[Matlisp-commit] [matlisp-git]matlisp branch master updated. 2012-02-23-640-g1a015d2

[Akshay S. <ak...@us...>]

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The branch, master has been updated
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Those revisions listed above that are new to this repository have
not appeared on any other notification email; so we list those
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- Log -----------------------------------------------------------------
commit 1a015d24ef172b06ffab81007174d2b42416169f
Author: Akshay Srinivasan <aks...@gm...>
Date:   Mon Aug 22 19:08:09 2016 +0530

    update pair function

diff --git a/src/utilities/functions.lisp b/src/utilities/functions.lisp
index d23e0c9..1fb34f4 100644
--- a/src/utilities/functions.lisp
+++ b/src/utilities/functions.lisp
@@ -61,8 +61,9 @@
   (mapcar (lambda (args) (apply function args)) (apply #'cart list more-lists)))
 
 (declaim (inline pair))
-(defun pair (list)
-  (loop :for (a . b) :on list :by #'cddr :collect (if b (list a (first b)) (list a))))
+(defun pair (list &optional (n 2))
+  (loop :for x :on list :by #'(lambda (x) (nthcdr n x))
+     :collect (let ((xth x)) (loop :repeat n :collect (pop xth)))))
 
 (declaim (inline zip))
 (defun zip (&rest args)

commit dd41ced541bba5f641349f5b0477e9c2bf0a1d39
Author: Akshay Srinivasan <aks...@gm...>
Date:   Sat Aug 13 14:42:00 2016 +0530

    added more annotations for bit/boolean types; added order->dag

diff --git a/src/base/boolean.lisp b/src/base/boolean.lisp
index a8b4087..3b54a97 100644
--- a/src/base/boolean.lisp
+++ b/src/base/boolean.lisp
@@ -5,7 +5,7 @@
   (tensor 'boolean)
   (deft/method (t/store-allocator #'(lambda (x) (eql (field-type x) 'boolean))) (type simple-vector-store-mixin) (size &rest initargs)
     `(t/store-allocator ,(tensor 'bit) ,size ,@initargs))
-  (deft/method (t/store-type #'(lambda (x) (eql (field-type x) 'boolean))) (type simple-vector-store-mixin) (&optional (size '*))
+  (deft/method (t/store-type #'(lambda (x) (member (field-type x) '(bit boolean)))) (type simple-vector-store-mixin) (&optional (size '*))
     `(simple-bit-vector ,size))
 
   (deft/method (t/store-ref #'(lambda (x) (eql (field-type x) 'boolean))) (type simple-vector-store-mixin) (store &rest idx)
diff --git a/src/base/numeric-template.lisp b/src/base/numeric-template.lisp
index 7aaeab2..15c2e5b 100644
--- a/src/base/numeric-template.lisp
+++ b/src/base/numeric-template.lisp
@@ -167,6 +167,9 @@
 (deft/method t/strict-coerce ((from rational) (to rational)) (val)
   `(the rational ,val))
 
+(deft/method t/strict-coerce ((from boolean) (to boolean)) (val)
+  `(the boolean ,val))
+
 (deft/method t/strict-coerce ((from index-type) (to index-type)) (val)
   `(the index-type ,val))
 ;;
diff --git a/src/base/tensor-template.lisp b/src/base/tensor-template.lisp
index 872f447..ad54eba 100644
--- a/src/base/tensor-template.lisp
+++ b/src/base/tensor-template.lisp
@@ -9,6 +9,7 @@
   (defun linear-storep (cl)
     (match (store-type cl)
       ((or (list 'simple-array _ (list '*))
+	   (list 'simple-bit-vector '*)
 	   (guard store-type (subtypep store-type 'matlisp-ffi:foreign-vector)))
        t)))
   (defun hash-table-storep (x) (eql (store-type x) 'hash-table))
@@ -81,7 +82,9 @@
 (deft/method (t/store-allocator #'linear-storep) (sym tensor) (size &rest initargs)
   (letv* (((&key initial-element) initargs))
     (with-gensyms (sitm size-sym arr idx init)
-      (let ((type (second (store-type sym))))
+      (let ((type (ematch (store-type sym)
+		    ((list 'simple-array type _) type)
+		    ((list 'simple-bit-vector _) 'bit))))
 	`(let*-typed ((,size-sym (t/compute-store-size ,sym (let ((,sitm ,size))
 							      (etypecase ,sitm
 								(index-type ,sitm)
diff --git a/src/graph/graph.lisp b/src/graph/graph.lisp
index 3aba27a..3045a2f 100644
--- a/src/graph/graph.lisp
+++ b/src/graph/graph.lisp
@@ -45,6 +45,12 @@
 	  (collect (remove-duplicates (list i (aref order i))) result-type 'vector)))
    type))
 
+(defun order->dag (order &optional type)
+  (adlist->graph
+   (iter (for i from 0 below (length order))
+	 (collect (remove-duplicates (list i (aref order i))) result-type 'vector))
+   type))
+
 (defun cliquep (g lst)
   (iter main (for u* on lst)
     (iter (for v in (cdr u*)) (or (δ-i g (car u*) v) (return-from main nil)))
@@ -271,7 +277,7 @@
   (declare (type graph-accessor g))
   (let* ((tree (t/store-allocator index-store-vector (dimensions g 0)))
 	 (start (or start (random (length tree)))))
-    (setf (aref tree start) start)
+    (iter (for i from 0 below (length tree)) (setf (aref tree i) i))
     (graphfib (g g :order (lambda (x y) (if (and x y) (< x y) (and x t))))
       (:init (i) (if (= i start) 0 nil))
       (:update (i w-i fib)

commit 60297cf076073dde534f6197f37800d02c2852b1
Merge: 037bbdb a48ffc5
Author: Akshay Srinivasan <aks...@gm...>
Date:   Fri Aug 5 09:22:36 2016 +0530

    Merge branch 'master' of github.com:matlisp/matlisp


commit 037bbdb8d29bdaa0325ad151ad2d48bf25f02e7d
Author: Akshay Srinivasan <aks...@gm...>
Date:   Fri Aug 5 09:22:18 2016 +0530

    initialize memos slot to nil. fixes issue #11.

diff --git a/src/blas/maker.lisp b/src/blas/maker.lisp
index a24e847..bdadbfd 100644
--- a/src/blas/maker.lisp
+++ b/src/blas/maker.lisp
@@ -15,7 +15,8 @@
 	     (slot-value ,ret 'store) ,(recursive-append
 				       (when initial-element `(if ,init (t/store-allocator ,class ,tsize :initial-element (t/coerce ,(field-type class) ,init))))
 				       `(t/store-allocator ,class ,tsize))
-	     (slot-value ,ret 'parent) nil)
+	     (slot-value ,ret 'parent) nil
+	     (slot-value ,ret 'memos) nil)
        ,ret)))
 
 (deft/method (t/zeros #'hash-table-storep) (class stride-accessor) (dims &optional size)

commit a48ffc59bab0eff7adbb4ae41e6172b2ccf6466f
Merge: e13f678 11a6dd3
Author: akssri <aks...@gm...>
Date:   Fri Aug 5 09:21:15 2016 +0530

    Merge pull request #12 from rigetticomputing/improve_blas_func
    
    error on unknown type to BLAS-FUNC


commit 11a6dd3c1f1aad5d4c322c72df5afee323d3c186
Author: Robert Smith <ro...@ri...>
Date:   Thu Aug 4 10:38:27 2016 -0700

    error on unknown type to BLAS-FUNC

diff --git a/src/base/blas-helpers.lisp b/src/base/blas-helpers.lisp
index b8fc9eb..8598cef 100644
--- a/src/base/blas-helpers.lisp
+++ b/src/base/blas-helpers.lisp
@@ -16,14 +16,14 @@
 	      :finally (return (values (aref sort-std 0) perm-dims sort-std std-perm)))))))))
 
 (definline blas-func (name type)
-  (string+
-   (cond
-     ((eq type 'single-float) "s")
-     ((eq type 'double-float) "d")
-     ((equal type '(complex single-float)) "c")
-     ((equal type '(complex double-float)) "z")
-     (t "error: unknown BLAS type."))
-   name))
+  "Return the name of a given BLAS/LAPACK function whose base name is NAME operating on the type TYPE."
+  (let ((prefix (cond
+                  ((eq type 'single-float) "s")
+                  ((eq type 'double-float) "d")
+                  ((equal type '(complex single-float)) "c")
+                  ((equal type '(complex double-float)) "z")
+                  (t (error "Unknown BLAS type: ~S" type)))))
+    (string+ prefix name)))
 
 (definline blas-copyablep (ten-a ten-b)
   (declare (type stride-accessor ten-a ten-b))
diff --git a/src/utilities/macros.lisp b/src/utilities/macros.lisp
index 364a8b4..3c03952 100644
--- a/src/utilities/macros.lisp
+++ b/src/utilities/macros.lisp
@@ -184,11 +184,6 @@
 (defmacro definline (name &body rest)
   "
   Creates a function and declaims them inline: short form for defining an inlined function.
-
-  Example:
-  @lisp
-  > (macroexpand-1 `(definline f (a b) (+ a b)))
-  => (INLINING (DEFUN F (A B) (+ A B)))
   "
   `(progn
      (declaim (inline ,name))

commit e13f6788e1c3e5dea18f37379cc7872cd02e6993
Author: Akshay Srinivasan <aks...@gm...>
Date:   Tue Aug 2 08:42:53 2016 +0530

    saving state

diff --git a/src/base/base-tensor.lisp b/src/base/base-tensor.lisp
index 6def410..d6c9355 100644
--- a/src/base/base-tensor.lisp
+++ b/src/base/base-tensor.lisp
@@ -155,6 +155,18 @@
 (deftype tensor-matrix () `(and tensor (satisfies tensor-matrixp)))
 (deftype tensor-square-matrix () `(and tensor (satisfies tensor-matrixp) (satisfies tensor-squarep)))
 ;;
+(deftype tensor-type (field &key tensor order square)
+  (let ((types (remove nil
+		       (list (tensor field (match tensor (* nil)))
+			     (ematch order
+			       (1 `(satisfies tensor-vectorp))
+			       (2 `(satisfies tensor-matrixp))
+			       (* nil))
+			     (ematch square
+			       ((or '* nil) nil)
+			       (t `(satisfies tensor-squarep)))))))
+    (if (cdr types) (list* 'and types) (car types))))
+
 (closer-mop:defgeneric tensor-generator (field tensor))
 
 (with-memoization ()
diff --git a/src/blas/maker.lisp b/src/blas/maker.lisp
index a635dce..a24e847 100644
--- a/src/blas/maker.lisp
+++ b/src/blas/maker.lisp
@@ -3,15 +3,20 @@
 (deft/generic (t/zeros #'subtypep) sym (dims &optional initarg))
 
 (deft/method t/zeros (class stride-accessor) (dims &optional initial-element)
-  (with-gensyms (dimsv strdv tsize init)
+  (with-gensyms (dimsv strdv tsize init ret)
     `(letv* ((,dimsv (coerce ,dims 'index-store-vector) :type index-store-vector)
 	     (,strdv ,tsize (make-stride ,dimsv) :type index-store-vector index-type)
-	     ,@(when initial-element `((,init ,initial-element))))
-       (with-no-init-checks
-	   (make-instance ',class :dimensions ,dimsv :head 0 :strides ,strdv
-			  :store ,(recursive-append
-				   (when initial-element `(if ,init (t/store-allocator ,class ,tsize :initial-element (t/coerce ,(field-type class) ,init))))
-				   `(t/store-allocator ,class ,tsize)))))))
+	     ,@(when initial-element `((,init ,initial-element)))
+	     ;;(,ret (sb-pcl::allocate-standard-instance ,(sb-pcl::class-wrapper (sb-pcl::ensure-class-finalized (find-class class)))))
+	     (,ret (allocate-instance ,(find-class class))))
+       (setf (slot-value ,ret 'dimensions) ,dimsv
+	     (slot-value ,ret 'strides) ,strdv
+	     (slot-value ,ret 'head) 0
+	     (slot-value ,ret 'store) ,(recursive-append
+				       (when initial-element `(if ,init (t/store-allocator ,class ,tsize :initial-element (t/coerce ,(field-type class) ,init))))
+				       `(t/store-allocator ,class ,tsize))
+	     (slot-value ,ret 'parent) nil)
+       ,ret)))
 
 (deft/method (t/zeros #'hash-table-storep) (class stride-accessor) (dims &optional size)
   (with-gensyms (dimsv strdv tsize)
diff --git a/src/graph/graph.lisp b/src/graph/graph.lisp
index 012ae7d..3aba27a 100644
--- a/src/graph/graph.lisp
+++ b/src/graph/graph.lisp
@@ -19,7 +19,7 @@
 	    (iter (for u in (setf (aref ag i) (sort (aref ag i) #'< :key #'(lambda (x) (etypecase x (cons (the index-type (first x))) (index-type x))))))
 		  (letv* ((u/ value (etypecase u (cons (the index-type (values (first u) (cdr u)))) (index-type u)))
 			  (m (aref (memoizing (fence ret)) (1+ i))))
-		    (setf (aref (memoizing (δ-i ret) :type index-store-vector) m) u/)
+		    (setf (aref (memoizing (δ-i ret) :type index-store-vector) m) (modproj u/ (length ag) nil))
 		    (if value (setf (store-ref (the graph-tensor ret) m) value)))
 		  (incf (aref (memoizing (fence ret)) (1+ i))))))
     ret))
@@ -42,7 +42,7 @@
   (adlist->graph
    (symmetrize!
     (iter (for i from 0 below (length order))
-	  (collect (if (/= (aref order i) i) (list (aref order i))) result-type 'vector)))
+	  (collect (remove-duplicates (list i (aref order i))) result-type 'vector)))
    type))
 
 (defun cliquep (g lst)
diff --git a/src/packages.lisp b/src/packages.lisp
index 1ef1e56..a92c09a 100644
--- a/src/packages.lisp
+++ b/src/packages.lisp
@@ -79,7 +79,7 @@
 	   #:maptree-if #:maptree #:maptree-eki #:pair
 	   #:compile-and-eval #:modproj
 	   ;;
-	   #:cart #:mapcart
+	   #:cart #:mapcart  #:infer-type
 	   #:cart-case #:cart-ecase #:cart-typecase #:cart-etypecase
 	   ;;
 	   ;;string
@@ -158,7 +158,7 @@
 
    #:tensor-class #:sparse-tensor #:stride-tensor #:dense-tensor #:simple-dense-tensor #:foreign-dense-tensor
    #:hash-tensor
-   #:orphanize #:graph-tensor #:simple-graph-tensor #:coordinate-tensor #:tensor-typep
+   #:orphanize #:graph-tensor #:simple-graph-tensor #:coordinate-tensor #:tensor-typep #:tensor-type
    #:tensor-method-generator #:define-tensor-method #:cl
    ;;#:tensor-matrixp #:tensor-vectorp #:tensor-squarep
    #:tensor-vector #:tensor-matrix #:tensor-square-matrix
@@ -221,7 +221,7 @@
    #:base-tensor #:tensor #:memos #:store-size #:total-size
    #:dorefs #:for-mod #:with-iterator #:loop-order #:uplo
    #:sparse-tensor #:stride-tensor #:dense-tensor #:hash-tensor #:foreign-tensor
-   #:orphanize #:graph-tensor #:coordinate-tensor #:tensor-typep
+   #:orphanize #:graph-tensor #:coordinate-tensor #:tensor-typep #:tensor-type
    #:tensor-method-generator #:define-tensor-method #:cl
    ;;#:tensor-matrixp #:tensor-vectorp #:tensor-squarep
    #:tensor-vector #:tensor-matrix #:tensor-square-matrix
diff --git a/src/special/quaternion.lisp b/src/special/quaternion.lisp
index 9aa5f93..56dc171 100644
--- a/src/special/quaternion.lisp
+++ b/src/special/quaternion.lisp
@@ -27,8 +27,82 @@
 			 (b b :type ,(cl :x) :strides (1)))
      #i(res[0] ← a[1]*b[2] - a[2]*b[1],
 	res[1] ← a[2]*b[0] - a[0]*b[2],
-        res[2] ← a[0]*b[1] - a[1]*b[0])
+	res[2] ← a[0]*b[1] - a[1]*b[0])
      res))
+
+(definline r3-cross-ss (a b)
+  (declare (type #.(tensor 'double-float) a b))
+  (optimize-expression ((res (make-instance ' #.(tensor 'double-float)
+					      :dimensions #.(coerce '(3) 'index-store-vector) :strides #.(make-stride (coerce '(3) 'index-store-vector)) :head 0 :store (t/store-allocator #. (tensor 'double-float) 3)) :type #.(tensor 'double-float) :strides (1))
+			(a a :type #.(tensor 'double-float) :strides (1))
+			(b b :type #.(tensor 'double-float) :strides (1)))
+     #i(res[0] ← a[1]*b[2] - a[2]*b[1],
+	res[1] ← a[2]*b[0] - a[0]*b[2],
+	res[2] ← a[0]*b[1] - a[1]*b[0])
+     res))
+
+(definline r3-cross-ss (a b)
+  (declare (type #.(tensor 'double-float) a b))
+  ;; (make-instance ' #.(tensor 'double-float)
+  ;; 		   :dimensions #.(coerce '(3) 'index-store-vector) :strides #.(make-stride (coerce '(3) 'index-store-vector)) :head 0 :store (t/store-allocator #. (tensor 'double-float) 3))
+  ;; #+nil 
+  (optimize-expression ((res (t/zeros #.(tensor 'double-float) '(3))
+			     #+nil(make-instance ' #.(tensor 'double-float)
+						   :dimensions (copy-seq #.(coerce '(3) 'index-store-vector)) :strides (make-stride (copy-seq #.(coerce '(3) 'index-store-vector))) :head 0 :store (t/store-allocator #. (tensor 'double-float) 3)) :type #.(tensor 'double-float) :strides (1))
+			(a a :type #.(tensor 'double-float) :strides (1))
+			(b b :type #.(tensor 'double-float) :strides (1)))
+		       #i(res[0] ← a[1]*b[2] - a[2]*b[1],
+				   res[1] ← a[2]*b[0] - a[0]*b[2],
+				   res[2] ← a[0]*b[1] - a[1]*b[0])
+		       res))
+
+;; ;;#+nil
+(let ((a (randn 3))
+      (b (randn 3))
+      (ret 0)
+      (dd (idxv 3))
+      (ss (idxv 1)))
+  (declare (type #.(tensor 'double-float) a b))
+  ;;(r3-cross-ss a b)
+  ;;(r3-cross a b)
+  (time (very-quickly (dotimes (i 1000)
+			(r3-cross-ss a b)
+			;;(r3-cross-ss a b)
+			;;(aref (store (r3-cross-ss a b)) 0)
+			;;(incf ret (aref (store (r3-cross-ss a b)) 0))
+			#+nil
+			(make-instance ' #.(tensor 'double-float)
+					 :dimensions dd :strides ss :head 0 :store (t/store-allocator #. (tensor 'double-float) 3))
+			;;(make-instance 'thingy :xx 1)
+			;;(make-stride dd)
+			;;(t/zeros #.(tensor 'double-float) dd)
+			#+nil(with-no-init-checks
+				 (make-instance ' #.(tensor 'double-float))))))
+  ;;(time (very-quickly (dotimes (i 10000) (incf ret (quaternion-x (r3-cross (the #.(quaternion 'double-float) a) (the #.(quaternion 'double-float) b)))))))
+  )
+
+(defclass tmp () (a b))
+(allocate-instance )
+
+(defmethod sb-pcl::allocate-instance ((class standard-class) &rest initargs)
+  (declare (ignore initargs))
+  (sb-pcl::allocate-standard-instance (sb-pcl::class-wrapper class)))
+
+
+(let ((ret 0))
+  (time (very-quickly (dotimes (i 1000)
+			;;(sb-pcl::allocate-standard-instance (sb-pcl::class-wrapper (find-class 'tmp)))
+			(allocate-instance #.(find-class 'tmp))
+			))))
+
+(make-instance )
+
+;;TODO: remove initialize-instance methods
+;;TODO: add compiler-macro to zeros
+
+;; (remmeth #'initialize-instance `(base-accessor) '(:after))
+;; (find-method #'initialize-instance :after (mapcar #'find-class `(stride-accessor)))
+
 ;;
 (defun quat-vector~ (x)
   (declare (type quaternion-vector x))
@@ -76,7 +150,7 @@
 		 (q03 #i(quat[0]*quat[3]) :type ,(field-type (cl :x)))
 		 (q11 #i(quat[1]*quat[1]) :type ,(field-type (cl :x)))
 		 (q12 #i(quat[1]*quat[2]) :type ,(field-type (cl :x)))
-		 (q13 #i(quat[1]*quat[3]) :type ,(field-type (cl :x)))				    
+		 (q13 #i(quat[1]*quat[3]) :type ,(field-type (cl :x)))
 		 (q22 #i(quat[2]*quat[2]) :type ,(field-type (cl :x)))
 		 (q23 #i(quat[2]*quat[3]) :type ,(field-type (cl :x)))
 		 (q33 #i(quat[3]*quat[3]) :type ,(field-type (cl :x))))
diff --git a/src/user/function.lisp b/src/user/function.lisp
index 6c2aad7..6b0786f 100644
--- a/src/user/function.lisp
+++ b/src/user/function.lisp
@@ -1,5 +1,13 @@
 (in-package #:matlisp-user)
 
+;;conjugate
+(definline conjugate! (a)
+  (tensor-conjugate! a))
+
+(definline conjugate (a)
+  (tensor-conjugate a))
+;;
+
 (defmacro lift-function (fn &aux (pkg (find-package "MATLISP-USER")))
   (letv* ((fname (symbol-name fn)) (fpkg (symbol-package fn)))
     (letv* ((fn (find-symbol fname fpkg))
diff --git a/src/utilities/functions.lisp b/src/utilities/functions.lisp
index 7034d68..d23e0c9 100644
--- a/src/utilities/functions.lisp
+++ b/src/utilities/functions.lisp
@@ -193,6 +193,22 @@
     (t (assert (if open? (<= (- (1+ d)) i d) (< (- (1+ d)) i d)) nil 'tensor-index-out-of-bounds)
        (if (< i 0) (if (and open? (= i (- (1+ d)))) -1 (mod i d)) i))))
 
+(defun infer-type (expr env)
+  (or
+   (match expr
+     ((list 'the type _) type)
+     ((type number) (type-of expr))
+     ((list 'quote thing) (type-of thing))
+     ((type null) 'null)
+     #+(or sbcl)
+     ((type symbol)
+      (multiple-value-bind (binding-type localp declarations) (#+sbcl sb-cltl2:variable-information
+								      expr env)
+	(declare (ignore binding-type localp))
+	(let ((type-decl (find 'type declarations :key #'car)))
+	  (and type-decl (cdr type-decl))))))
+   t))
+
 ;; (defstruct (sap-wrap (:constructor make-sap-wrap (ptr)))
 ;;   (ptr (cffi:null-pointer) :type cffi:foreign-pointer :read-only t))
 
diff --git a/src/utilities/string.lisp b/src/utilities/string.lisp
index 5754f76..3998754 100644
--- a/src/utilities/string.lisp
+++ b/src/utilities/string.lisp
@@ -34,9 +34,10 @@ returning two values: the string and the number of bytes read."
     (values data fsize)))
 
 (declaim (inline split-seq))
-(defun split-seq (test seq &key max-cuts)
+(defun split-seq (test seqo &key max-cuts)
   "Split a sequence, wherever the given character occurs."
-  (let ((split-list nil) (split-count 0) (deletes nil))
+  (let ((seq (etypecase seqo (vector seqo) (list (coerce seqo 'vector))))
+	(split-list nil) (split-count 0) (deletes nil))
     (labels ((left-split (prev i)
 	       (if (not deletes)
 		   (when (< prev i)
@@ -78,7 +79,9 @@ returning two values: the string and the number of bytes read."
 		    (t
 		     (left-split prev i)
 		     (setf prev (1+ i)))))))))
-    (values (nreverse split-list) (1- split-count))))
+    (values (let ((ret (nreverse split-list)))
+	      (etypecase seqo (vector ret) (list (mapcar #'(lambda (x) (coerce x 'list)) ret))))
+	    (1- split-count))))
 
 ;;
 (defun splitlines (string)

commit 2fb104a8a34598716dca578dea5bf8c581b6a95f
Author: Akshay Srinivasan <ak...@cs...>
Date:   Sat Jun 18 23:10:40 2016 -0700

    fixed bug in roots, added regression for polyfit; fixed bug in t:.*

diff --git a/src/packages.lisp b/src/packages.lisp
index b0c2c06..1ef1e56 100644
--- a/src/packages.lisp
+++ b/src/packages.lisp
@@ -198,7 +198,7 @@
    #:norm #:psd-proj #:tensor-max #:tensor-min #:tr
    #:ones #:eye! #:eye #:diag #:diag~
    #:rand #:randn #:randi #:rande
-   #:range #:linspace #:polyfit #:roots)
+   #:range #:linspace #:polyfit #:polyval #:roots)
   (:documentation "MATLISP routines"))
 
 ;;Shadowed symbols.
@@ -267,7 +267,7 @@
    #:norm #:psd-proj #:max #:min #:tr
    #:ones #:eye! #:eye #:diag #:diag~
    #:rand #:randn #:randi #:rande
-   #:range #:linspace #:polyfit #:roots)
+   #:range #:linspace #:polyfit #:polyval #:roots)
   (:documentation "MATLISP USER"))
 
 (defpackage "MATLISP-TESTS"
diff --git a/src/special/poly.lisp b/src/special/poly.lisp
index cbc5ebf..171df0c 100644
--- a/src/special/poly.lisp
+++ b/src/special/poly.lisp
@@ -1,7 +1,8 @@
 (in-package #:matlisp)
 
-(defun polyfit (observations &aux (observations (coerce observations 'vector)))
-  (let* ((A (zeros (list (length observations) (length observations))))
+(defun polyfit (observations &optional n &aux (observations (coerce observations 'vector)))  
+  (let* ((n (or n (1- (length observations))))
+	 (A (zeros (list (length observations) (1+ n))))
 	 (b (zeros (dimensions A 0))))
     (labels ((coeff (n k)
 	       (if (< n k) 0 (iter (for jj from n downto (- n k -1)) (multiplying jj))))
@@ -9,17 +10,22 @@
 	       (iter (for i from 0 below (dimensions x 0))
 		     (setf (ref x i) (* (coeff i derivative) pti))
 		     (if (<= derivative i) (setf pti (* pti ti))))))
-     (iter (for li in-vector observations)
-	   (for (Ai bi) slicing (list A b) along 0)
-	   (ematch li
-	     ((λlist ti value &optional (derivative 0))
-	      (setf (ref bi 0) value)
-	      (row-ti ti Ai derivative))))
-     (getrs! (getrf! A) b))))
+      (iter (for li in-vector observations)
+	    (for (Ai bi) slicing (list A b) along 0)
+	    (ematch li
+	      ((λlist ti value &optional (derivative 0))
+	       (setf (ref bi 0) value)
+	       (row-ti ti Ai derivative))))
+      (lstsq A b))))
+
+(defun polyval (tt poly &aux (tn 1))
+  (iter (for i from 0 below (dimensions poly 0))
+	(summing (* (ref poly i) tn))
+	(setf tn (* tn tt))))
 
 (defun roots (poly &aux (n (1- (dimensions poly 0))))
   ;;TODO: Add a better method.
   (let ((A (zeros (list n n) (type-of poly))))
-    (copy! 1 (diag~ A 1))
+    (if (< 1 n) (copy! 1 (diag~ A 1)))
     (scal! (/ -1 (ref poly -1)) (copy! (subtensor~ poly '((0 -1))) (subtensor~ A '(-1 (nil nil)))))
-    (eig A :n)))
+    (eig A :nn)))
diff --git a/src/user/arithmetic.lisp b/src/user/arithmetic.lisp
index 1ea2a85..01a0b14 100644
--- a/src/user/arithmetic.lisp
+++ b/src/user/arithmetic.lisp
@@ -73,11 +73,11 @@
 	 ((tensor null) (copy ,a))))))
 
 (definline .* (&rest objects &aux (ret (if objects (b.* (car objects)...
 
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