1 | package problems |
---|
2 | |
---|
3 | // #cgo CFLAGS: -ggdb -fpic -m32 -pthread -Wno-implicit-function-declaration |
---|
4 | // #cgo LDFLAGS: -L./levmar-2.6 -L./levmar-2.6/libs32 -lm -llevmar32 -llapack -lblas -lf2c -ltmglib |
---|
5 | // #include "levmar_h.h" |
---|
6 | // #include "stack.h" |
---|
7 | import "C" |
---|
8 | |
---|
9 | import ( |
---|
10 | . "go-pge/problems" |
---|
11 | expr "go-symexpr" |
---|
12 | "reflect" |
---|
13 | "unsafe" |
---|
14 | ) |
---|
15 | |
---|
16 | type C_double C.double |
---|
17 | |
---|
18 | func MakeCDouble(f float64) C_double { |
---|
19 | return C_double(C.double(f)) |
---|
20 | } |
---|
21 | |
---|
22 | type callback_data struct { |
---|
23 | Train []*PointSet |
---|
24 | Test []*PointSet |
---|
25 | E expr.Expr |
---|
26 | J []expr.Expr |
---|
27 | S [][]int |
---|
28 | Coeff []float64 |
---|
29 | Task ExprProblemType |
---|
30 | } |
---|
31 | |
---|
32 | func LevmarExpr(e expr.Expr, searchDim int, task ExprProblemType, guess []float64, train, test []*PointSet) []float64 { |
---|
33 | |
---|
34 | ps := train[0].NumPoints() |
---|
35 | PS := len(train) * ps |
---|
36 | |
---|
37 | c := make([]float64, len(guess)) |
---|
38 | var cd callback_data |
---|
39 | cd.Train = train |
---|
40 | cd.Test = test |
---|
41 | cd.E = e |
---|
42 | cd.Coeff = c |
---|
43 | cd.Task = task |
---|
44 | cd.J = make([]expr.Expr, len(guess)) |
---|
45 | for i, _ := range cd.J { |
---|
46 | deriv := e.DerivConst(i) |
---|
47 | // simp := deriv.Simplify(expr.DefaultRules()) |
---|
48 | //fmt.Printf("Levmar4 %v\n", deriv) |
---|
49 | cd.J[i] = deriv |
---|
50 | } |
---|
51 | |
---|
52 | // c/levmar inputs |
---|
53 | coeff := make([]C.double, len(guess)) |
---|
54 | for i, g := range guess { |
---|
55 | coeff[i] = C.double(g) |
---|
56 | //fmt.Printf("Levmar3 %v\n", coeff[i]) |
---|
57 | } |
---|
58 | |
---|
59 | y := make([]C.double, PS) |
---|
60 | for i1, T := range train { |
---|
61 | for i2, p := range T.Points() { |
---|
62 | i := i1*ps + i2 |
---|
63 | y[i] = C.double(p.Depnd(searchDim)) |
---|
64 | |
---|
65 | //fmt.Printf("Levmar2 %v %v\n", i, y[i]) |
---|
66 | } |
---|
67 | } |
---|
68 | //fmt.Printf("*") |
---|
69 | |
---|
70 | ya := (*C.double)(unsafe.Pointer(&y[0])) |
---|
71 | ca := (*C.double)(unsafe.Pointer(&coeff[0])) |
---|
72 | ni := C.int(PS) |
---|
73 | mi := C.int(len(c)) |
---|
74 | |
---|
75 | // C.levmar_dif(ya, ca, mi, ni, unsafe.Pointer(&cd)) |
---|
76 | C.levmar_der(ya, ca, mi, ni, unsafe.Pointer(&cd)) |
---|
77 | |
---|
78 | for i, _ := range coeff { |
---|
79 | //fmt.Printf("Levmar1 %v\n", i) |
---|
80 | c[i] = float64(coeff[i]) |
---|
81 | } |
---|
82 | return c |
---|
83 | } |
---|
84 | |
---|
85 | //export Callback_func |
---|
86 | func Callback_func(p, x *C.double, e unsafe.Pointer) { |
---|
87 | //fmt.Printf("+") |
---|
88 | |
---|
89 | cd := *(*callback_data)(e) |
---|
90 | eqn := cd.E |
---|
91 | coeff := cd.Coeff |
---|
92 | |
---|
93 | M1 := len(cd.Train) |
---|
94 | M2 := cd.Train[0].NumPoints() |
---|
95 | M3 := len(coeff) |
---|
96 | M23 := M2 * M3 |
---|
97 | MA := M1 * M23 |
---|
98 | |
---|
99 | var p_go []C.double |
---|
100 | p_head := (*reflect.SliceHeader)((unsafe.Pointer(&p_go))) |
---|
101 | p_head.Cap = M3 |
---|
102 | p_head.Len = M3 |
---|
103 | p_head.Data = uintptr(unsafe.Pointer(p)) |
---|
104 | for i, _ := range p_go { |
---|
105 | coeff[i] = float64(p_go[i]) |
---|
106 | } |
---|
107 | |
---|
108 | var x_go []C.double |
---|
109 | x_head := (*reflect.SliceHeader)((unsafe.Pointer(&x_go))) |
---|
110 | x_head.Cap = MA |
---|
111 | x_head.Len = MA |
---|
112 | x_head.Data = uintptr(unsafe.Pointer(x)) |
---|
113 | |
---|
114 | N := len(cd.Train) |
---|
115 | var out float64 |
---|
116 | for i1, PS := range cd.Train { |
---|
117 | for i2, pnt := range PS.Points() { |
---|
118 | i := i1*N + i2 |
---|
119 | if cd.Task == ExprBenchmark { |
---|
120 | out = eqn.Eval(0, pnt.Indeps(), coeff, PS.SysVals()) |
---|
121 | } else if cd.Task == ExprDiffeq { |
---|
122 | out = eqn.Eval(pnt.Indep(0), pnt.Indeps()[1:], coeff, PS.SysVals()) |
---|
123 | } |
---|
124 | |
---|
125 | x_go[i] = C.double(out) |
---|
126 | |
---|
127 | } |
---|
128 | } |
---|
129 | } |
---|
130 | |
---|
131 | //export Callback_jacfunc |
---|
132 | func Callback_jacfunc(p, x *C.double, e unsafe.Pointer) { |
---|
133 | //fmt.Printf("[") |
---|
134 | cd := *(*callback_data)(e) |
---|
135 | coeff := cd.Coeff |
---|
136 | |
---|
137 | M1 := len(cd.Train) |
---|
138 | M2 := cd.Train[0].NumPoints() |
---|
139 | M3 := len(coeff) |
---|
140 | M23 := M2 * M3 |
---|
141 | MA := M1 * M23 |
---|
142 | |
---|
143 | var p_go []C.double |
---|
144 | p_head := (*reflect.SliceHeader)((unsafe.Pointer(&p_go))) |
---|
145 | p_head.Cap = M3 |
---|
146 | p_head.Len = M3 |
---|
147 | p_head.Data = uintptr(unsafe.Pointer(p)) |
---|
148 | for i, _ := range p_go { |
---|
149 | coeff[i] = float64(p_go[i]) |
---|
150 | } |
---|
151 | |
---|
152 | var x_go []C.double |
---|
153 | x_head := (*reflect.SliceHeader)((unsafe.Pointer(&x_go))) |
---|
154 | x_head.Cap = MA |
---|
155 | x_head.Len = MA |
---|
156 | x_head.Data = uintptr(unsafe.Pointer(x)) |
---|
157 | |
---|
158 | var out float64 |
---|
159 | for i1, PS := range cd.Train { |
---|
160 | for i2, pnt := range PS.Points() { |
---|
161 | i := i1*M23 + i2*M3 |
---|
162 | for ji, eqn := range cd.J { |
---|
163 | if cd.Task == ExprBenchmark { |
---|
164 | out = eqn.Eval(0, pnt.Indeps(), coeff, PS.SysVals()) |
---|
165 | } else if cd.Task == ExprDiffeq { |
---|
166 | out = eqn.Eval(pnt.Indep(0), pnt.Indeps()[1:], coeff, PS.SysVals()) |
---|
167 | } |
---|
168 | |
---|
169 | x_go[i+ji] = C.double(out) |
---|
170 | } |
---|
171 | } |
---|
172 | } |
---|
173 | |
---|
174 | } |
---|
175 | |
---|
176 | func StackLevmarExpr(e expr.Expr, x_dims int, coeff []float64, c_ygiven, c_input []C_double) []float64 { |
---|
177 | |
---|
178 | // fmt.Printf("Entering Stack Levmar: \n") |
---|
179 | |
---|
180 | c_coeff := make([]C.double, len(coeff)) |
---|
181 | for i, c := range coeff { |
---|
182 | c_coeff[i] = C.double(c) |
---|
183 | } |
---|
184 | // c_ygiven := make([]C.double, len(ygiven)) |
---|
185 | // for i, c := range ygiven { |
---|
186 | // c_ygiven[i] = C.double(c) |
---|
187 | // } |
---|
188 | // c_input := make([]C.double, len(input)) |
---|
189 | // for i, c := range input { |
---|
190 | // c_input[i] = C.double(c) |
---|
191 | // } |
---|
192 | |
---|
193 | cp := (*C.double)(unsafe.Pointer(&c_coeff[0])) |
---|
194 | mi := C.int(len(coeff)) |
---|
195 | yp := (*C.double)(unsafe.Pointer(&c_ygiven[0])) |
---|
196 | ni := C.int(len(c_ygiven)) |
---|
197 | |
---|
198 | var sd *C.StackData |
---|
199 | sd = new(C.StackData) |
---|
200 | // fmt.Printf("x_len: %d x_dim: %d\n", len(input), x_dims) |
---|
201 | sd.x_len = C.int(len(c_input)) |
---|
202 | sd.x_dim = C.int(x_dims) |
---|
203 | sd.x_data = (*C.double)(unsafe.Pointer(&c_input[0])) |
---|
204 | |
---|
205 | serial := make([]int, 0) |
---|
206 | serial = e.StackSerial(serial) |
---|
207 | // fmt.Printf("StackSerial: %v\n", serial) |
---|
208 | c_serial := make([]C.int, len(serial)) |
---|
209 | for i, I := range serial { |
---|
210 | c_serial[i] = C.int(I) |
---|
211 | } |
---|
212 | sd.expr.serial = (*C.int)(unsafe.Pointer(&c_serial[0])) |
---|
213 | sd.expr.s_len = C.int(len(serial)) |
---|
214 | |
---|
215 | // fmt.Printf("GOT HERE: %v\n", serial) |
---|
216 | |
---|
217 | derivs := make([]C.StackExpr, len(coeff)) |
---|
218 | for i, _ := range coeff { |
---|
219 | deriv := e.DerivConst(i) |
---|
220 | dserial := make([]int, 0) |
---|
221 | dserial = deriv.StackSerial(dserial) |
---|
222 | d_serial := make([]C.int, len(dserial)) |
---|
223 | for i, I := range dserial { |
---|
224 | d_serial[i] = C.int(I) |
---|
225 | } |
---|
226 | derivs[i].serial = (*C.int)(unsafe.Pointer(&d_serial[0])) |
---|
227 | derivs[i].s_len = C.int(len(d_serial)) |
---|
228 | |
---|
229 | } |
---|
230 | sd.derivs = (*C.StackExpr)(unsafe.Pointer(&derivs[0])) |
---|
231 | sd.d_len = C.int(mi) |
---|
232 | |
---|
233 | // fmt.Printf("Going into stack_levmar_dif\n") |
---|
234 | C.stack_levmar_dif(yp, cp, mi, ni, unsafe.Pointer(sd)) |
---|
235 | // C.stack_levmar_der(yp, cp, mi, ni, unsafe.Pointer(sd)) |
---|
236 | // fmt.Printf("Returned from stack_levmar_dif\n") |
---|
237 | |
---|
238 | c := make([]float64, len(c_coeff)) |
---|
239 | for i, _ := range c_coeff { |
---|
240 | c[i] = float64(c_coeff[i]) |
---|
241 | } |
---|
242 | // fmt.Printf("C0: %f\n", c[0]) |
---|
243 | return c |
---|
244 | } |
---|
245 | |
---|
246 | // func LevmarExpr(e expr.Expr, searchDim int, task ExprProblemType, guess []float64, train, test []*PointSet) []float64 { |
---|
247 | |
---|
248 | func IronLevmarExpr() { |
---|
249 | |
---|
250 | } |
---|