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let test_07 ( ) = Alcotest . ( check bool ) " test 07 " true ( To_test . test_07 ( ) ) |
let test_08 ( ) = Alcotest . ( check bool ) " test 08 " true ( To_test . test_08 ( ) ) |
let test_09 ( ) = Alcotest . ( check bool ) " test 09 " true ( To_test . test_09 ( ) ) |
let test_10 ( ) = Alcotest . ( check bool ) " test 10 " true ( To_test . test_10 ( ) ) |
let test_11 ( ) = Alcotest . ( check bool ) " test 11 " true ( To_test . test_11 ( ) ) |
let test_12 ( ) = Alcotest . ( check bool ) " test 12 " true ( To_test . test_12 ( ) ) |
let test_13 ( ) = Alcotest . ( check bool ) " test 13 " true ( To_test . test_13 ( ) ) |
let test_14 ( ) = Alcotest . ( check bool ) " test 14 " true ( To_test . test_14 ( ) ) |
let test_15 ( ) = Alcotest . ( check bool ) " test 15 " true ( To_test . test_15 ( ) ) |
let test_16 ( ) = Alcotest . ( check bool ) " test 16 " true ( To_test . test_16 ( ) ) |
let test_17 ( ) = Alcotest . ( check bool ) " test 17 " true ( To_test . test_17 ( ) ) |
let test_18 ( ) = Alcotest . ( check bool ) " test 18 " true ( To_test . test_18 ( ) ) |
let test_19 ( ) = Alcotest . ( check bool ) " test 19 " true ( To_test . test_19 ( ) ) |
let test_20 ( ) = Alcotest . ( check bool ) " test 20 " true ( To_test . test_20 ( ) ) |
let test_21 ( ) = Alcotest . ( check bool ) " test 21 " true ( To_test . test_21 ( ) ) |
let test_22 ( ) = Alcotest . ( check bool ) " test 22 " true ( To_test . test_22 ( ) ) |
let test_23 ( ) = Alcotest . ( check bool ) " test 23 " true ( To_test . test_23 ( ) ) |
let test_24 ( ) = Alcotest . ( check bool ) " test 24 " true ( To_test . test_24 ( ) ) |
let test_25 ( ) = Alcotest . ( check bool ) " test 25 " true ( To_test . test_25 ( ) ) |
let test_26 ( ) = Alcotest . ( check bool ) " test 26 " true ( To_test . test_26 ( ) ) |
let test_27 ( ) = Alcotest . ( check bool ) " test 27 " true ( To_test . test_27 ( ) ) |
let test_28 ( ) = Alcotest . ( check bool ) " test 28 " true ( To_test . test_28 ( ) ) |
let test_29 ( ) = Alcotest . ( check bool ) " test 29 " true ( To_test . test_29 ( ) ) |
let test_30 ( ) = Alcotest . ( check bool ) " test 30 " true ( To_test . test_30 ( ) ) |
let test_31 ( ) = Alcotest . ( check bool ) " test 31 " true ( To_test . test_31 ( ) ) |
let test_32 ( ) = Alcotest . ( check bool ) " test 32 " true ( To_test . test_32 ( ) ) |
let test_33 ( ) = Alcotest . ( check bool ) " test 33 " true ( To_test . test_33 ( ) ) |
let test_34 ( ) = Alcotest . ( check bool ) " test 34 " true ( To_test . test_34 ( ) ) |
let test_35 ( ) = Alcotest . ( check bool ) " test 35 " true ( To_test . test_35 ( ) ) |
let test_36 ( ) = Alcotest . ( check bool ) " test 36 " true ( To_test . test_36 ( ) ) |
let test_set = [ " test 01 " , ` Slow , test_01 ; " test 02 " , ` Slow , test_02 ; " test 03 " , ` Slow , test_03 ; " test 04 " , ` Slow , test_04 ; " test 05 " , ` Slow , test_05 ; " test 06 " , ` Slow , test_06 ; " test 07 " , ` Slow , test_07 ; " test 08 " , ` Slow , test_08 ; " test 09 " , ` Slow , test_09 ; " test 10 " , ` Slow , test_10 ; " test 11 " , ` Slow , test_11 ; " test 12 " , ` Slow , test_12 ; " test 13 " , ` Slow , test_13 ; " test 14 " , ` Slow , test_14 ; " test 15 " , ` Slow , test_15 ; " test 16 " , ` Slow , test_16 ; " test 17 " , ` Slow , test_17 ; " test 18 " , ` Slow , test_18 ; " test 19 " , ` Slow , test_19 ; " test 20 " , ` Slow , test_20 ; " test 21 " , ` Slow , test_21 ; " test 22 " , ` Slow , test_22 ; " test 23 " , ` Slow , test_23 ; " test 24 " , ` Slow , test_24 ; " test 25 " , ` Slow , test_25 ; " test 26 " , ` Slow , test_26 ; " test 27 " , ` Slow , test_27 ; " test 28 " , ` Slow , test_28 ; " test 29 " , ` Slow , test_29 ; " test 30 " , ` Slow , test_30 ; " test 31 " , ` Slow , test_31 ; " test 32 " , ` Slow , test_32 ; " test 33 " , ` Slow , test_33 ; " test 34 " , ` Slow , test_34 ; " test 35 " , ` Slow , test_35 ; " test 36 " , ` Slow , test_36 ] |
let matrix = Alcotest . testable ( fun _p _x -> ( ) ) M . equal |
let x0 = M . zeros Float64 3 4 |
let x1 = M . ones Float64 3 4 |
let x2 = M . sequential Float64 3 4 |
module To_test = struct let sequential ( ) = M . sequential Float64 3 4 let row_num x = M . row_num x let col_num x = M . col_num x let numel x = M . numel x let transpose ( ) = let y = M . zeros Float64 4 3 in let y = M . mapi ( fun i j _ -> i + ( M . row_num y * j ) |> float_of_int ) y in M . equal y ( M . transpose x2 ) let fill ( ) = let x = M . zeros Float64 3 4 in M . fill x 1 . ; x let get x = M . get x 1 2 let set ( ) = let x = M . zeros Float64 3 4 in M . set x 2 1 5 . ; M . get x 2 1 let row ( ) = Owl_dense_matrix_generic . of_arrays Float64 [ | [ | 4 . ; 5 . ; 6 . ; 7 . ] | ] | |> M . of_dense let col ( ) = Owl_dense_matrix_generic . of_arrays Float64 [ | [ | 1 . ] ; | [ | 5 . ] ; | [ | 9 . ] | ] | |> M . of_dense let trace x = M . trace x let sum x = M . sum x let exists x = M . exists ( fun a -> a = 6 . ) x let not_exists x = M . not_exists ( fun a -> a > 13 . ) x let for_all x = M . for_all ( fun a -> a < 11 . ) x let equal x y = M . equal x y let not_equal x y = M . not_equal x y let less ( ) = let x = M . ones Float64 3 4 in let y = M . ones Float64 3 4 in let y = M . mul_scalar y 2 . in M . less x y let greater ( ) = let x = M . ones Float64 3 4 in let y = M . ones Float64 3 4 in M . set y 0 0 0 . ; M . set y 0 1 2 . ; M . greater x y let greater_equal x = M . greater_equal x x let less_equal x = M . less_equal x x let is_zero x = M . is_zero x let is_positive x = M . is_positive x let is_negative x = M . is_negative x let is_nonnegative x = M . is_nonnegative x let is_nonpositive x = M . is_nonpositive x let add x = let y0 = M . mul_scalar x 2 . in let y1 = M . add x x in M . equal y0 y1 let mul x = let y0 = M . mul_scalar x 2 . in let m , n = M . shape x in let y1 = M . zeros Float64 m n in M . fill y1 2 . ; let y2 = M . mul x y1 in M . equal y0 y2 let dot ( ) = let x = M . sequential Float64 2 3 in let x = M . map ( ( . + ) 1 . ) x in let y = M . sequential Float64 3 2 in let y = M . map ( ( . + ) 1 . ) y in let a = M . dot x y in let b = Owl_dense_matrix_generic . of_arrays Float64 [ | [ | 22 . ; 28 . ] ; | [ | 49 . ; 64 . ] | ] | |> M . of_dense in M . equal a b let add_scalar ( ) = M . add_scalar x1 2 . |> M . sum = 36 . let mul_scalar ( ) = M . mul_scalar x1 2 . |> M . sum = 24 . let min ( ) = let x = M . add_scalar x2 1 . in M . min x = 0 . let max ( ) = let x = M . add_scalar x2 1 . in M . max x = 12 . let map ( ) = let x = M . ones Float64 3 4 in let y = M . sequential Float64 3 4 in let z0 = M . add x y in let z1 = M . map ( fun a -> a . + 1 . ) y in M . equal z0 z1 let fold x = M . fold ( . + ) 0 . x let foldi ( ) = let a = M . foldi ( fun i _ c a -> if i <> 0 then c . + a else c ) 0 . x2 in a = 60 . let foldi_nz ( ) = let a = M . foldi_nz ( fun i _ c a -> if i <> 2 then c . + a else c ) 0 . x2 in a = 28 . let filter ( ) = M . filter ( ( = ) 3 . ) x2 = [ | 0 , 3 ] | let fold_rows ( ) = let x = M . fold_rows ( fun c a -> M . add c a ) ( M . zeros Float64 1 4 ) x2 |> M . to_dense |> Owl_dense_matrix_generic . to_arrays in x = [ | [ | 12 . ; 15 . ; 18 . ; 21 . ] | ] | let fold_cols ( ) = let x = M . fold_cols ( fun c a -> M . add c a ) ( M . zeros Float64 3 1 ) x2 |> M . to_dense |> Owl_dense_matrix_generic . to_arrays in x = [ | [ | 6 . ] ; | [ | 22 . ] ; | [ | 38 . ] | ] | let sum_rows ( ) = let x = M . sum_rows x2 |> M . to_dense |> Owl_dense_matrix_generic . to_arrays in x = [ | [ | 12 . ; 15 . ; 18 . ; 21 . ] | ] | let sum_cols ( ) = let x = M . sum_cols x2 |> M . to_dense |> Owl_dense_matrix_generic . to_arrays in x = [ | [ | 6 . ] ; | [ | 22 . ] ; | [ | 38 . ] | ] | let of_array ( ) = let a = [ | [ | 0 ; 1 ] , | 1 . ; [ | 0 ; 2 ] , | 2 . ; [ | 0 ; 3 ] , | 3 . ; [ | 1 ; 0 ] , | 4 . ; [ | 1 ; 1 ] , | 5 . ; [ | 1 ; 2 ] , | 6 . ; [ | 1 ; 3 ] , | 7 . ; [ | 2 ; 0 ] , | 8 . ; [ | 2 ; 1 ] , | 9 . ; [ | 2 ; 2 ] , | 10 . ; [ | 2 ; 3 ] , | 11 . ] | in let y = M . of_array Float64 3 4 a in M . equal y x2 let save_load ( ) = M . save x2 " sp_mat . tmp " ; let y = M . load Float64 " sp_mat . tmp " in M . equal x2 y end |
let sequential ( ) = Alcotest . ( check matrix ) " sequential " x2 ( To_test . sequential ( ) ) |
let row_num ( ) = Alcotest . ( check int ) " row_num " 3 ( To_test . row_num x2 ) |
let col_num ( ) = Alcotest . ( check int ) " col_num " 4 ( To_test . col_num x0 ) |
let numel ( ) = Alcotest . ( check int ) " numel " 12 ( To_test . numel x0 ) |
let transpose ( ) = Alcotest . ( check bool ) " transpose " true ( To_test . transpose ( ) ) |
let get ( ) = Alcotest . ( check ( float eps ) ) " get " 6 . ( To_test . get x2 ) |
let set ( ) = Alcotest . ( check ( float eps ) ) " set " 5 . ( To_test . set ( ) ) |
let fill ( ) = Alcotest . ( check matrix ) " fill " x1 ( To_test . fill ( ) ) |
let row ( ) = Alcotest . ( check matrix ) " row " ( M . row x2 1 ) ( To_test . row ( ) ) |
let col ( ) = Alcotest . ( check matrix ) " col " ( M . col x2 1 ) ( To_test . col ( ) ) |
let trace ( ) = Alcotest . ( check ( float eps ) ) " trace " 15 . ( To_test . trace x2 ) |
let sum ( ) = Alcotest . ( check ( float eps ) ) " sum " 66 . ( To_test . sum x2 ) |
let exists ( ) = Alcotest . ( check bool ) " exits " true ( To_test . exists x2 ) |
let not_exists ( ) = Alcotest . ( check bool ) " not_exists " true ( To_test . not_exists x2 ) |
let for_all ( ) = Alcotest . ( check bool ) " for_all " false ( To_test . for_all x2 ) |
let equal ( ) = Alcotest . ( check bool ) " equal " true ( To_test . equal x1 ( M . map ( ( . + ) 1 . ) x0 ) ) |
let not_equal ( ) = Alcotest . ( check bool ) " not_equal " true ( To_test . not_equal x0 x1 ) |
let less ( ) = Alcotest . ( check bool ) " less " true ( To_test . less ( ) ) |
let greater ( ) = Alcotest . ( check bool ) " greater " false ( To_test . greater ( ) ) |
let greater_equal ( ) = Alcotest . ( check bool ) " greater_equal " true ( To_test . greater_equal x2 ) |
let less_equal ( ) = Alcotest . ( check bool ) " less_equal " true ( To_test . less_equal x2 ) |
let is_zero ( ) = Alcotest . ( check bool ) " is_zero " true ( To_test . is_zero x0 ) |
let is_positive ( ) = Alcotest . ( check bool ) " is_positive " true ( To_test . is_positive x1 ) |
let is_negative ( ) = Alcotest . ( check bool ) " is_negative " false ( To_test . is_negative x1 ) |
let is_nonnegative ( ) = Alcotest . ( check bool ) " is_nonnegative " true ( To_test . is_nonnegative x0 ) |
let is_nonpositive ( ) = Alcotest . ( check bool ) " is_nonpositive " true ( To_test . is_nonpositive x0 ) |
let add ( ) = Alcotest . ( check bool ) " add " true ( To_test . add x2 ) |
let mul ( ) = Alcotest . ( check bool ) " mul " true ( To_test . mul x2 ) |
let dot ( ) = Alcotest . ( check bool ) " dot " true ( To_test . dot ( ) ) |
let add_scalar ( ) = Alcotest . ( check bool ) " add_scalar " true ( To_test . add_scalar ( ) ) |
let mul_scalar ( ) = Alcotest . ( check bool ) " mul_scalar " true ( To_test . mul_scalar ( ) ) |
let min ( ) = Alcotest . ( check bool ) " min " true ( To_test . min ( ) ) |
let max ( ) = Alcotest . ( check bool ) " max " true ( To_test . max ( ) ) |
let map ( ) = Alcotest . ( check bool ) " map " true ( To_test . map ( ) ) |
let fold ( ) = Alcotest . ( check ( float eps ) ) " fold " ( M . sum x2 ) ( To_test . fold x2 ) |
let foldi ( ) = Alcotest . ( check bool ) " foldi " true ( To_test . foldi ( ) ) |
let foldi_nz ( ) = Alcotest . ( check bool ) " foldi_nz " true ( To_test . foldi_nz ( ) ) |
let filter ( ) = Alcotest . ( check bool ) " filter " true ( To_test . filter ( ) ) |
let fold_rows ( ) = Alcotest . ( check bool ) " fold_rows " true ( To_test . fold_rows ( ) ) |
let fold_cols ( ) = Alcotest . ( check bool ) " fold_cols " true ( To_test . fold_cols ( ) ) |
let sum_rows ( ) = Alcotest . ( check bool ) " sum_rows " true ( To_test . sum_rows ( ) ) |
let sum_cols ( ) = Alcotest . ( check bool ) " sum_cols " true ( To_test . sum_cols ( ) ) |
let of_array ( ) = Alcotest . ( check bool ) " of_array " true ( To_test . of_array ( ) ) |
let save_load ( ) = Alcotest . ( check bool ) " save_load " true ( To_test . save_load ( ) ) |
let test_set = [ " sequential " , ` Slow , sequential ; " row_num " , ` Slow , row_num ; " col_num " , ` Slow , col_num ; " numel " , ` Slow , numel ; " transpose " , ` Slow , transpose ; " get " , ` Slow , get ; " set " , ` Slow , set ; " row " , ` Slow , row ; " col " , ` Slow , col ; " fill " , ` Slow , fill ; " trace " , ` Slow , trace ; " sum " , ` Slow , sum ; " exists " , ` Slow , exists ; " not_exists " , ` Slow , not_exists ; " for_all " , ` Slow , for_all ; " equal " , ` Slow , equal ; " not_equal " , ` Slow , not_equal ; " less " , ` Slow , less ; " greater " , ` Slow , greater ; " greater_equal " , ` Slow , greater_equal ; " less_equal " , ` Slow , less_equal ; " is_zero " , ` Slow , is_zero ; " is_positive " , ` Slow , is_positive ; " is_negative " , ` Slow , is_negative ; " is_nonnegative " , ` Slow , is_nonnegative ; " is_nonpositive " , ` Slow , is_nonpositive ; " add " , ` Slow , add ; " mul " , ` Slow , mul ; " dot " , ` Slow , dot ; " add_scalar " , ` Slow , add_scalar ; " mul_scalar " , ` Slow , mul_scalar ; " min " , ` Slow , min ; " max " , ` Slow , max ; " map " , ` Slow , map ; " fold " , ` Slow , fold ; " foldi " , ` Slow , foldi ; " foldi_nz " , ` Slow , foldi_nz ; " filter " , ` Slow , filter ; " fold_rows " , ` Slow , fold_rows ; " fold_cols " , ` Slow , fold_cols ; " sum_rows " , ` Slow , sum_rows ; " sum_cols " , ` Slow , sum_cols ; " of_array " , ` Slow , of_array ; " save_load " , ` Slow , save_load ] |
let ndarray = Alcotest . testable ( fun _p ( _x : ( float , float64_elt ) M . t ) -> ( ) ) M . equal |
let x0 = M . zeros Float64 [ | 2 ; 2 ; 3 ] | |
let _ = M . set x0 [ | 0 ; 0 ; 1 ] | 1 . ; M . set x0 [ | 0 ; 1 ; 0 ] | 2 . ; M . set x0 [ | 1 ; 0 ; 0 ] | 3 . |
let x1 = M . zeros Float64 [ | 2 ; 2 ; 3 ] | |
let _ = M . set x1 [ | 0 ; 0 ; 1 ] | 1 . ; M . set x1 [ | 0 ; 0 ; 2 ] | 2 . ; M . set x1 [ | 0 ; 1 ; 1 ] | 3 . ; M . set x1 [ | 1 ; 0 ; 0 ] | 4 . |
let x2 = M . zeros Float64 [ | 2 ; 2 ; 3 ] | |
let _ = M . set x2 [ | 0 ; 0 ; 1 ] | 2 . ; M . set x2 [ | 0 ; 0 ; 2 ] | 2 . ; M . set x2 [ | 0 ; 1 ; 0 ] | 2 . ; M . set x2 [ | 0 ; 1 ; 1 ] | 3 . ; M . set x2 [ | 1 ; 0 ; 0 ] | 7 . |
module To_test = struct let shape ( ) = M . shape x0 = [ | 2 ; 2 ; 3 ] | let num_dims ( ) = M . num_dims x0 = 3 let nth_dim ( ) = M . nth_dim x0 2 = 3 let numel ( ) = M . numel x0 = 12 let nnz ( ) = M . nnz x0 = 3 let density ( ) = M . density x0 = 3 . . / 12 . let get ( ) = M . get x0 [ | 0 ; 1 ; 0 ] | = 2 . let set ( ) = let x = M . zeros Float64 [ | 2 ; 2 ; 3 ] | in M . set x [ | 1 ; 0 ; 1 ] | 5 . ; M . get x [ | 1 ; 0 ; 1 ] | = 5 . let slice ( ) = let y = M . slice [ | None ; Some 0 ; Some 0 ] | x0 in let z = M . zeros Float64 [ | 2 ] | in M . set z [ | 1 ] | 3 . ; M . equal y z let copy ( ) = M . copy x0 = x0 let map ( ) = M . map ( fun a -> a . + 1 . ) x0 |> M . sum = 18 . let map_nz ( ) = M . map_nz ( fun a -> a . + 1 . ) x0 |> M . sum = 9 . let fold ( ) = M . fold ( fun c a -> c . + a ) 0 . x0 = 6 . let foldi ( ) = let a = M . foldi ( fun i c a -> if i . ( 2 ) = 0 then c . + a else c ) 0 . x0 in a = 5 . let fold_nz ( ) = M . fold ~ axis [ :| None ; None ; Some 0 ] | ( fun c a -> c . + a ) 1 . x0 = 6 . let foldi_nz ( ) = M . fold ~ axis [ :| None ; None ; Some 0 ] | ( fun c a -> if a > 2 . then c . + a else c ) 1 . x0 = 4 . let add ( ) = M . equal ( M . add x0 x1 ) x2 let mul ( ) = M . mul x0 x1 |> M . sum = 13 . let add_scalar ( ) = M . add_scalar x0 2 . |> M . sum = 12 . let mul_scalar ( ) = M . mul_scalar x0 2 . |> M . sum = 12 . let abs ( ) = M . equal ( M . abs x0 ) x0 let neg ( ) = M . equal ( M . map ( fun a -> - 1 . . * a ) x0 ) ( M . neg x0 ) let sum ( ) = M . sum x0 = 6 . let min ( ) = M . min x0 = 0 . let max ( ) = M . max x0 = 3 . let is_zero ( ) = M . is_zero x0 let is_positive ( ) = M . is_positive x0 let is_negative ( ) = M . is_negative x0 let is_nonnegative ( ) = M . is_nonnegative x0 let equal ( ) = M . equal x0 x1 let greater ( ) = M . greater x2 x0 let greater_equal ( ) = M . greater_equal x2 x0 let filter ( ) = M . filter ( ( = ) 3 . ) x0 = [ | [ | 1 ; 0 ; 0 ] | ] | let filteri ( ) = M . filteri ( fun i a -> i . ( 2 ) = 1 && a = 3 . ) x1 = [ | [ | 0 ; 1 ; 1 ] | ] | let filteri_nz ( ) = M . filteri ( fun i a -> i . ( 0 ) = 1 && a = 4 . ) x1 = [ | [ | 1 ; 0 ; 0 ] | ] | let transpose ( ) = let y = M . copy x0 in let y = M . transpose y in M . get y [ | 1 ; 0 ; 0 ] | = 1 . && M . get y [ | 0 ; 1 ; 0 ] | = 2 . && M . get y [ | 0 ; 0 ; 1 ] | = 3 . let flatten ( ) = M . get ( M . flatten x0 ) [ | 3 ] | = 2 . let reshape ( ) = M . get ( M . reshape x0 [ | 2 ; 3 ; 2 ] ) | [ | 0 ; 1 ; 1 ] | = 2 . let of_array ( ) = let a = [ | [ | 0 ; 0 ; 1 ] , | 1 . ; [ | 0 ; 1 ; 0 ] , | 2 . ; [ | 1 ; 0 ; 0 ] , | 3 . ] | in let y = M . of_array Float64 [ | 2 ; 2 ; 3 ] | a in M . equal y x0 let save_load ( ) = M . save x0 " ds_nda . tmp " ; let y = M . load Float64 " ds_nda . tmp " in M . equal x0 y end |
let shape ( ) = Alcotest . ( check bool ) " shape " true ( To_test . shape ( ) ) |
let num_dims ( ) = Alcotest . ( check bool ) " num_dims " true ( To_test . num_dims ( ) ) |
let nth_dim ( ) = Alcotest . ( check bool ) " nth_dim " true ( To_test . nth_dim ( ) ) |
let numel ( ) = Alcotest . ( check bool ) " numel " true ( To_test . numel ( ) ) |
let nnz ( ) = Alcotest . ( check bool ) " nnz " true ( To_test . nnz ( ) ) |
let density ( ) = Alcotest . ( check bool ) " density " true ( To_test . density ( ) ) |
let get ( ) = Alcotest . ( check bool ) " get " true ( To_test . get ( ) ) |
let set ( ) = Alcotest . ( check bool ) " set " true ( To_test . set ( ) ) |
let slice ( ) = Alcotest . ( check bool ) " slice " true ( To_test . slice ( ) ) |
let copy ( ) = Alcotest . ( check bool ) " copy " true ( To_test . copy ( ) ) |
let map ( ) = Alcotest . ( check bool ) " map " true ( To_test . map ( ) ) |
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