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#include <ATen/Context.h>
#include <torch/csrc/jit/mobile/module.h>
#include <torch/csrc/jit/mobile/quantization.h>
namespace torch {
namespace jit {
namespace mobile {
namespace quantization {
void PTQQuanizationHelper::quantize_dynamic(
torch::jit::mobile::Module& m,
const std::string& method_name) {
at::globalContext().setReleaseWeightsWhenPrepacking(false);
std::string reset_observers_method_name = "reset_observers_" + method_name;
std::string observe_method_name = "observe_" + method_name;
std::string quantize_method_name = "quantize_" + method_name;
std::string quantized_method_name = "quantized_" + method_name;
TORCH_CHECK(
m.find_method(reset_observers_method_name).has_value(),
"PTQ ready module must have",
reset_observers_method_name,
" method.");
TORCH_CHECK(
m.find_method(observe_method_name),
"PTQ ready module must have",
reset_observers_method_name,
" method.");
TORCH_CHECK(
m.find_method(quantize_method_name),
"PTQ ready module must have",
quantize_method_name,
" method.");
TORCH_CHECK(
m.find_method(quantized_method_name),
"PTQ ready module must have",
quantized_method_name,
" method.");
TORCH_CHECK(
m.find_method("get_all_bundled_inputs"),
"PTQ ready module must have get_all_bundled_inputs method.");
auto inputs = m.run_method("get_all_bundled_inputs")
.toList()
.get(0)
.toTupleRef()
.elements()
.vec();
m.get_method(reset_observers_method_name)({});
m.get_method(observe_method_name)(inputs);
m.get_method(quantize_method_name)(inputs);
m.compareMethodSchemas(method_name, quantized_method_name);
m.unsafeRemoveMethod(method_name);
const Function& to_be_copied =
m.find_method(quantized_method_name).value().function();
m.unsafeCopyMethod(method_name, to_be_copied);
m.unsafeRemoveMethod(quantized_method_name);
m.unsafeRemoveMethod(quantize_method_name);
m.unsafeRemoveMethod(observe_method_name);
m.unsafeRemoveMethod(reset_observers_method_name);
}
} // namespace quantization
} // namespace mobile
} // namespace jit
} // namespace torch
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