// File: /workspace/github_cpp_makefile_star2_O2/cjlin1[P]liblinear/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,"%.17g\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(check_regression_model(model_))
	{
		info("Mean squared error = %g (regression)\n",error/total);
		info("Squared correlation coefficient = %g (regression)\n",
			((total*sumpt-sump*sumt)*(total*sumpt-sump*sumt))/
			((total*sumpp-sump*sump)*(total*sumtt-sumt*sumt))
			);
	}
	else
		info("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 $0x98, %rsp
movq %rsi, %r14
movq %rdi, 0x48(%rsp)
movq 0xddae(%rip), %rdi      # 0x101a0
callq 0x9c68
movl %eax, %ebx
movq 0xdda0(%rip), %rdi      # 0x101a0
callq 0x9c64
movq 0xdd94(%rip), %rdi      # 0x101a0
movsd 0x68(%rdi), %xmm0
xorpd %xmm1, %xmm1
ucomisd %xmm1, %xmm0
movl %eax, 0x3c(%rsp)
sbbl $-0x1, %eax
movl %eax, 0x38(%rsp)
xorl %ebp, %ebp
cmpl $0x0, 0xdd7b(%rip)      # 0x101a8
movq %r14, 0x18(%rsp)
je 0x24d3
callq 0x955c
testl %eax, %eax
je 0x2982
movslq %ebx, %r15
leaq (,%r15,4), %rdi
callq 0x21a0
movq %rax, %rbx
movq 0xdd41(%rip), %rdi      # 0x101a0
movq %rax, %rsi
callq 0x9c6c
leaq (,%r15,8), %rdi
callq 0x21a0
movq %rax, %r13
leaq 0x9bf7(%rip), %rdi      # 0xc075
pushq $0x6
popq %rsi
pushq $0x1
popq %rdx
movq %r14, %rcx
callq 0x22a0
xorl %eax, %eax
testl %r15d, %r15d
cmovlel %eax, %r15d
leaq 0x9be0(%rip), %r14      # 0xc07c
xorl %r12d, %r12d
cmpq %r12, %r15
je 0x24bc
movl (%rbx,%r12,4), %edx
movq 0x18(%rsp), %rdi
movq %r14, %rsi
xorl %eax, %eax
callq 0x21d0
incq %r12
jmp 0x249f
pushq $0xa
popq %rdi
movq 0x18(%rsp), %rsi
callq 0x2180
movq %rbx, %rdi
callq 0x2160
jmp 0x24d6
xorl %r13d, %r13d
movl $0x400, 0xdccc(%rip)    # imm = 0x400
movl $0x400, %edi            # imm = 0x400
callq 0x21a0
movq %rax, %rdi
movq %rax, 0xdcbc(%rip)      # 0x101b0
xorpd %xmm0, %xmm0
movapd %xmm0, 0x70(%rsp)
movl $0x400, %esi            # imm = 0x400
movl $0x0, 0x14(%rsp)
movapd %xmm0, 0x60(%rsp)
movapd %xmm0, 0x50(%rsp)
movq %r13, 0x40(%rsp)
movq 0x48(%rsp), %rdx
callq 0x2210
testq %rax, %rax
je 0x2871
movq 0xdc7a(%rip), %rbx      # 0x101b0
movq %rbx, %rdi
pushq $0xa
popq %rsi
callq 0x2120
testq %rax, %rax
jne 0x2598
movslq 0xdc5f(%rip), %r14      # 0x101ac
addq %r14, %r14
movl %r14d, 0xdc55(%rip)     # 0x101ac
movq %rbx, %rdi
movq %r14, %rsi
callq 0x2220
movq %rax, %rbx
movq %rax, 0xdc44(%rip)      # 0x101b0
movq %rax, %rdi
callq 0x2070
cltq
addq %rax, %rbx
subl %eax, %r14d
movq %rbx, %rdi
movl %r14d, %esi
movq 0x48(%rsp), %rdx
callq 0x2210
testq %rax, %rax
jne 0x252f
movq 0xdc18(%rip), %rbx      # 0x101b0
testq %rbx, %rbx
je 0x2871
movq %rbx, %rdi
leaq 0x9ad5(%rip), %rsi      # 0xc080
callq 0x2200
testq %rax, %rax
je 0x2979
movq %rax, %rbx
movq %rbp, (%rsp)
movq %rax, %rdi
leaq 0x8(%rsp), %rsi
callq 0x2090
movq 0x8(%rsp), %rax
cmpq %rbx, %rax
je 0x296e
cmpb $0x0, (%rax)
jne 0x296e
movapd %xmm0, 0x80(%rsp)
xorl %ebp, %ebp
xorl %r15d, %r15d
movslq 0xdb6f(%rip), %rsi      # 0x10168
leal -0x2(%rsi), %eax
cmpl %eax, %ebp
jl 0x2620
leal (%rsi,%rsi), %eax
movl %eax, 0xdb5f(%rip)      # 0x10168
movq 0xdb88(%rip), %rdi      # 0x10198
shlq $0x5, %rsi
callq 0x2220
movq %rax, 0xdb78(%rip)      # 0x10198
xorl %edi, %edi
leaq 0x9a5b(%rip), %rsi      # 0xc084
callq 0x2200
movq %rax, %r14
xorl %edi, %edi
leaq 0x9a4c(%rip), %rsi      # 0xc086
callq 0x2200
movl %ebp, %r13d
testq %rax, %rax
je 0x2712
movq %rax, %rbx
movl %ebp, 0x20(%rsp)
movl %r15d, %ebp
callq 0x2040
movq %rax, %r15
andl $0x0, (%rax)
movq %r14, %rdi
leaq 0x8(%rsp), %rsi
pushq $0xa
popq %rdx
callq 0x21c0
movq %rax, %r12
movq 0xdb1e(%rip), %rax      # 0x10198
shlq $0x4, %r13
movl %r12d, (%rax,%r13)
movq 0x8(%rsp), %rax
cmpq %r14, %rax
je 0x296e
cmpl $0x0, (%r15)
jne 0x296e
cmpb $0x0, (%rax)
jne 0x296e
cmpl %r12d, %ebp
jge 0x296e
andl $0x0, (%r15)
movq %rbx, %rdi
leaq 0x8(%rsp), %rsi
callq 0x2090
movq 0xdad4(%rip), %r14      # 0x10198
movsd %xmm0, 0x8(%r14,%r13)
movq 0x8(%rsp), %rax
cmpq %rbx, %rax
je 0x296e
cmpl $0x0, (%r15)
jne 0x296e
movsbl (%rax), %edi
testl %edi, %edi
je 0x26f7
callq 0x2050
testl %eax, %eax
je 0x296e
xorl %eax, %eax
movl 0x3c(%rsp), %ecx
cmpl %ecx, (%r14,%r13)
setle %al
movl 0x20(%rsp), %ebp
addl %eax, %ebp
movl %r12d, %r15d
jmp 0x25f2
movq 0xda87(%rip), %rdi      # 0x101a0
movsd 0x68(%rdi), %xmm0
ucomisd 0x98ea(%rip), %xmm0     # 0xc010
movq 0xda6b(%rip), %rsi      # 0x10198
jb 0x2744
shlq $0x4, %r13
movl 0x38(%rsp), %eax
movl %eax, (%rsi,%r13)
movsd %xmm0, 0x8(%rsi,%r13)
incl %ebp
movq 0x18(%rsp), %r14
movslq %ebp, %rax
shlq $0x4, %rax
orl $-0x1, (%rsi,%rax)
cmpl $0x0, 0xda4d(%rip)      # 0x101a8
je 0x27c7
movq 0x40(%rsp), %r13
movq %r13, %rdx
callq 0x9467
movq %r14, %rdi
leaq 0x9916(%rip), %rsi      # 0xc08a
movapd %xmm0, 0x20(%rsp)
movb $0x1, %al
callq 0x21d0
xorl %ebx, %ebx
movq (%rsp), %rbp
movq 0xda12(%rip), %rax      # 0x101a0
movslq 0x50(%rax), %rax
cmpq %rax, %rbx
jge 0x27b4
movsd (%r13,%rbx,8), %xmm0
movq %r14, %rdi
leaq 0x98e1(%rip), %rsi      # 0xc089
movb $0x1, %al
callq 0x21d0
incq %rbx
jmp 0x2787
pushq $0xa
popq %rdi
movq %r14, %rsi
callq 0x2180
movapd 0x20(%rsp), %xmm4
jmp 0x27f2
callq 0x88aa
movapd %xmm0, 0x20(%rsp)
movq %r14, %rdi
leaq 0x9ee3(%rip), %rsi      # 0xc6bf
movb $0x1, %al
callq 0x21d0
movapd 0x20(%rsp), %xmm4
movq 0x40(%rsp), %r13
movq (%rsp), %rbp
movapd %xmm4, %xmm0
movapd 0x80(%rsp), %xmm3
cmpeqsd %xmm3, %xmm0
movq %xmm0, %rax
subl %eax, 0x14(%rsp)
movapd %xmm4, %xmm0
subsd %xmm3, %xmm0
movapd %xmm4, %xmm1
unpcklpd %xmm3, %xmm1            # xmm1 = xmm1[0],xmm3[0]
movapd 0x60(%rsp), %xmm2
addpd %xmm1, %xmm2
movapd %xmm2, 0x60(%rsp)
unpcklpd %xmm0, %xmm3            # xmm3 = xmm3[0],xmm0[0]
mulpd %xmm3, %xmm3
movapd 0x50(%rsp), %xmm0
addpd %xmm3, %xmm0
movapd %xmm0, 0x50(%rsp)
unpcklpd %xmm4, %xmm4            # xmm4 = xmm4[0,0]
mulpd %xmm1, %xmm4
movapd 0x70(%rsp), %xmm0
addpd %xmm4, %xmm0
movapd %xmm0, 0x70(%rsp)
incl %ebp
movq 0xd94a(%rip), %rdi      # 0x101b0
movl 0xd940(%rip), %esi      # 0x101ac
jmp 0x251c
movq 0xd928(%rip), %rdi      # 0x101a0
callq 0x6030
movq 0xd8ec(%rip), %rcx      # 0x10170
testl %eax, %eax
je 0x2915
cvtsi2sd %ebp, %xmm1
movapd %xmm1, 0x20(%rsp)
movapd 0x50(%rsp), %xmm0
unpckhpd %xmm0, %xmm0            # xmm0 = xmm0[1,1]
divsd %xmm1, %xmm0
leaq 0x97e2(%rip), %rdi      # 0xc08d
movb $0x1, %al
callq *%rcx
movapd 0x60(%rsp), %xmm1
movapd %xmm1, %xmm0
unpckhpd %xmm1, %xmm0            # xmm0 = xmm0[1],xmm1[1]
mulsd %xmm0, %xmm0
movapd 0x50(%rsp), %xmm2
movapd 0x20(%rsp), %xmm3
mulsd %xmm3, %xmm2
subsd %xmm0, %xmm2
movapd %xmm1, %xmm0
unpcklpd %xmm1, %xmm0            # xmm0 = xmm0[0],xmm1[0]
mulpd %xmm1, %xmm0
unpcklpd %xmm3, %xmm3            # xmm3 = xmm3[0,0]
mulpd 0x70(%rsp), %xmm3
subpd %xmm0, %xmm3
shufpd $0x2, %xmm3, %xmm2      # xmm2 = xmm2[0],xmm3[1]
mulpd %xmm3, %xmm2
movapd %xmm2, %xmm0
unpckhpd %xmm2, %xmm0            # xmm0 = xmm0[1],xmm2[1]
divsd %xmm2, %xmm0
leaq 0x97a8(%rip), %rdi      # 0xc0b3
movb $0x1, %al
callq *0xd85d(%rip)           # 0x10170
jmp 0x293a
movl 0x14(%rsp), %esi
cvtsi2sd %esi, %xmm0
cvtsi2sd %ebp, %xmm1
divsd %xmm1, %xmm0
mulsd 0x96db(%rip), %xmm0     # 0xc008
leaq 0x97b2(%rip), %rdi      # 0xc0e6
movl %ebp, %edx
movb $0x1, %al
callq *%rcx
cmpl $0x0, 0xd867(%rip)      # 0x101a8
je 0x295c
movq %r13, %rdi
addq $0x98, %rsp
popq %rbx
popq %r12
popq %r13
popq %r14
popq %r15
popq %rbp
jmp 0x2160
addq $0x98, %rsp
popq %rbx
popq %r12
popq %r13
popq %r14
popq %r15
popq %rbp
retq
movq (%rsp), %rdi
incl %edi
callq 0x23af
incl %ebp
movl %ebp, %edi
callq 0x23af
movq 0xd657(%rip), %rax      # 0xffe0
movq (%rax), %rcx
leaq 0x96a4(%rip), %rdi      # 0xc037
pushq $0x3d
popq %rsi
pushq $0x1
popq %rdx
callq 0x22a0
pushq $0x1
popq %rdi
callq 0x2170