// File: /workspace/github_cpp_makefile_star2_O1/qmmlib[P]QmmLibrary/predict.c
// Function: do_predict(_IO_FILE*, _IO_FILE*)
void do_predict(FILE *input, FILE *output)
{
	int correct = 0;
	int total = 0;
	double error = 0;
	double sump = 0, sumt = 0, sumpp = 0, sumtt = 0, sumpt = 0;

	int nr_class=get_nr_class(model_);
	double *prob_estimates=NULL;
	int j, n;
	int nr_feature=get_nr_feature(model_);
	if(model_->bias>=0)
		n=nr_feature+1;
	else
		n=nr_feature;

	if(flag_predict_probability)
	{
		int *labels;

		if(!check_probability_model(model_))
		{
			fprintf(stderr, "probability output is only supported for logistic regression\n");
			exit(1);
		}

		labels=(int *) malloc(nr_class*sizeof(int));
		get_labels(model_,labels);
		prob_estimates = (double *) malloc(nr_class*sizeof(double));
		fprintf(output,"labels");		
		for(j=0;j<nr_class;j++)
			fprintf(output," %d",labels[j]);
		fprintf(output,"\n");
		free(labels);
	}

	max_line_len = 1024;
	line = (char *)malloc(max_line_len*sizeof(char));
	while(readline(input) != NULL)
	{
		int i = 0;
		double target_label, predict_label;
		char *idx, *val, *label, *endptr;
		int inst_max_index = 0; // strtol gives 0 if wrong format

		label = strtok(line," \t\n");
		if(label == NULL) // empty line
			exit_input_error(total+1);

		target_label = strtod(label,&endptr);
		if(endptr == label || *endptr != '\0')
			exit_input_error(total+1);

		while(1)
		{
			if(i>=max_nr_attr-2)	// need one more for index = -1
			{
				max_nr_attr *= 2;
				x = (struct feature_node *) realloc(x,max_nr_attr*sizeof(struct feature_node));
			}

			idx = strtok(NULL,":");
			val = strtok(NULL," \t");

			if(val == NULL)
				break;
			errno = 0;
			x[i].index = (int) strtol(idx,&endptr,10);
			if(endptr == idx || errno != 0 || *endptr != '\0' || x[i].index <= inst_max_index)
				exit_input_error(total+1);
			else
				inst_max_index = x[i].index;

			errno = 0;
			x[i].value = strtod(val,&endptr);
			if(endptr == val || errno != 0 || (*endptr != '\0' && !isspace(*endptr)))
				exit_input_error(total+1);

			// feature indices larger than those in training are not used
			if(x[i].index <= nr_feature)
				++i;
		}

		if(model_->bias>=0)
		{
			x[i].index = n;
			x[i].value = model_->bias;
			i++;
		}
		x[i].index = -1;

		if(flag_predict_probability)
		{
			int j;
			predict_label = predict_probability(model_,x,prob_estimates);
			fprintf(output,"%g",predict_label);
			for(j=0;j<model_->nr_class;j++)
				fprintf(output," %g",prob_estimates[j]);
			fprintf(output,"\n");
		}
		else
		{
			predict_label = predict(model_,x);
			fprintf(output,"%g\n",predict_label);
		}

		if(predict_label == target_label)
			++correct;
		error += (predict_label-target_label)*(predict_label-target_label);
                sump += predict_label;
                sumt += target_label;
                sumpp += predict_label*predict_label;
                sumtt += target_label*target_label;
                sumpt += predict_label*target_label;
                ++total;
        }
        if(model_->param.solver_type==L2R_L2LOSS_SVR || 
           model_->param.solver_type==L2R_L1LOSS_SVR_DUAL || 
           model_->param.solver_type==L2R_L2LOSS_SVR_DUAL)
        {
                printf("Mean squared error = %g (regression)\n",error/total);
                printf("Squared correlation coefficient = %g (regression)\n",
                       ((total*sumpt-sump*sumt)*(total*sumpt-sump*sumt))/
                       ((total*sumpp-sump*sump)*(total*sumtt-sumt*sumt))
                       );
        }
	else
		printf("Accuracy = %g%% (%d/%d)\n",(double) correct/total*100,correct,total);
	if(flag_predict_probability)
		free(prob_estimates);
}

// Assembly:
pushq %rbp
pushq %r15
pushq %r14
pushq %r13
pushq %r12
pushq %rbx
subq $0x78, %rsp
movq %rsi, %r12
movq %rdi, 0x50(%rsp)
movq 0x1670a(%rip), %rdi     # 0x1a248
callq 0x12981
movl %eax, %ebx
movq 0x166fc(%rip), %rdi     # 0x1a248
callq 0x1297a
movq 0x166f0(%rip), %rdi     # 0x1a248
movsd 0xc8(%rdi), %xmm0
xorpd %xmm2, %xmm2
xorpd %xmm1, %xmm1
movsd %xmm1, 0x48(%rsp)
ucomisd %xmm2, %xmm0
movl %eax, 0x5c(%rsp)
sbbl $-0x1, %eax
movl %eax, 0x58(%rsp)
xorl %ebp, %ebp
cmpl $0x0, 0x166ca(%rip)     # 0x1a250
je 0x3c2b
callq 0x12122
testl %eax, %eax
je 0x41a5
movslq %ebx, %r15
leaq (,%r15,4), %rdi
callq 0x32b0
movq %rax, %r14
movq 0x16695(%rip), %rdi     # 0x1a248
movq %rax, %rsi
callq 0x12988
leaq (,%r15,8), %rdi
callq 0x32b0
movq %rax, %r13
leaq 0x124a3(%rip), %rdi     # 0x16075
movl $0x6, %esi
movl $0x1, %edx
movq %r12, %rcx
callq 0x3410
testl %r15d, %r15d
movl %ebx, %eax
movq %r12, %rbx
jle 0x3c11
movl %eax, %r15d
xorl %r12d, %r12d
movl (%r14,%r12,4), %edx
movq %rbx, %rdi
leaq 0x1247a(%rip), %rsi     # 0x1607c
xorl %eax, %eax
callq 0x32f0
incq %r12
cmpq %r12, %r15
jne 0x3bf4
movl $0xa, %edi
movq %rbx, %rsi
callq 0x3280
movq %r14, %rdi
callq 0x3250
movq %rbx, %r12
jmp 0x3c2e
xorl %r13d, %r13d
movl $0x400, 0x1661c(%rip)   # imm = 0x400
movl $0x400, %edi            # imm = 0x400
callq 0x32b0
movq %rax, 0x1660f(%rip)     # 0x1a258
movq %rax, %rdi
movl $0x400, %esi            # imm = 0x400
movq 0x50(%rsp), %rdx
callq 0x3340
xorpd %xmm0, %xmm0
movsd %xmm0, 0x40(%rsp)
movsd %xmm0, 0x38(%rsp)
movsd %xmm0, 0x30(%rsp)
movsd %xmm0, 0x28(%rsp)
movsd %xmm0, 0x18(%rsp)
movl $0x0, %ecx
movq %rcx, 0x20(%rsp)
testq %rax, %rax
je 0x4083
movq $0x0, 0x20(%rsp)
leaq 0x123e9(%rip), %r14     # 0x16089
xorl %ebp, %ebp
movsd %xmm0, 0x18(%rsp)
movsd %xmm0, 0x28(%rsp)
movsd %xmm0, 0x30(%rsp)
movsd %xmm0, 0x38(%rsp)
movsd %xmm0, 0x40(%rsp)
movsd %xmm0, 0x48(%rsp)
movq %r13, 0x68(%rsp)
movq %r12, 0x60(%rsp)
movq 0x16581(%rip), %rbx     # 0x1a258
movq %rbx, %rdi
movl $0xa, %esi
callq 0x3200
testq %rax, %rax
jne 0x3d34
movslq 0x16564(%rip), %r15     # 0x1a254
addq %r15, %r15
movl %r15d, 0x1655a(%rip)    # 0x1a254
movq %rbx, %rdi
movq %r15, %rsi
callq 0x3380
movq %rax, %rbx
movq %rax, 0x16549(%rip)     # 0x1a258
movq %rax, %rdi
callq 0x30b0
cltq
addq %rax, %rbx
subl %eax, %r15d
movq %rbx, %rdi
movl %r15d, %esi
movq 0x50(%rsp), %rdx
callq 0x3340
testq %rax, %rax
jne 0x3cd0
cmpq $0x0, 0x1651c(%rip)     # 0x1a258
je 0x4083
movq 0x1650f(%rip), %rdi     # 0x1a258
leaq 0x12330(%rip), %rsi     # 0x16080
callq 0x3330
testq %rax, %rax
je 0x419e
movq %rax, %rbx
movq %rbp, 0x8(%rsp)
movq %rax, %rdi
leaq 0x10(%rsp), %rsi
callq 0x3130
movq 0x10(%rsp), %rax
cmpq %rbx, %rax
je 0x4194
cmpb $0x0, (%rax)
jne 0x4194
movsd %xmm0, 0x70(%rsp)
xorl %r13d, %r13d
xorl %ebp, %ebp
movslq 0x16484(%rip), %rsi     # 0x1a220
leal -0x2(%rsi), %eax
cmpl %eax, %r13d
jl 0x3dc4
leal (%rsi,%rsi), %eax
movl %eax, 0x16473(%rip)     # 0x1a220
movq 0x1648c(%rip), %rdi     # 0x1a240
shlq $0x5, %rsi
callq 0x3380
movq %rax, 0x1647c(%rip)     # 0x1a240
xorl %edi, %edi
leaq 0x122b7(%rip), %rsi     # 0x16084
callq 0x3330
movq %rax, %rbx
xorl %edi, %edi
leaq 0x122a8(%rip), %rsi     # 0x16086
callq 0x3330
testq %rax, %rax
je 0x3ec9
movq %rax, %r12
callq 0x3040
movl %r13d, %r14d
movq %rax, %r13
movl $0x0, (%rax)
movq %rbx, %rdi
leaq 0x10(%rsp), %rsi
movl $0xa, %edx
callq 0x32e0
movq %rax, %r15
movq 0x16424(%rip), %rax     # 0x1a240
movl %r14d, (%rsp)
movl %r14d, %r14d
shlq $0x4, %r14
movl %r15d, (%rax,%r14)
movq 0x10(%rsp), %rax
cmpq %rbx, %rax
je 0x4180
cmpl $0x0, (%r13)
jne 0x4180
cmpb $0x0, (%rax)
jne 0x4180
cmpl %r15d, %ebp
jge 0x4180
movl $0x0, (%r13)
movq %r12, %rdi
leaq 0x10(%rsp), %rsi
callq 0x3130
movq 0x163ce(%rip), %rbx     # 0x1a240
movsd %xmm0, 0x8(%rbx,%r14)
movq 0x10(%rsp), %rax
cmpq %r12, %rax
je 0x418a
cmpl $0x0, (%r13)
jne 0x418a
movsbl (%rax), %edi
testl %edi, %edi
je 0x3ea6
callq 0x3060
testl %eax, %eax
je 0x418a
xorl %eax, %eax
movl 0x5c(%rsp), %ecx
cmpl %ecx, (%rbx,%r14)
setle %al
movl (%rsp), %r13d
addl %eax, %r13d
movl %r15d, %ebp
leaq 0x121c5(%rip), %r14     # 0x16089
jmp 0x3d95
movq 0x16378(%rip), %rdi     # 0x1a248
movsd 0xc8(%rdi), %xmm0
ucomisd 0x12130(%rip), %xmm0    # 0x16010
jb 0x3f00
movq 0x16357(%rip), %rax     # 0x1a240
movl %r13d, %ecx
shlq $0x4, %rcx
movl 0x58(%rsp), %edx
movl %edx, (%rax,%rcx)
movsd %xmm0, 0x8(%rax,%rcx)
incl %r13d
movq 0x60(%rsp), %r12
movq 0x16334(%rip), %rsi     # 0x1a240
movslq %r13d, %rax
shlq $0x4, %rax
movl $0xffffffff, (%rsi,%rax) # imm = 0xFFFFFFFF
cmpl $0x0, 0x1632f(%rip)     # 0x1a250
je 0x3f9b
movq 0x68(%rsp), %r13
movq %r13, %rdx
callq 0x1203b
movq %r12, %rdi
leaq 0x12150(%rip), %rsi     # 0x1608a
movsd %xmm0, (%rsp)
movb $0x1, %al
callq 0x32f0
movq 0x162fb(%rip), %rax     # 0x1a248
cmpl $0x0, 0xb0(%rax)
movq 0x8(%rsp), %rbp
jle 0x3f87
xorl %ebx, %ebx
movsd (%r13,%rbx,8), %xmm0
movq %r12, %rdi
movq %r14, %rsi
movb $0x1, %al
callq 0x32f0
incq %rbx
movq 0x162cd(%rip), %rax     # 0x1a248
movslq 0xb0(%rax), %rax
cmpq %rax, %rbx
jl 0x3f5d
movl $0xa, %edi
movq %r12, %rsi
callq 0x3280
movsd (%rsp), %xmm3
jmp 0x3fc5
callq 0x11e92
movsd %xmm0, (%rsp)
movq %r12, %rdi
leaq 0x120de(%rip), %rsi     # 0x1608d
movb $0x1, %al
callq 0x32f0
movsd (%rsp), %xmm3
movq 0x68(%rsp), %r13
movq 0x8(%rsp), %rbp
movapd %xmm3, %xmm0
movsd 0x70(%rsp), %xmm2
cmpeqsd %xmm2, %xmm0
movq %xmm0, %rax
movq 0x20(%rsp), %rcx
subl %eax, %ecx
movq %rcx, 0x20(%rsp)
movapd %xmm3, %xmm0
subsd %xmm2, %xmm0
mulsd %xmm0, %xmm0
movsd 0x18(%rsp), %xmm1
addsd %xmm0, %xmm1
movsd %xmm1, 0x18(%rsp)
movsd 0x28(%rsp), %xmm0
addsd %xmm3, %xmm0
movsd %xmm0, 0x28(%rsp)
movsd 0x30(%rsp), %xmm0
addsd %xmm2, %xmm0
movsd %xmm0, 0x30(%rsp)
movapd %xmm3, %xmm0
mulsd %xmm3, %xmm0
movsd 0x38(%rsp), %xmm1
addsd %xmm0, %xmm1
movsd %xmm1, 0x38(%rsp)
mulsd %xmm2, %xmm3
mulsd %xmm2, %xmm2
movsd 0x40(%rsp), %xmm0
addsd %xmm2, %xmm0
movsd %xmm0, 0x40(%rsp)
movsd 0x48(%rsp), %xmm0
addsd %xmm3, %xmm0
movsd %xmm0, 0x48(%rsp)
incl %ebp
movq 0x161ee(%rip), %rdi     # 0x1a258
movl 0x161e4(%rip), %esi     # 0x1a254
movq 0x50(%rsp), %rdx
callq 0x3340
testq %rax, %rax
jne 0x3cd0
movq 0x161be(%rip), %rax     # 0x1a248
movl (%rax), %eax
addl $-0xb, %eax
cmpl $0x2, %eax
ja 0x4123
xorps %xmm1, %xmm1
cvtsi2sd %ebp, %xmm1
movsd %xmm1, (%rsp)
movsd 0x18(%rsp), %xmm0
divsd %xmm1, %xmm0
leaq 0x11fdc(%rip), %rdi     # 0x16091
movb $0x1, %al
callq 0x3050
movsd 0x30(%rsp), %xmm3
movapd %xmm3, %xmm1
movsd 0x28(%rsp), %xmm4
mulsd %xmm4, %xmm1
movsd 0x48(%rsp), %xmm0
movsd (%rsp), %xmm5
mulsd %xmm5, %xmm0
subsd %xmm1, %xmm0
mulsd %xmm0, %xmm0
mulsd %xmm4, %xmm4
movsd 0x38(%rsp), %xmm2
mulsd %xmm5, %xmm2
subsd %xmm4, %xmm2
mulsd %xmm3, %xmm3
movsd 0x40(%rsp), %xmm1
mulsd %xmm5, %xmm1
subsd %xmm3, %xmm1
mulsd %xmm2, %xmm1
divsd %xmm1, %xmm0
leaq 0x11f9d(%rip), %rdi     # 0x160b7
movb $0x1, %al
callq 0x3050
jmp 0x4152
movq 0x20(%rsp), %rsi
xorps %xmm0, %xmm0
cvtsi2sd %esi, %xmm0
xorps %xmm1, %xmm1
cvtsi2sd %ebp, %xmm1
divsd %xmm1, %xmm0
mulsd 0x11ec6(%rip), %xmm0    # 0x16008
leaq 0x11fa1(%rip), %rdi     # 0x160ea
movl %ebp, %edx
movb $0x1, %al
callq 0x3050
cmpl $0x0, 0x160f7(%rip)     # 0x1a250
je 0x4171
movq %r13, %rdi
addq $0x78, %rsp
popq %rbx
popq %r12
popq %r13
popq %r14
popq %r15
popq %rbp
jmp 0x3250
addq $0x78, %rsp
popq %rbx
popq %r12
popq %r13
popq %r14
popq %r15
popq %rbp
retq
movq 0x8(%rsp), %rdi
callq 0x347a
movq 0x8(%rsp), %rdi
callq 0x3455
movq 0x8(%rsp), %rdi
callq 0x349f
movl %ebp, %edi
callq 0x34c4
callq 0x3430