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Paddle/go/pserver/optimizer.go

52 lines
1.2 KiB

package pserver
/*
#include "optimizer.h"
*/
import "C"
import (
"fmt"
"unsafe"
)
type optimizerType int
const (
sgd optimizerType = iota
)
var nullPtr = unsafe.Pointer(uintptr(0))
type optimizer struct {
opt *C.struct_paddle_optimizer
}
func newOptimizer(t optimizerType, learning_rate float64) *optimizer {
o := &optimizer{}
o.opt = C.paddle_create_SGD_optimizer(C.double(learning_rate))
return o
}
func (o *optimizer) UpdateParameter(p Parameter, g Gradient) error {
if len(p.Content) != len(g.Content) {
return fmt.Errorf("Name: %s, parameter and gradient length not match, parameter: %d, gradient: %d", p.Name, len(p.Content), len(g.Content))
}
if p.ElementType != g.ElementType {
return fmt.Errorf("Name: %s, parameter and gradient element type not match, parameter: %v, gradient: %v", p.Name, p.ElementType, g.ElementType)
}
r := C.paddle_update_parameter(o.opt, unsafe.Pointer(&p.Content[0]), C.paddle_element_type(p.ElementType), unsafe.Pointer(&g.Content[0]), C.int(len(g.Content)))
if r != 0 {
return fmt.Errorf("optimizer update returned error code: %d", r)
}
return nil
}
func (o *optimizer) Cleanup() {
if unsafe.Pointer(o.opt) != nullPtr {
C.paddle_release_optimizer(o.opt)
o.opt = (*C.struct_paddle_optimizer)(nullPtr)
}
}