't reach here.
break;
}
}
const bool has_error = device_name.empty() ||
pstate == DeviceStringParsingState::ERROR ||
(pstate == DeviceStringParsingState::INDEX_START &&
device_index_str.empty());
TORCH_CHECK(!has_error, "Invalid device string: '", device_string, "'");
try {
if (!device_index_str.empty()) {
index_ = static_cast<c10::DeviceIndex>(std::stoi(device_index_str));
}
} catch (const std::exception&) {
TORCH_CHECK(
false,
"Could not parse device index '",
device_index_str,
"' in device string '",
device_string,
"'");
}
type_ = parse_type(device_name);
validate();
}
std::string Device::str() const {
std::string str = DeviceTypeName(type(), /* lower case */ true);
if (has_index()) {
str.push_back(':');
str.append(std::to_string(index()));
}
return str;
}
std::ostream& operator<<(std::ostream& stream, const Device& device) {
stream << device.str();
return stream;
}
} // namespace c10