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;; -*- Lisp -*- vim:filetype=lisp
;; some tests for libsvm
;; clisp -E 1:1 -q -norc -i ../tests/tests -x '(run-test "../modules/libsvm/test" :logname "libsvm/test")'
(list (null (require "libsvm"))) (#-LIBSVM NIL #+LIBSVM T)
(listp (show (multiple-value-list (ext:module-info "libsvm" t)) :pretty t)) T
(integerp (show libsvm:*libsvm-version*)) T
(open-stream-p (setq libsvm:*libsvm-output* (make-string-output-stream))) T
(defparameter f-parameter (libsvm:make-parameter))
F-PARAMETER
(defparameter v-parameter (show (ffi:foreign-value f-parameter)))
V-PARAMETER
(ffi:validp f-parameter) T
(libsvm:destroy-parameter f-parameter) NIL
(ffi:validp f-parameter) NIL
(equalp v-parameter
(ffi:foreign-value (setq f-parameter (libsvm:make-parameter
:v v-parameter))))
T
;; create an artificial problem:
;; predict the remainder of division by k from n-digits
(defun task (num divisor base)
;; converting a ratio to a float creates BIGNUMs - avoid that
(flet ((normalize (x d) (- (/ (* 2d0 x) (1- d)) 1d0)))
(values (normalize (rem num divisor) divisor)
(do ((n num) r (ret ()) (index 0 (1+ index)))
((zerop n)
(coerce (nreverse (cons (list -1 0d0) ret)) 'vector))
(multiple-value-setq (n r) (floor n base))
(let ((value (normalize r base)))
(unless (zerop value) (push (list index value) ret)))))))
TASK
(defun problem (repeat divisor base)
(let ((x (make-array repeat)) (y (make-array repeat)))
(dotimes (i repeat)
(multiple-value-bind (n v) (task i divisor base)
(setf (aref y i) n (aref x i) v)))
(libsvm:make-problem :l repeat :x x :y y)))
PROBLEM
(defparameter *problem-size* 100000) *PROBLEM-SIZE*
(defparameter f-problem-2-7 (problem *problem-size* 2 7)) F-PROBLEM-2-7
(= *problem-size* (libsvm:problem-l f-problem-2-7)) T
(= *problem-size* (length (libsvm:problem-x f-problem-2-7))) T
(= *problem-size* (length (libsvm:problem-y f-problem-2-7))) T
(libsvm:problem-y-n f-problem-2-7 1) 1d0
(libsvm:problem-y-n f-problem-2-7 2) -1d0
(libsvm:problem-y-n f-problem-2-7 3) 1d0
(libsvm:problem-y-n f-problem-2-7 4) -1d0
(libsvm:problem-x-n f-problem-2-7 1) #((0 -0.6666666666666667d0) (-1 0d0))
(libsvm:problem-x-n f-problem-2-7 2) #((0 -0.33333333333333337d0) (-1 0d0))
(libsvm:problem-x-n f-problem-2-7 3) #((-1 0d0))
(libsvm:problem-x-n f-problem-2-7 4) #((0 0.33333333333333326d0) (-1 0d0))
(libsvm:save-problem "svm-problem" f-problem-2-7) NIL
(multiple-value-bind (p maxindex) (libsvm:load-problem "svm-problem")
(ffi:with-c-place (p-parameter f-parameter)
(setf (ffi:slot p-parameter 'libsvm::gamma) (float (/ maxindex) 0d0)
(ffi:slot p-parameter 'libsvm::C) 1d0
(ffi:slot p-parameter 'libsvm::kernel_type) libsvm:LINEAR))
(setf v-parameter (ffi:foreign-value f-parameter))
(show (libsvm:parameter-alist f-parameter) :pretty t)
(list (= maxindex (floor (log (1- *problem-size*) 7)))
(equalp (ffi:foreign-value p) (ffi:foreign-value f-problem-2-7))))
(T T)
(let ((vec (libsvm:cross-validation f-problem-2-7 f-parameter 3))
(hit 0) (miss 0))
(show (libsvm:parameter-alist f-parameter) :pretty t)
(loop :for v :across vec :for o :across (libsvm:problem-y f-problem-2-7)
:when (= v o) :do (incf hit) :end
:when (= v (- o)) :do (incf miss) :end)
(show (list :count+1 (count 1d0 vec) :count-1 (count -1d0 vec)
:hit hit :miss miss))
(= *problem-size* (length vec)))
T
(defparameter model (libsvm:train f-problem-2-7 f-parameter)) MODEL
(ffi:enum-from-value 'libsvm:svm_type (libsvm:get-svm-type model)) libsvm:C_SVC
(libsvm:get-nr-class model) 2
(libsvm:get-labels model) #(-1 1)
(libsvm:check-probability-model model) 0
(libsvm:get-svr-probability model) 0d0
(let* ((l (libsvm:problem-l f-problem-2-7))
(y (libsvm:problem-y f-problem-2-7 l))
(x (libsvm:problem-x f-problem-2-7 l)))
(dotimes (i 10 (= l *problem-size*))
(print (list (aref y i) (libsvm:predict-values model (aref x i))))))
T
(libsvm:save-model "svm-model" model) 0
(libsvm:destroy-model (libsvm:load-model "svm-model")) NIL
(libsvm:destroy-model model) NIL
(libsvm:destroy-problem f-problem-2-7) NIL
(defparameter f-problem-3-7 (problem *problem-size* 3 7)) F-PROBLEM-3-7
(= *problem-size* (libsvm:problem-l f-problem-3-7)) T
(= *problem-size* (length (libsvm:problem-x f-problem-3-7))) T
(= *problem-size* (length (libsvm:problem-y f-problem-3-7))) T
(libsvm:problem-y-n f-problem-3-7 1) 0d0
(libsvm:problem-y-n f-problem-3-7 3) -1d0
(libsvm:problem-y-n f-problem-3-7 5) 1d0
(libsvm:problem-x-n f-problem-3-7 1) #((0 -0.6666666666666667d0) (-1 0d0))
(libsvm:problem-x-n f-problem-3-7 3) #((-1 0d0))
(libsvm:problem-x-n f-problem-3-7 5) #((0 0.6666666666666667d0) (-1 0d0))
(libsvm:save-problem "svm-problem" f-problem-3-7) NIL
(progn
(setf f-parameter (libsvm:make-parameter :v v-parameter 'LIBSVM::nu 5d-1
'LIBSVM::svm_type libsvm:NU_SVC
'LIBSVM::probability 1)
v-parameter (show (ffi:foreign-value f-parameter)))
(show (libsvm:parameter-alist f-parameter) :pretty t)
(= (ffi:slot (ffi:foreign-value f-parameter) 'LIBSVM::svm_type)
libsvm:NU_SVC))
T
(let ((vec (libsvm:cross-validation f-problem-3-7 f-parameter 3)))
(show (list :count+1 (count 1d0 vec) :count-1 (count -1d0 vec)
:count-0 (count 0d0 vec)))
(= *problem-size* (length vec)))
T
(defparameter model (libsvm:train f-problem-3-7 f-parameter)) MODEL
(ffi:enum-from-value 'libsvm:svm_type (libsvm:get-svm-type model)) libsvm:NU_SVC
(libsvm:get-nr-class model) 3
(libsvm:get-labels model) #(-1 0 1)
(libsvm:check-probability-model model) 1
(libsvm:get-svr-probability model) 0d0
(let* ((l (libsvm:problem-l f-problem-3-7))
(y (libsvm:problem-y f-problem-3-7 l))
(x (libsvm:problem-x f-problem-3-7 l)))
(dotimes (i 10 (= *problem-size* l))
(print (list (aref y i) (libsvm:predict model (aref x i))
(multiple-value-list
(libsvm:predict-probability model (aref x i)))))))
T
(libsvm:destroy-model model) NIL
(progn
(setf f-parameter (libsvm:make-parameter :v v-parameter 'LIBSVM::nu 5d-1
'LIBSVM::svm_type libsvm:EPSILON_SVR
'LIBSVM::probability 1)
v-parameter (ffi:foreign-value f-parameter))
(show (libsvm:parameter-alist f-parameter) :pretty t)
(= (ffi:slot (ffi:foreign-value f-parameter) 'LIBSVM::svm_type)
libsvm:EPSILON_SVR))
T
(defparameter model (libsvm:train f-problem-3-7 f-parameter)) MODEL
(libsvm:check-probability-model model) 1
(type-of (show (libsvm:get-svr-probability model))) DOUBLE-FLOAT
(let* ((l (libsvm:problem-l f-problem-3-7))
(y (libsvm:problem-y f-problem-3-7 l))
(x (libsvm:problem-x f-problem-3-7 l)))
(dotimes (i 10 (= *problem-size* l))
(print (list (aref y i) (libsvm:predict model (aref x i))
(multiple-value-list
(libsvm:predict-probability model (aref x i)))))))
T
(libsvm:destroy-model model) NIL
(ffi:validp f-problem-3-7) T
(libsvm:destroy-problem f-problem-3-7) NIL
(ffi:validp f-problem-3-7) NIL
(ffi:validp f-parameter) T
(libsvm:destroy-parameter f-parameter) NIL
(ffi:validp f-parameter) NIL
(stringp (show (get-output-stream-string libsvm:*libsvm-output*))) T
(progn (makunbound 'f-parameter)
(makunbound 'v-parameter)
(makunbound 'f-problem-2-7)
(makunbound 'f-problem-3-7)
(makunbound 'model)
(makunbound 'maxindex)
(delete-file "svm-model")
(delete-file "svm-problem")
T) T
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