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AllenGeng
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OCaml_program_corpus

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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_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 ]
module Make ( N : Ndarray_Algodiff with type elt = float ) = struct let tolerance_f64 = 1e - 8 let tolerance_f32 = 5e - 4 let close a b = N . ( sub a b |> abs |> sum ' ) < tolerance_f32 let test_maxpool2d input_shape kernel stride pad = let inp = N . sequential ~ a : 1 . input_shape in N . max_pool2d ~ padding : pad inp kernel stride let test_avgpool2d input_shape kernel stride pad = let inp = N . sequential ~ a : 1 . input_shape in N . avg_pool2d ~ padding : pad inp kernel stride let test_maxpool2d_back input_shape kernel stride pad = let input = N . sequential ~ a : 1 . input_shape in let output = N . max_pool2d ~ padding : pad input kernel stride in let output_shape = N . shape output in let output ' = N . sequential ~ a : 1 . output_shape in N . max_pool2d_backward pad input kernel stride output ' let test_avgpool2d_back input_shape kernel stride pad = let input = N . sequential ~ a : 1 . input_shape in let output = N . avg_pool2d ~ padding : pad input kernel stride in let output_shape = N . shape output in let output ' = N . sequential ~ a : 1 . output_shape in N . avg_pool2d_backward pad input kernel stride output ' let verify_value fn input_shape kernel stride pad expected = let a = fn input_shape kernel stride pad in let output_shape = N . shape a in let b = N . of_array expected output_shape in close a b module To_test_forward = struct let fun00 ( ) = let expected = [ | 13 . ; 14 . ; 15 . ] | in verify_value test_maxpool2d [ | 1 ; 3 ; 3 ; 3 ] | [ | 2 ; 2 ] | [ | 2 ; 2 ] | VALID expected let fun01 ( ) = let expected = [ | 13 . ; 14 . ; 15 . ; 16 . ; 17 . ; 18 . ] | in verify_value test_maxpool2d [ | 1 ; 2 ; 3 ; 3 ] | [ | 2 ; 2 ] | [ | 2 ; 2 ] | SAME expected let fun02 ( ) = let expected = [ | 2 . ; 2 . ; 4 . ; 4 . ] | in verify_value test_maxpool2d [ | 1 ; 2 ; 2 ; 1 ] | [ | 1 ; 2 ] | [ | 1 ; 1 ] | SAME expected let fun03 ( ) = let expected = [ | 6 . ; 8 . ; 10 . ; 12 . ; 14 . ; 16 . ] | in verify_value test_maxpool2d [ | 1 ; 4 ; 4 ; 1 ] | [ | 2 ; 2 ] | [ | 1 ; 2 ] | VALID expected let fun04 ( ) = let expected = [ | 6 . ; 7 . ; 8 . ; 14 . ; 15 . ; 16 . ] | in verify_value test_maxpool2d [ | 1 ; 4 ; 4 ; 1 ] | [ | 2 ; 2 ] | [ | 2 ; 1 ] | VALID expected let fun05 ( ) = let expected = [ | 21 . ; 22 . ; 23 . ; 24 . ; 29 . ; 30 . ; 31 . ; 32 . ; 53 . ; 54 . ; 55 . ; 56 . ; 61 . ; 62 . ; 63 . ; 64 . ] | in verify_value test_maxpool2d [ | 1 ; 4 ; 4 ; 4 ] | [ | 2 ; 2 ] | [ | 2 ; 2 ] | SAME expected let fun06 ( ) = let expected = [ | 145 . ; 146 . ; 147 . ; 148 . ; 149 . ; 150 . ; 151 . ; 152 . ; 161 . ; 162 . ; 163 . ; 164 . ; 165 . ; 166 . ; 167 . ; 168 . ; 177 . ; 178 . ; 179 . ; 180 . ; 181 . ; 182 . ; 183 . ; 184 . ; 185 . ; 186 . ; 187 . ; 188 . ; 189 . ; 190 . ; 191 . ; 192 . ; 273 . ; 274 . ; 275 . ; 276 . ; 277 . ; 278 . ; 279 . ; 280 . ; 289 . ; 290 . ; 291 . ; 292 . ; 293 . ; 294 . ; 295 . ; 296 . ; 305 . ; 306 . ; 307 . ; 308 . ; 309 . ; 310 . ; 311 . ; 312 . ; 313 . ; 314 . ; 315 . ; 316 . ; 317 . ; 318 . ; 319 . ; 320 . ; 401 . ; 402 . ; 403 . ; 404 . ; 405 . ; 406 . ; 407 . ; 408 . ; 417 . ; 418 . ; 419 . ; 420 . ; 421 . ; 422 . ; 423 . ; 424 . ; 433 . ; 434 . ; 435 . ; 436 . ; 437 . ; 438 . ; 439 . ; 440 . ; 441 . ; 442 . ; 443 . ; 444 . ; 445 . ; 446 . ; 447 . ; 448 . ; 465 . ; 466 . ; 467 . ; 468 . ; 469 . ; 470 . ; 471 . ; 472 . ; 481 . ; 482 . ; 483 . ; 484 . ; 485 . ; 486 . ; 487 . ; 488 . ; 497 . ; 498 . ; 499 . ; 500 . ; 501 . ; 502 . ; 503 . ; 504 . ; 505 . ; 506 . ; 507 . ; 508 . ; 509 . ; 510 . ; 511 . ; 512 . ] | in verify_value test_maxpool2d [ | 1 ; 8 ; 8 ; 8 ] | [ | 3 ; 3 ] | [ | 2 ; 2 ] | SAME expected let fun07 ( ) = let expected = [ | 9 . ; 12 . ; 30 . ; 33 . ] | in verify_value test_maxpool2d [ | 1 ; 7 ; 7 ; 1 ] | [ | 2 ; 2 ] | [ | 3 ; 3 ] | VALID expected let fun08 ( ) = let expected = [ | 1 . ; 3 . ; 7 . ; 9 . ] | in verify_value test_maxpool2d [ | 1 ; 3 ; 3 ; 1 ] | [ | 1 ; 1 ] | [ | 2 ; 2 ] | SAME expected let fun09 ( ) = let expected = [ | 1 . ; 3 . ; 9 . ; 11 . ] | in verify_value test_maxpool2d [ | 1 ; 4 ; 4 ; 1 ] | [ | 1 ; 1 ] | [ | 2 ; 2 ] | SAME expected let fun10 ( ) = let expected = [ | 7 . ; 8 . ; 9 . ] | in verify_value test_avgpool2d [ | 1 ; 3 ; 3 ; 3 ] | [ | 2 ; 2 ] | [ | 2 ; 2 ] | VALID expected let fun11 ( ) = let expected = [ | 7 . ; 8 . ; 9 . ; 11 . 5 ; 12 . 5 ; 13 . 5 ] | in verify_value test_avgpool2d [ | 1 ; 2 ; 3 ; 3 ] | [ | 2 ; 2 ] | [ | 2 ; 2 ] | SAME expected end module To_test_maxpool2d_back = struct let fun00 ( ) = let expected = [ | 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 1 . ; 2 . ; 3 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ] | in verify_value test_maxpool2d_back [ | 1 ; 3 ; 3 ; 3 ] | [ | 2 ; 2 ] | [ | 2 ; 2 ] | VALID expected let fun01 ( ) = let expected = [ | 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 1 . ; 2 . ; 3 . ; 4 . ; 5 . ; 6 . ] | in verify_value test_maxpool2d_back [ | 1 ; 2 ; 3 ; 3 ] | [ | 2 ; 2 ] | [ | 2 ; 2 ] | SAME expected let fun02 ( ) = let expected = [ | 0 . ; 3 . ; 0 . ; 7 . ] | in verify_value test_maxpool2d_back [ | 1 ; 2 ; 2 ; 1 ] | [ | 1 ; 2 ] | [ | 1 ; 1 ] | SAME expected let fun03 ( ) = let expected = [ | 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 1 . ; 0 . ; 2 . ; 0 . ; 3 . ; 0 . ; 4 . ; 0 . ; 5 . ; 0 . ; 6 . ] | in verify_value test_maxpool2d_back [ | 1 ; 4 ; 4 ; 1 ] | [ | 2 ; 2 ] | [ | 1 ; 2 ] | VALID expected let fun04 ( ) = let expected = [ | 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 1 . ; 2 . ; 3 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 4 . ; 5 . ; 6 . ] | in verify_value test_maxpool2d_back [ | 1 ; 4 ; 4 ; 1 ] | [ | 2 ; 2 ] | [ | 2 ; 1 ] | VALID expected let fun05 ( ) = let expected = [ | 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 1 . ; 2 . ; 3 . ; 4 . ; 0 . ; 0 . ; 0 . ; 0 . ; 5 . ; 6 . ; 7 . ; 8 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 9 . ; 10 . ; 11 . ; 12 . ; 0 . ; 0 . ; 0 . ; 0 . ; 13 . ; 14 . ; 15 . ; 16 . ] | in verify_value test_maxpool2d_back [ | 1 ; 4 ; 4 ; 4 ] | [ | 2 ; 2 ] | [ | 2 ; 2 ] | SAME expected end module To_test_avgpool2d_back = struct let fun00 ( ) = let expected = [ | 0 . 25 ; 0 . 5 ; 0 . 75 ; 0 . 25 ; 0 . 5 ; 0 . 75 ; 0 . ; 0 . ; 0 . ; 0 . 25 ; 0 . 5 ; 0 . 75 ; 0 . 25 ; 0 . 5 ; 0 . 75 ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ] | in verify_value test_avgpool2d_back [ | 1 ; 3 ; 3 ; 3 ] | [ | 2 ; 2 ] | [ | 2 ; 2 ] | VALID expected let fun01 ( ) = let expected = [ | 0 . 25 ; 0 . 5 ; 0 . 75 ; 0 . 25 ; 0 . 5 ; 0 . 75 ; 2 . ; 2 . 5 ; 3 . ; 0 . 25 ; 0 . 5 ; 0 . 75 ; 0 . 25 ; 0 . 5 ; 0 . 75 ; 2 . ; 2 . 5 ; 3 . ] | in verify_value test_avgpool2d_back [ | 1 ; 2 ; 3 ; 3 ] | [ | 2 ; 2 ] | [ | 2 ; 2 ] | SAME expected let fun02 ( ) = let expected = [ | 0 . 5 ; 2 . 5 ; 1 . 5 ; 5 . 5 ] | in verify_value test_avgpool2d_back [ | 1 ; 2 ; 2 ; 1 ] | [ | 1 ; 2 ] | [ | 1 ; 1 ] | SAME expected let fun03 ( ) = let expected = [ | 0 . 25 ; 0 . 25 ; 0 . 5 ; 0 . 5 ; 1 . ; 1 . ; 1 . 5 ; 1 . 5 ; 2 . ; 2 . ; 2 . 5 ; 2 . 5 ; 1 . 25 ; 1 . 25 ; 1 . 5 ; 1 . 5 ] | in verify_value test_avgpool2d_back [ | 1 ; 4 ; 4 ; 1 ] | [ | 2 ; 2 ] | [ | 1 ; 2 ] | VALID expected let fun04 ( ) = let expected = [ | 0 . 25 ; 0 . 75 ; 1 . 25 ; 0 . 75 ; 0 . 25 ; 0 . 75 ; 1 . 25 ; 0 . 75 ; 1 . ; 2 . 25 ; 2 . 75 ; 1 . 5 ; 1 . ; 2 . 25 ; 2 . 75 ; 1 . 5 ] | in verify_value test_avgpool2d_back [ | 1 ; 4 ; 4 ; 1 ] | [ | 2 ; 2 ] | [ | 2 ; 1 ] | VALID expected let fun05 ( ) = let expected = [ | 0 . 25 ; 0 . 5 ; 0 . 75 ; 1 . ; 0 . 25 ; 0 . 5 ; 0 . 75 ; 1 . ; 1 . 25 ; 1 . 5 ; 1 . 75 ; 2 . ; 1 . 25 ; 1 . 5 ; 1 . 75 ; 2 . ; 0 . 25 ; 0 . 5 ; 0 . 75 ; 1 . ; 0 . 25 ; 0 . 5 ; 0 . 75 ; 1 . ; 1 . 25 ; 1 . 5 ; 1 . 75 ; 2 . ; 1 . 25 ; 1 . 5 ; 1 . 75 ; 2 . ; 2 . 25 ; 2 . 5 ; 2 . 75 ; 3 . ; 2 . 25 ; 2 . 5 ; 2 . 75 ; 3 . ; 3 . 25 ; 3 . 5 ; 3 . 75 ; 4 . ; 3 . 25 ; 3 . 5 ; 3 . 75 ; 4 . ; 2 . 25 ; 2 . 5 ; 2 . 75 ; 3 . ; 2 . 25 ; 2 . 5 ; 2 . 75 ; 3 . ; 3 . 25 ; 3 . 5 ; 3 . 75 ; 4 . ; 3 . 25 ; 3 . 5 ; 3 . 75 ; 4 . ] | in verify_value test_avgpool2d_back [ | 1 ; 4 ; 4 ; 4 ] | [ | 2 ; 2 ] | [ | 2 ; 2 ] | SAME expected end let fun_forward00 ( ) = Alcotest . ( check bool ) " fun_forward00 " true ( To_test_forward . fun00 ( ) ) let fun_forward01 ( ) = Alcotest . ( check bool ) " fun_forward01 " true ( To_test_forward . fun01 ( ) ) let fun_forward02 ( ) = Alcotest . ( check bool ) " fun_forward02 " true ( To_test_forward . fun02 ( ) ) let fun_forward03 ( ) = Alcotest . ( check bool ) " fun_forward03 " true ( To_test_forward . fun03 ( ) ) let fun_forward04 ( ) = Alcotest . ( check bool ) " fun_forward04 " true ( To_test_forward . fun04 ( ) ) let fun_forward05 ( ) = Alcotest . ( check bool ) " fun_forward05 " true ( To_test_forward . fun05 ( ) ) let fun_forward06 ( ) = Alcotest . ( check bool ) " fun_forward06 " true ( To_test_forward . fun06 ( ) ) let fun_forward07 ( ) = Alcotest . ( check bool ) " fun_forward07 " true ( To_test_forward . fun07 ( ) ) let fun_forward08 ( ) = Alcotest . ( check bool ) " fun_forward08 " true ( To_test_forward . fun08 ( ) ) let fun_forward09 ( ) = Alcotest . ( check bool ) " fun_forward09 " true ( To_test_forward . fun09 ( ) ) let fun_forward10 ( ) = Alcotest . ( check bool ) " fun_forward10 " true ( To_test_forward . fun10 ( ) ) let fun_forward11 ( ) = Alcotest . ( check bool ) " fun_forward11 " true ( To_test_forward . fun11 ( ) ) let fun_max2d_back00 ( ) = Alcotest . ( check bool ) " fun_max2d_back00 " true ( To_test_maxpool2d_back . fun00 ( ) ) let fun_max2d_back01 ( ) = Alcotest . ( check bool ) " fun_max2d_back01 " true ( To_test_maxpool2d_back . fun01 ( ) ) let fun_max2d_back02 ( ) = Alcotest . ( check bool ) " fun_max2d_back02 " true ( To_test_maxpool2d_back . fun02 ( ) ) let fun_max2d_back03 ( ) = Alcotest . ( check bool ) " fun_max2d_back03 " true ( To_test_maxpool2d_back . fun03 ( ) ) let fun_max2d_back04 ( ) = Alcotest . ( check bool ) " fun_max2d_back04 " true ( To_test_maxpool2d_back . fun04 ( ) ) let fun_max2d_back05 ( ) = Alcotest . ( check bool ) " fun_max2d_back05 " true ( To_test_maxpool2d_back . fun05 ( ) ) let fun_avg2d_back00 ( ) = Alcotest . ( check bool ) " fun_avg2d_back00 " true ( To_test_avgpool2d_back . fun00 ( ) ) let fun_avg2d_back01 ( ) = Alcotest . ( check bool ) " fun_avg2d_back01 " true ( To_test_avgpool2d_back . fun01 ( ) ) let fun_avg2d_back02 ( ) = Alcotest . ( check bool ) " fun_avg2d_back02 " true ( To_test_avgpool2d_back . fun02 ( ) ) let fun_avg2d_back03 ( ) = Alcotest . ( check bool ) " fun_avg2d_back03 " true ( To_test_avgpool2d_back . fun03 ( ) ) let fun_avg2d_back04 ( ) = Alcotest . ( check bool ) " fun_avg2d_back04 " true ( To_test_avgpool2d_back . fun04 ( ) ) let fun_avg2d_back05 ( ) = Alcotest . ( check bool ) " fun_avg2d_back05 " true ( To_test_avgpool2d_back . fun05 ( ) ) let test_set = [ " fun_forward00 " , ` Slow , fun_forward00 ; " fun_forward01 " , ` Slow , fun_forward01 ; " fun_forward02 " , ` Slow , fun_forward02 ; " fun_forward03 " , ` Slow , fun_forward03 ; " fun_forward04 " , ` Slow , fun_forward04 ; " fun_forward05 " , ` Slow , fun_forward05 ; " fun_forward06 " , ` Slow , fun_forward06 ; " fun_forward07 " , ` Slow , fun_forward07 ; " fun_forward08 " , ` Slow , fun_forward08 ; " fun_forward09 " , ` Slow , fun_forward09 ; " fun_forward10 " , ` Slow , fun_forward10 ; " fun_forward11 " , ` Slow , fun_forward11 ; " fun_max2d_back00 " , ` Slow , fun_max2d_back00 ; " fun_max2d_back01 " , ` Slow , fun_max2d_back01 ; " fun_max2d_back02 " , ` Slow , fun_max2d_back02 ; " fun_max2d_back03 " , ` Slow , fun_max2d_back03 ; " fun_max2d_back04 " , ` Slow , fun_max2d_back04 ; " fun_max2d_back05 " , ` Slow , fun_max2d_back05 ; " fun_avg2d_back00 " , ` Slow , fun_avg2d_back00 ; " fun_avg2d_back01 " , ` Slow , fun_avg2d_back01 ; " fun_avg2d_back02 " , ` Slow , fun_avg2d_back02 ; " fun_avg2d_back03 " , ` Slow , fun_avg2d_back03 ; " fun_avg2d_back04 " , ` Slow , fun_avg2d_back04 ; " fun_avg2d_back05 " , ` Slow , fun_avg2d_back05 ] end
module Make ( N : Ndarray_Algodiff with type elt = float ) = struct let tolerance_f64 = 1e - 8 let tolerance_f32 = 5e - 4 let close a b = N . ( sub a b |> abs |> sum ' ) < tolerance_f32 let test_maxpool3d input_shape kernel stride pad = let inp = N . sequential ~ a : 1 . input_shape in N . max_pool3d ~ padding : pad inp kernel stride let test_avgpool3d input_shape kernel stride pad = let inp = N . sequential ~ a : 1 . input_shape in N . avg_pool3d ~ padding : pad inp kernel stride let test_maxpool3d_back input_shape kernel stride pad = let input = N . sequential ~ a : 1 . input_shape in let output = N . max_pool3d ~ padding : pad input kernel stride in let output_shape = N . shape output in let output ' = N . sequential ~ a : 1 . output_shape in N . max_pool3d_backward pad input kernel stride output ' let test_avgpool3d_back input_shape kernel stride pad = let input = N . sequential ~ a : 1 . input_shape in let output = N . avg_pool3d ~ padding : pad input kernel stride in let output_shape = N . shape output in let output ' = N . sequential ~ a : 1 . output_shape in N . avg_pool3d_backward pad input kernel stride output ' let verify_value fn input_shape kernel stride pad expected = let a = fn input_shape kernel stride pad in let output_shape = N . shape a in let b = N . of_array expected output_shape in close a b module To_test_pool3d = struct let fun00 ( ) = let expected = [ | 20 . 5 ; 21 . 5 ; 22 . 5 ] | in verify_value test_avgpool3d [ | 1 ; 3 ; 3 ; 3 ; 3 ] | [ | 2 ; 2 ; 2 ] | [ | 2 ; 2 ; 2 ] | VALID expected let fun01 ( ) = let expected = [ | 20 . 5 ; 21 . 5 ; 22 . 5 ; 26 . 5 ; 27 . 5 ; 28 . 5 ] | in verify_value test_avgpool3d [ | 1 ; 2 ; 2 ; 4 ; 3 ] | [ | 2 ; 2 ; 2 ] | [ | 2 ; 2 ; 2 ] | SAME expected let fun02 ( ) = let expected = [ | 1 . 5 ; 4 . 5 ; 7 . 5 ; 17 . 5 ; 20 . 5 ; 23 . 5 ; 33 . 5 ; 36 . 5 ; 39 . 5 ] | in verify_value test_avgpool3d [ | 1 ; 5 ; 8 ; 1 ; 1 ] | [ | 1 ; 2 ; 3 ] | [ | 2 ; 3 ; 1 ] | SAME expected let fun03 ( ) = let expected = [ | 40 . 0 ; 41 . 0 ; 42 . 0 ] | in verify_value test_maxpool3d [ | 1 ; 3 ; 3 ; 3 ; 3 ] | [ | 2 ; 2 ; 2 ] | [ | 2 ; 2 ; 2 ] | VALID expected let fun04 ( ) = let expected = [ | 31 . ; 32 . ; 33 . ; 34 . ; 35 . ; 36 . ] | in verify_value test_maxpool3d [ | 1 ; 2 ; 2 ; 3 ; 3 ] | [ | 2 ; 2 ; 2 ] | [ | 2 ; 2 ; 2 ] | SAME expected let fun05 ( ) = let expected = [ | 2 . ; 5 . ; 8 . ; 18 . ; 21 . ; 24 . ; 34 . ; 37 . ; 40 . ] | in verify_value test_maxpool3d [ | 1 ; 5 ; 8 ; 1 ; 1 ] | [ | 1 ; 2 ; 3 ] | [ | 2 ; 3 ; 1 ] | SAME expected let fun06 ( ) = let expected = [ | 1 . ; 3 . ; 7 . ; 9 . ; 19 . ; 21 . ; 25 . ; 27 . ] | in verify_value test_maxpool3d [ | 1 ; 3 ; 3 ; 3 ; 1 ] | [ | 1 ; 1 ; 1 ] | [ | 2 ; 2 ; 2 ] | SAME expected let fun07 ( ) = let expected = [ | 58 . ; 61 . ; 79 . ; 82 . ; 205 . ; 208 . ; 226 . ; 229 . ] | in verify_value test_maxpool3d [ | 1 ; 7 ; 7 ; 7 ; 1 ] | [ | 2 ; 2 ; 2 ] | [ | 3 ; 3 ; 3 ] | VALID expected let fun08 ( ) = let expected = [ | 1 . ; 3 . ; 7 . ; 9 . ; 19 . ; 21 . ; 25 . ; 27 . ] | in verify_value test_avgpool3d [ | 1 ; 3 ; 3 ; 3 ; 1 ] | [ | 1 ; 1 ; 1 ] | [ | 2 ; 2 ; 2 ] | SAME expected let fun09 ( ) = let expected = [ | 29 . 5 ; 32 . 5 ; 50 . 5 ; 53 . 5 ; 176 . 5 ; 179 . 5 ; 197 . 5 ; 200 . 5 ] | in verify_value test_avgpool3d [ | 1 ; 7 ; 7 ; 7 ; 1 ] | [ | 2 ; 2 ; 2 ] | [ | 3 ; 3 ; 3 ] | VALID expected end module To_test_maxpool3d_back = struct let fun00 ( ) = let expected = [ | 1 . ; 2 . ; 3 . ; 4 . ; 5 . ; 6 . ; 7 . ; 8 . ; 9 . ; 10 . ; 11 . ; 12 . ; 13 . ; 14 . ; 15 . ; 16 . ; 17 . ; 18 . ; 19 . ; 20 . ; 21 . ; 22 . ; 23 . ; 24 . ; 25 . ; 26 . ; 27 . ] | in verify_value test_maxpool3d_back [ | 1 ; 3 ; 3 ; 3 ; 1 ] | [ | 1 ; 1 ; 1 ] | [ | 1 ; 1 ; 1 ] | VALID expected let fun01 ( ) = let expected = [ | 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 1 . ; 2 . ; 3 . ; 4 . ; 5 . ; 0 . ; 6 . ; 7 . ; 8 . ; 9 . ; 10 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 11 . ; 12 . ; 13 . ; 14 . ; 15 . ; 0 . ; 16 . ; 17 . ; 18 . ; 19 . ; 20 . ] | in verify_value test_maxpool3d_back [ | 1 ; 3 ; 3 ; 6 ; 1 ] | [ | 2 ; 2 ; 2 ] | [ | 1 ; 1 ; 1 ] | VALID expected let fun02 ( ) = let expected = [ | 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 1 . ; 2 . ; 3 . ; 4 . ; 5 . ; 6 . ; 0 . ; 7 . ; 8 . ; 9 . ; 10 . ; 11 . ; 12 . ; 0 . ; 13 . ; 14 . ; 15 . ; 16 . ; 17 . ; 18 . ; 0 . ; 19 . ; 20 . ; 21 . ; 22 . ; 23 . ; 24 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 25 . ; 26 . ; 27 . ; 28 . ; 29 . ; 30 . ; 0 . ; 31 . ; 32 . ; 33 . ; 34 . ; 35 . ; 36 . ; 0 . ; 37 . ; 38 . ; 39 . ; 40 . ; 41 . ; 42 . ; 0 . ; 43 . ; 44 . ; 45 . ; 46 . ; 47 . ; 48 . ] | in verify_value test_maxpool3d_back [ | 1 ; 3 ; 5 ; 7 ; 1 ] | [ | 2 ; 2 ; 2 ] | [ | 1 ; 1 ; 1 ] | VALID expected let fun03 ( ) = let expected = [ | 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 1 . ; 2 . ] | in verify_value test_maxpool3d_back [ | 1 ; 2 ; 2 ; 2 ; 2 ] | [ | 2 ; 2 ; 2 ] | [ | 2 ; 2 ; 2 ] | VALID expected let fun04 ( ) = let expected = [ | 1 . ; 2 . ; 3 . ; 4 . ; 5 . ; 6 . ; 7 . ; 8 . ; 9 . ; 10 . ; 11 . ; 12 . ; 13 . ; 14 . ; 15 . ; 16 . ; 17 . ; 18 . ; 19 . ; 20 . ; 21 . ; 22 . ; 23 . ; 24 . ] | in verify_value test_maxpool3d_back [ | 1 ; 3 ; 2 ; 4 ; 1 ] | [ | 1 ; 1 ; 1 ] | [ | 1 ; 1 ; 1 ] | SAME expected let fun05 ( ) = let expected = [ | 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 6 . ; 8 . ; 22 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 60 . ; 64 . ; 140 . ] | in verify_value test_maxpool3d_back [ | 1 ; 3 ; 2 ; 4 ; 1 ] | [ | 2 ; 2 ; 2 ] | [ | 1 ; 1 ; 1 ] | SAME expected let fun06 ( ) = let expected = [ | 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 1 . ; 0 . ; 2 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 3 . ; 0 . ; 4 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 5 . ; 0 . ; 6 . ] | in verify_value test_maxpool3d_back [ | 1 ; 5 ; 2 ; 4 ; 1 ] | [ | 2 ; 2 ; 2 ] | [ | 2 ; 2 ; 2 ] | SAME expected let fun07 ( ) = let expected = [ | 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 1 . ; 2 . ; 3 . ; 4 . ; 5 . ; 13 . ; 0 . ; 23 . ; 25 . ; 27 . ; 29 . ; 31 . ; 68 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 0 . ; 65 . ; 67 . ; 69 . ; 71 . ; 73 . ; 152 . ; 0 . ; 172 . ; 176 . ; 180 . ; 184 . ; 188 . ; 388 . ] | in verify_value test_maxpool3d_back [ | 1 ; 3 ; 3 ; 7 ; 1 ] | [ | 3 ; 3 ; 3 ] | [ | 1 ; 1 ; 1 ] | SAME expected end module To_test_avgpool3d_back = struct let fun00 ( ) = let expected = [ | 1 . ; 2 . ; 3 . ; 4 . ; 5 . ; 6 . ; 7 . ; 8 . ; 9 . ; 10 . ; 11 . ; 12 . ; 13 . ; 14 . ; 15 . ; 16 . ; 17 . ; 18 . ; 19 . ; 20 . ; 21 . ; 22 . ; 23 . ; 24 . ; 25 . ; 26 . ; 27 . ] | in verify_value test_avgpool3d_back [ | 1 ; 3 ; 3 ; 3 ; 1 ] | [ | 1 ; 1 ; 1 ] | [ | 1 ; 1 ; 1 ] | VALID expected let fun01 ( ) = let expected = [ | 0 . 125 ; 0 . 375 ; 0 . 25 ; 0 . 5 ; 1 . 25 ; 0 . 75 ; 0 . 375 ; 0 . 875 ; 0 . 5 ; 0 . 75 ; 1 . 75 ; 1 . ; 2 . ; 4 . 5 ; 2 . 5 ; 1 . 25 ; 2 . 75 ; 1 . 5 ; 0 . 625 ; 1 . 375 ; 0 . 75 ; 1 . 5 ; 3 . 25 ; 1 . 75 ; 0 . 875 ; 1 . 875 ; 1 . ] | in verify_value test_avgpool3d_back [ | 1 ; 3 ; 3 ; 3 ; 1 ] | [ | 2 ; 2 ; 2 ] | [ | 1 ; 1 ; 1 ] | VALID expected let fun02 ( ) = let expected = [ | 0 . 125 ; 0 . 25 ; 0 . 125 ; 0 . 25 ; 0 . 125 ; 0 . 25 ; 0 . 125 ; 0 . 25 ; 0 . 125 ; 0 . 25 ; 0 . 125 ; 0 . 25 ; 0 . 125 ; 0 . 25 ; 0 . 125 ; 0 . 25 ] | in verify_value test_avgpool3d_back [ | 1 ; 2 ; 2 ; 2 ; 2 ] | [ | 2 ; 2 ; 2 ] | [ | 2 ; 2 ; 2 ] | VALID expected let fun03 ( ) = let expected = [ | 1 . ; 2 . ; 3 . ; 4 . ; 5 . ; 6 . ; 7 . ; 8 . ; 9 . ; 10 . ; 11 . ; 12 . ; 13 . ; 14 . ; 15 . ; 16 . ; 17 . ; 18 . ; 19 . ; 20 . ; 21 . ; 22 . ; 23 . ; 24 . ] | in verify_value test_avgpool3d_back [ | 1 ; 3 ; 2 ; 4 ; 1 ] | [ | 1 ; 1 ; 1 ] | [ | 1 ; 1 ; 1 ] | SAME expected let fun04 ( ) = let expected = [ | 0 . 125 ; 0 . 625 ; 0 . 875 ; 3 . 375 ; 1 . 375 ; 4 . 875 ; 5 . 625 ; 19 . 125 ] | in verify_value test_avgpool3d_back [ | 1 ; 2 ; 2 ; 2 ; 1 ] | [ | 2 ; 2 ; 2 ] | [ | 1 ; 1 ; 1 ] | SAME expected let fun05 ( ) = let expected = [ | 0 . 125 ; 0 . 125 ; 0 . 25 ; 0 . 25 ; 0 . 125 ; 0 . 125 ; 0 . 25 ; 0 . 25 ; 0 . 125 ; 0 . 125 ; 0 . 25 ; 0 . 25 ; 0 . 125 ; 0 . 125 ; 0 . 25 ; 0 . 25 ; 0 . 375 ; 0 . 375 ; 0 . 5 ; 0 . 5 ; 0 . 375 ; 0 . 375 ; 0 . 5 ; 0 . 5 ; 0 . 375 ; 0 . 375 ; 0 . 5 ; 0 . 5 ; 0 . 375 ; 0 . 375 ; 0 . 5 ; 0 . 5 ; 1 . 25 ; 1 . 25 ; 1 . 5 ; 1 . 5 ; 1 . 25 ; 1 . 25 ; 1 . 5 ; 1 . 5 ] | in verify_value test_avgpool3d_back [ | 1 ; 5 ; 2 ; 4 ; 1 ] | [ | 2 ; 2 ; 2 ] | [ | 2 ; 2 ; 2 ] | SAME expected let fun06 ( ) = let expected = [ | 7 . 29166651 ; 10 . 57870388 ; 9 . 86111164 ; 10 . 55555534 ; 11 . 25 ; 14 . 05092716 ; 10 . 30092621 ; 15 . 55555439 ; 22 . 37036705 ; 20 . 44444466 ; 21 . 55555725 ; 22 . 66666603 ; 27 . 92592621 ; 20 . 37037277 ; 12 . 15277767 ; 17 . 38426018 ; 15 . 69444466 ; 16 . 38888931 ; 17 . 08333397 ; 20 . 85648346 ; 15 . 16203785 ; 23 . 33333397 ; 33 . 25925827 ; 29 . 77777863 ; 30 . 8888855 ; 31 . 99999809 ; 38 . 81481552 ; 28 . 14814758 ; 43 . 55555344 ; 61 . 92592621 ; 55 . 11110687 ; 56 . 88888931 ; 58 . 66666794 ; 70 . 81481934 ; 51 . 25925827 ; 31 . 11111259 ; 44 . 1481514 ; 39 . 11111069 ; 40 . 22221756 ; 41 . 33333969 ; 49 . 70370483 ; 35 . 92592621 ; 21 . 875 ; 30 . 99537086 ; 27 . 36111259 ; 28 . 05555534 ; 28 . 75000191 ; 34 . 46759415 ; 24 . 88425827 ; 38 . 88888931 ; 55 . 0370369 ; 48 . 44444275 ; 49 . 55554962 ; 50 . 66666794 ; 60 . 59259033 ; 43 . 70370483 ; 26 . 73611259 ; 37 . 80093002 ; 33 . 19444275 ; 33 . 88888931 ; 34 . 58333588 ; 41 . 27314758 ; 29 . 74537086 ] | in verify_value test_avgpool3d_back [ | 1 ; 3 ; 3 ; 7 ; 1 ] | [ | 3 ; 3 ; 3 ] | [ | 1 ; 1 ; 1 ] | SAME expected end let fun_forward00 ( ) = Alcotest . ( check bool ) " fun_forward00 " true ( To_test_pool3d . fun00 ( ) ) let fun_forward01 ( ) = Alcotest . ( check bool ) " fun_forward01 " true ( To_test_pool3d . fun01 ( ) ) let fun_forward02 ( ) = Alcotest . ( check bool ) " fun_forward02 " true ( To_test_pool3d . fun02 ( ) ) let fun_forward03 ( ) = Alcotest . ( check bool ) " fun_forward03 " true ( To_test_pool3d . fun03 ( ) ) let fun_forward04 ( ) = Alcotest . ( check bool ) " fun_forward04 " true ( To_test_pool3d . fun04 ( ) ) let fun_forward05 ( ) = Alcotest . ( check bool ) " fun_forward05 " true ( To_test_pool3d . fun05 ( ) ) let fun_forward06 ( ) = Alcotest . ( check bool ) " fun_forward06 " true ( To_test_pool3d . fun06 ( ) ) let fun_forward07 ( ) = Alcotest . ( check bool ) " fun_forward07 " true ( To_test_pool3d . fun07 ( ) ) let fun_forward08 ( ) = Alcotest . ( check bool ) " fun_forward08 " true ( To_test_pool3d . fun08 ( ) ) let fun_forward09 ( ) = Alcotest . ( check bool ) " fun_forward09 " true ( To_test_pool3d . fun09 ( ) ) let fun_max3d_back00 ( ) = Alcotest . ( check bool ) " fun_max3d_back00 " true ( To_test_maxpool3d_back . fun00 ( ) ) let fun_max3d_back01 ( ) = Alcotest . ( check bool ) " fun_max3d_back01 " true ( To_test_maxpool3d_back . fun01 ( ) ) let fun_max3d_back02 ( ) = Alcotest . ( check bool ) " fun_max3d_back02 " true ( To_test_maxpool3d_back . fun02 ( ) ) let fun_max3d_back03 ( ) = Alcotest . ( check bool ) " fun_max3d_back03 " true ( To_test_maxpool3d_back . fun03 ( ) ) let fun_max3d_back04 ( ) = Alcotest . ( check bool ) " fun_max3d_back04 " true ( To_test_maxpool3d_back . fun04 ( ) ) let fun_max3d_back05 ( ) = Alcotest . ( check bool ) " fun_max3d_back05 " true ( To_test_maxpool3d_back . fun05 ( ) ) let fun_max3d_back06 ( ) = Alcotest . ( check bool ) " fun_max3d_back06 " true ( To_test_maxpool3d_back . fun06 ( ) ) let fun_max3d_back07 ( ) = Alcotest . ( check bool ) " fun_max3d_back07 " true ( To_test_maxpool3d_back . fun07 ( ) ) let fun_avg3d_back00 ( ) = Alcotest . ( check bool ) " fun_avg3d_back00 " true ( To_test_avgpool3d_back . fun00 ( ) ) let fun_avg3d_back01 ( ) = Alcotest . ( check bool ) " fun_avg3d_back01 " true ( To_test_avgpool3d_back . fun01 ( ) ) let fun_avg3d_back02 ( ) = Alcotest . ( check bool ) " fun_avg3d_back02 " true ( To_test_avgpool3d_back . fun02 ( ) ) let fun_avg3d_back03 ( ) = Alcotest . ( check bool ) " fun_avg3d_back03 " true ( To_test_avgpool3d_back . fun03 ( ) ) let fun_avg3d_back04 ( ) = Alcotest . ( check bool ) " fun_avg3d_back04 " true ( To_test_avgpool3d_back . fun04 ( ) ) let fun_avg3d_back05 ( ) = Alcotest . ( check bool ) " fun_avg3d_back05 " true ( To_test_avgpool3d_back . fun05 ( ) ) let fun_avg3d_back06 ( ) = Alcotest . ( check bool ) " fun_avg3d_back06 " true ( To_test_avgpool3d_back . fun06 ( ) ) let test_set = [ " fun_forward00 " , ` Slow , fun_forward00 ; " fun_forward01 " , ` Slow , fun_forward01 ; " fun_forward02 " , ` Slow , fun_forward02 ; " fun_forward03 " , ` Slow , fun_forward03 ; " fun_forward04 " , ` Slow , fun_forward04 ; " fun_forward05 " , ` Slow , fun_forward05 ; " fun_forward06 " , ` Slow , fun_forward06 ; " fun_forward07 " , ` Slow , fun_forward07 ; " fun_forward08 " , ` Slow , fun_forward08 ; " fun_forward09 " , ` Slow , fun_forward09 ; " fun_max3d_back00 " , ` Slow , fun_max3d_back00 ; " fun_max3d_back01 " , ` Slow , fun_max3d_back01 ; " fun_max3d_back02 " , ` Slow , fun_max3d_back02 ; " fun_max3d_back03 " , ` Slow , fun_max3d_back03 ; " fun_max3d_back04 " , ` Slow , fun_max3d_back04 ; " fun_max3d_back05 " , ` Slow , fun_max3d_back05 ; " fun_max3d_back06 " , ` Slow , fun_max3d_back06 ; " fun_max3d_back07 " , ` Slow , fun_max3d_back07 ; " fun_avg3d_back00 " , ` Slow , fun_avg3d_back00 ; " fun_avg3d_back01 " , ` Slow , fun_avg3d_back01 ; " fun_avg3d_back02 " , ` Slow , fun_avg3d_back02 ; " fun_avg3d_back03 " , ` Slow , fun_avg3d_back03 ; " fun_avg3d_back04 " , ` Slow , fun_avg3d_back04 ; " fun_avg3d_back05 " , ` Slow , fun_avg3d_back05 ; " fun_avg3d_back06 " , ` Slow , fun_avg3d_back06 ] end
let ndarray = Alcotest . testable ( fun _p ( _x : ( float , float64_elt ) M . t ) -> ( ) ) M . equal
let blackman_reference = M . zeros Float64 [ | 4 ] |
let hamming_reference = M . zeros Float64 [ | 4 ] |
let hann_reference = M . zeros Float64 [ | 4 ] |
let _ = M . set blackman_reference [ | 0 ] | 0 . ; M . set blackman_reference [ | 1 ] | 0 . 63 ; M . set blackman_reference [ | 2 ] | 0 . 63 ; M . set blackman_reference [ | 3 ] | 0 . ; M . set hamming_reference [ | 0 ] | 0 . 08 ; M . set hamming_reference [ | 1 ] | 0 . 77 ; M . set hamming_reference [ | 2 ] | 0 . 77 ; M . set hamming_reference [ | 3 ] | 0 . 08 ; M . set hann_reference [ | 0 ] | 0 . ; M . set hann_reference [ | 1 ] | 0 . 75 ; M . set hann_reference [ | 2 ] | 0 . 75 ; M . set hann_reference [ | 3 ] | 0 .
module To_test = struct let blackman ( ) = let b = blackman 4 in let max_err = ( Arr . map2 ( fun x y -> x . - y ) blackman_reference b |> Arr . abs |> Arr . max |> Arr . get ) [ | 0 ] | in max_err < 1e - 5 let hamming ( ) = let h = hamming 4 in let max_err = ( Arr . map2 ( fun x y -> x . - y ) hamming_reference h |> Arr . abs |> Arr . max |> Arr . get ) [ | 0 ] | in max_err < 1e - 5 let hann ( ) = let h = hann 4 in let max_err = ( Arr . map2 ( fun x y -> x . - y ) hann_reference h |> Arr . abs |> Arr . max |> Arr . get ) [ | 0 ] | in max_err < 1e - 5 let freqz ( ) = let freqz_ref = M . zeros Complex64 [ | 4 ] | in let freqz_num = M . zeros Float64 [ | 4 ] | in let freqz_den = M . zeros Float64 [ | 4 ] | in M . set freqz_num [ | 0 ] | ( 1 . . / 6 . ) ; M . set freqz_num [ | 1 ] | 0 . 5 ; M . set freqz_num [ | 2 ] | 0 . 5 ; M . set freqz_num [ | 3 ] | ( 1 . . / 6 . ) ; M . set freqz_den [ | 0 ] | 1 . ; M . set freqz_den [ | 1 ] | 0 . ; M . set freqz_den [ | 2 ] | ( 1 . . / 3 . ) ; M . set freqz_den [ | 3 ] | 0 . ; M . set freqz_ref [ | 0 ] | { Complex . re = 1 . 0 ; im = 0 . 0 } ; M . set freqz_ref [ | 1 ] | { Complex . re = 0 . 6536 ; im = - 0 . 7536 } ; M . set freqz_ref [ | 2 ] | { Complex . re = - 0 . 5 ; im = - 0 . 5 } ; M . set freqz_ref [ | 3 ] | { Complex . re = - 0 . 0536 ; im = 0 . 0464 } ; let f = freqz ~ n : 4 ~ whole : false ( freqz_num |> M . to_array ) ( freqz_den |> M . to_array ) |> fun ( a , b ) -> b in let max_err = ( Owl_dense_ndarray . Z . map2 ( fun x a -> Complex . sub x a ) f freqz_ref |> Owl_dense_ndarray . Z . abs |> Owl_dense_ndarray . Z . max |> Owl_dense_ndarray . Z . re |> Arr . get ) [ | 0 ] | in max_err < 1e - 3 end
let blackman ( ) = Alcotest . ( check bool ) " blackman " true ( To_test . blackman ( ) )
let hamming ( ) = Alcotest . ( check bool ) " hamming " true ( To_test . hamming ( ) )
let hann ( ) = Alcotest . ( check bool ) " hann " true ( To_test . hann ( ) )
let freqz ( ) = Alcotest . ( check bool ) " freqz " true ( To_test . freqz ( ) )
let test_set = [ " blackman " , ` Slow , blackman ; " hamming " , ` Slow , hamming ; " hann " , ` Slow , hann ; " freqz " , ` Slow , freqz ]
module Make ( N : Ndarray_Compare with type elt = float ) = struct let x0 = N . sequential [ | 10 ] | let x1 = N . sequential [ | 10 ; 10 ] | let x2 = N . sequential [ | 10 ; 10 ; 10 ] | let x3 = N . sequential [ | 5 ; 5 ; 5 ; 5 ] | module To_test = struct let test_01 ( ) = let s = [ [ ] ] in let y = N . get_slice s x0 in N . equal y x0 let test_02 ( ) = let s = [ [ 3 ] ] in let y = N . get_slice s x0 in let z = N . of_array [ | 3 . ] | [ | 1 ] | in N . equal y z let test_03 ( ) = let s = [ [ 2 ; 5 ] ] in let y = N . get_slice s x0 in let z = N . of_array [ | 2 . ; 3 . ; 4 . ; 5 . ] | [ | 4 ] | in N . equal y z let test_04 ( ) = let s = [ [ 2 ; - 1 ; 3 ] ] in let y = N . get_slice s x0 in let z = N . of_array [ | 2 . ; 5 . ; 8 . ] | [ | 3 ] | in N . equal y z let test_05 ( ) = let s = [ [ - 2 ; 5 ] ] in let y = N . get_slice s x0 in let z = N . of_array [ | 8 . ; 7 . ; 6 . ; 5 . ] | [ | 4 ] | in N . equal y z let test_06 ( ) = let s = [ [ - 2 ; 4 ; - 2 ] ] in let y = N . get_slice s x0 in let z = N . of_array [ | 8 . ; 6 . ; 4 . ] | [ | 3 ] | in N . equal y z let test_07 ( ) = let s = [ [ ] ; [ ] ] in let y = N . get_slice s x1 in N . equal y x1 let test_08 ( ) = let s = [ [ 2 ] ; [ ] ] in let y = N . get_slice s x1 in let z = N . of_array [ | 20 . ; 21 . ; 22 . ; 23 . ; 24 . ; 25 . ; 26 . ; 27 . ; 28 . ; 29 . ] | [ | 1 ; 10 ] | in N . equal y z let test_09 ( ) = let s = [ [ 0 ; 5 ] ; [ ] ] in let y = N . get_slice s x1 in let z = N . sequential [ | 6 ; 10 ] | in N . equal y z let test_10 ( ) = let s = [ [ 0 ; 5 ; 2 ] ; [ ] ] in let y = N . get_slice s x1 in let z = N . of_array [ | 0 . ; 1 . ; 2 . ; 3 . ; 4 . ; 5 . ; 6 . ; 7 . ; 8 . ; 9 . ; 20 . ; 21 . ; 22 . ; 23 . ; 24 . ; 25 . ; 26 . ; 27 . ; 28 . ; 29 . ; 40 . ; 41 . ; 42 . ; 43 . ; 44 . ; 45 . ; 46 . ; 47 . ; 48 . ; 49 . ] | [ | 3 ; 10 ] | in N . equal y z let test_11 ( ) = let s = [ [ 5 ; 0 ; - 2 ] ; [ ] ] in let y = N . get_slice s x1 in let z = N . of_array [ | 50 . ; 51 . ; 52 . ; 53 . ; 54 . ; 55 . ; 56 . ; 57 . ; 58 . ; 59 . ; 30 . ; 31 . ; 32 . ; 33 . ; 34 . ; 35 . ; 36 . ; 37 . ; 38 . ; 39 . ; 10 . ; 11 . ; 12 . ; 13 . ; 14 . ; 15 . ; 16 . ; 17 . ; 18 . ; 19 . ] | [ | 3 ; 10 ] | in N . equal y z let test_12 ( ) = let s = [ [ 0 ; 5 ; 2 ] ; [ 1 ; 5 ] ] in let y = N . get_slice s x1 in let z = N . of_array [ | 1 . ; 2 . ; 3 . ; 4 . ; 5 . ; 21 . ; 22 . ; 23 . ; 24 . ; 25 . ; 41 . ; 42 . ; 43 . ; 44 . ; 45 . ] | [ | 3 ; 5 ] | in N . equal y z let test_13 ( ) = let s = [ [ 0 ; 5 ; 2 ] ; [ 1 ; 5 ; 3 ] ] in let y = N . get_slice s x1 in let z = N . of_array [ | 1 . ; 4 . ; 21 . ; 24 . ; 41 . ; 44 . ] | [ | 3 ; 2 ] | in N . equal y z let test_14 ( ) = let s = [ [ 0 ; 5 ; 2 ] ; [ - 5 ; 1 ] ] in let y = N . get_slice s x1 in let z = N . of_array [ | 5 . ; 4 . ; 3 . ; 2 . ; 1 . ; 25 . ; 24 . ; 23 . ; 22 . ; 21 . ; 45 . ; 44 . ; 43 . ; 42 . ; 41 . ] | [ | 3 ; 5 ] | in N . equal y z let test_15 ( ) = let s = [ [ 0 ; 5 ; 2 ] ; [ - 5 ; 1 ; - 2 ] ] in let y = N . get_slice s x1 in let z = N . of_array [ | 5 . ; 3 . ; 1 . ; 25 . ; 23 . ; 21 . ; 45 . ; 43 . ; 41 . ] | [ | 3 ; 3 ] | in N . equal y z let test_16 ( ) = let s = [ [ ] ; [ ] ; [ ] ] in let y = N . get_slice s x2 in N . equal y x2 let test_17 ( ) = let s = [ [ 0 ] ; [ ] ; [ ] ] in let y = N . get_slice s x2 in let z = N . sequential [ | 1 ; 10 ; 10 ] | in N . equal y z let test_18 ( ) = let s = [ [ 1 ] ; [ 2 ] ; [ ] ] in let y = N . get_slice s x2 in let z = N . of_array [ | 120 . ; 121 . ; 122 . ; 123 . ; 124 . ; 125 . ; 126 . ; 127 . ; 128 . ; 129 . ] | [ | 1 ; 1 ; 10 ] | in N . equal y z let test_19 ( ) = let s = [ [ 0 ; 5 ; 3 ] ; [ 0 ; 5 ; 3 ] ; [ 0 ; 2 ] ] in let y = N . get_slice s x2 in let z = N . of_array [ | 0 . ; 1 . ; 2 . ; 30 . ; 31 . ; 32 . ; 300 . ; 301 . ; 302 . ; 330 . ; 331 . ; 332 . ] | [ | 2 ; 2 ; 3 ] | in N . equal y z let test_20 ( ) = let s = [ [ 1 ] ; [ 2 ] ; [ 3 ] ] in let y = N . get_slice s x2 in let z = N . of_array [ | 123 . ] | [ | 1 ; 1 ; 1 ] | in N . equal y z let test_21 ( ) = let s = [ [ - 1 ; 0 ] ; [ - 1 ; 0 ] ; [ - 1 ; 0 ] ] in let y = N . get_slice s x2 in let z = N . reverse x2 in N . equal y z let test_22 ( ) = let s = [ [ - 1 ; 0 ] ; [ - 1 ; 0 ] ; [ - 1 ; 0 ] ; [ - 1 ; 0 ] ] in let y = N . get_slice s x3 in let z = N . reverse x3 in N . equal y z let test_23 ( ) = let s = [ [ 0 ; 2 ] ] in let x = N . copy x0 in let y = N . of_array [ | 2 . ; 3 . ; 5 . ] | [ | 3 ] | in N . set_slice s x y ; let z = N . of_array [ | 2 . ; 3 . ; 5 . ; 3 . ; 4 . ; 5 . ; 6 . ; 7 . ; 8 . ; 9 . ] | [ | 10 ] | in N . equal x z let test_24 ( ) = let s = [ [ 5 ; 3 ] ] in let x = N . copy x0 in let y = N . of_array [ | 2 . ; 3 . ; 5 . ] | [ | 3 ] | in N . set_slice s x y ; let z = N . of_array [ | 0 . ; 1 . ; 2 . ; 5 . ; 3 . ; 2 . ; 6 . ; 7 . ; 8 . ; 9 . ] | [ | 10 ] | in N . equal x z let test_25 ( ) = let s = [ [ 2 ; 8 ; 3 ] ] in let x = N . copy x0 in let y = N . of_array [ | 2 . ; 3 . ; 5 . ] | [ | 3 ] | in N . set_slice s x y ; let z = N . of_array [ | 0 . ; 1 . ; 2 . ; 3 . ; 4 . ; 3 . ; 6 . ; 7 . ; 5 . ; 9 . ] | [ | 10 ] | in N . equal x z let test_26 ( ) = let s = [ [ - 1 ] ; [ - 1 ] ] in let x = N . copy x1 in let y = N . of_array [ | 0 . ] | [ | 1 ; 1 ] | in N . set_slice s x y ; let z = N . copy x1 in N . set z [ | 9 ; 9 ] | 0 . ; N . equal x z let test_27 ( ) = let s = [ [ 0 ; 9 ; 9 ] ; [ 0 ; 9 ; 9 ] ] in let x = N . copy x1 in let y = N . of_array [ | 5 . ; 6 . ; 7 . ; 8 . ] | [ | 2 ; 2 ] | in N . set_slice s x y ; let z = N . copy x1 in N . set z [ | 0 ; 0 ] | 5 . ; N . set z [ | 0 ; 9 ] | 6 . ; N . set z [ | 9 ; 0 ] | 7 . ; N . set z [ | 9 ; 9 ] | 8 . ; N . equal x z let test_28 ( ) = let s = [ [ - 1 ; 0 ; - 9 ] ; [ - 1 ; 0 ; - 9 ] ] in let x = N . copy x1 in let y = N . of_array [ | 5 . ; 6 . ; 7 . ; 8 . ] | [ | 2 ; 2 ] | in N . set_slice s x y ; let z = N . copy x1 in N . set z [ | 0 ; 0 ] | 8 . ; N . set z [ | 0 ; 9 ] | 7 . ; N . set z [ | 9 ; 0 ] | 6 . ; N . set z [ | 9 ; 9 ] | 5 . ; N . equal x z let test_29 ( ) = let s = [ [ - 1 ] ; [ - 1 ] ; [ - 2 ] ] in let x = N . copy x2 in let y = N . of_array [ | 5 . ] | [ | 1 ; 1 ; 1 ] | in N . set_slice s x y ; let z = N . copy x2 in N . set z [ | 9 ; 9 ; 8 ] | 5 . ; N . equal x z let test_30 ( ) = let s = [ [ - 1 ] ; [ 5 ; 6 ] ; [ 0 ] ] in let x = N . copy x2 in let y = N . of_array [ | 1 . ; 2 . ] | [ | 1 ; 2 ; 1 ] | in N . set_slice s x y ; let z = N . copy x2 in N . set z [ | 9 ; 5 ; 0 ] | 1 . ; N . set z [ | 9 ; 6 ; 0 ] | 2 . ; N . equal x z end let test_01 ( ) = Alcotest . ( check bool ) " test 01 " true ( To_test . test_01 ( ) ) let test_02 ( ) = Alcotest . ( check bool ) " test 02 " true ( To_test . test_02 ( ) ) let test_03 ( ) = Alcotest . ( check bool ) " test 03 " true ( To_test . test_03 ( ) ) let test_04 ( ) = Alcotest . ( check bool ) " test 04 " true ( To_test . test_04 ( ) ) let test_05 ( ) = Alcotest . ( check bool ) " test 05 " true ( To_test . test_05 ( ) ) let test_06 ( ) = Alcotest . ( check bool ) " test 06 " true ( To_test . test_06 ( ) ) 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_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 ] end
let x0 = Arr . sequential [ | 10 ] |
let x1 = Arr . sequential [ | 10 ; 10 ] |
let x2 = Arr . sequential [ | 10 ; 10 ; 10 ] |
let x3 = Arr . sequential [ | 5 ; 5 ; 5 ; 5 ] |
module To_test = struct let test_01 ( ) = let s = [ R [ ] ] in let y = Arr . get_fancy s x0 in Arr . ( y = x0 ) let test_02 ( ) = let s = [ L [ 1 ] ] in let y = Arr . get_fancy s x0 in let z = Arr . of_array [ | 1 . ] | [ | 1 ] | in Arr . ( y = z ) let test_03 ( ) = let s = [ L [ 5 ; 1 ; 2 ] ] in let y = Arr . get_fancy s x0 in let z = Arr . of_array [ | 5 . ; 1 . ; 2 . ] | [ | 3 ] | in Arr . ( y = z ) let test_04 ( ) = let s = [ R [ ] ; L [ 1 ] ] in let y = Arr . get_fancy s x1 in let z = Arr . of_array [ | 1 . ; 11 . ; 21 . ; 31 . ; 41 . ; 51 . ; 61 . ; 71 . ; 81 . ; 91 . ] | [ | 10 ; 1 ] | in Arr . ( y = z ) let test_05 ( ) = let s = [ R [ 2 ] ; L [ 1 ] ] in let y = Arr . get_fancy s x1 in let z = Arr . of_array [ | 21 . ] | [ | 1 ; 1 ] | in Arr . ( y = z ) let test_06 ( ) = let s = [ R [ 2 ; 3 ] ; L [ 5 ; 4 ] ] in let y = Arr . get_fancy s x1 in let z = Arr . of_array [ | 25 . ; 24 . ; 35 . ; 34 . ] | [ | 2 ; 2 ] | in Arr . ( y = z ) let test_07 ( ) = let s = [ L [ 3 ; 2 ] ; R [ 5 ; 4 ] ] in let y = Arr . get_fancy s x1 in let z = Arr . of_array [ | 35 . ; 34 . ; 25 . ; 24 . ] | [ | 2 ; 2 ] | in Arr . ( y = z ) let test_08 ( ) = let s = [ L [ - 1 ; - 2 ] ; L [ 5 ; 4 ] ] in let y = Arr . get_fancy s x1 in let z = Arr . of_array [ | 95 . ; 94 . ; 85 . ; 84 . ] | [ | 2 ; 2 ] | in Arr . ( y = z ) let test_09 ( ) = let s = [ I 5 ; L [ 5 ; 4 ] ] in let y = Arr . get_fancy s x1 in let z = Arr . of_array [ | 55 . ; 54 . ] | [ | 1 ; 2 ] | in Arr . ( y = z ) let test_10 ( ) = let s = [ L [ 5 ; 4 ] ; I ( - 4 ) ] in let y = Arr . get_fancy s x1 in let z = Arr . of_array [ | 56 . ; 46 . ] | [ | 2 ; 1 ] | in Arr . ( y = z ) let test_11 ( ) = let s = [ I 5 ; I ( - 4 ) ] in let y = Arr . get_fancy s x1 in let z = Arr . of_array [ | 56 . ] | [ | 1 ; 1 ] | in Arr . ( y = z ) let test_12 ( ) = let s = [ I 1 ; L [ 5 ] ; L [ - 4 ] ] in let y = Arr . get_fancy s x2 in let z = Arr . of_array [ | 156 . ] | [ | 1 ; 1 ; 1 ] | in Arr . ( y = z ) let test_13 ( ) = let s = [ I 1 ; I 5 ; I ( - 4 ) ] in let y = Arr . get_fancy s x2 in let z = Arr . of_array [ | 156 . ] | [ | 1 ; 1 ; 1 ] | in Arr . ( y = z ) let test_14 ( ) = let s = [ R [ 5 ; 5 ] ; L [ 6 ] ; L [ - 4 ] ] in let y = Arr . get_fancy s x2 in let z = Arr . of_array [ | 566 . ] | [ | 1 ; 1 ; 1 ] | in Arr . ( y = z ) let test_15 ( ) = let s = [ L [ 5 ] ; L [ 6 ] ; L [ - 4 ] ] in let y = Arr . get_fancy s x2 in let z = Arr . of_array [ | 566 . ] | [ | 1 ; 1 ; 1 ] | in Arr . ( y = z ) let test_16 ( ) = let s = [ L [ 5 ] ; L [ 6 ; - 1 ] ; L [ - 4 ] ] in let y = Arr . get_fancy s x2 in let z = Arr . of_array [ | 566 . ; 596 . ] | [ | 1 ; 2 ; 1 ] | in Arr . ( y = z ) let test_17 ( ) = let s = [ L [ 8 ; 5 ] ; L [ 6 ; - 1 ] ; L [ - 4 ] ] in let y = Arr . get_fancy s x2 in let z = Arr . of_array [ | 866 . ; 896 . ; 566 . ; 596 . ] | [ | 2 ; 2 ; 1 ] | in Arr . ( y = z ) let test_18 ( ) = let s = [ L [ 2 ] ; L [ 3 ] ; L [ - 1 ] ; L [ 1 ] ] in let y = Arr . get_fancy s x3 in let z = Arr . of_array [ | 346 . ] | [ | 1 ; 1 ; 1 ; 1 ] | in Arr . ( y = z ) let test_19 ( ) = let s = [ I 2 ; I 3 ; L [ - 1 ; 2 ] ; L [ 3 ; 1 ; 0 ] ] in let y = Arr . get_fancy s x3 in let z = Arr . of_array [ | 348 . ; 346 . ; 345 . ; 338 . ; 336 . ; 335 . ] | [ | 1 ; 1 ; 2 ; 3 ] | in Arr . ( y = z ) let test_20 ( ) = let s = [ L [ 2 ] ; R [ 3 ; 3 ] ; L [ - 1 ; 2 ] ; L [ 3 ; 1 ; 0 ] ] in let y = Arr . get_fancy s x3 in let z = Arr . of_array [ | 348 . ; 346 . ; 345 . ; 338 . ; 336 . ; 335 . ] | [ | 1 ; 1 ; 2 ; 3 ] | in Arr . ( y = z ) let test_21 ( ) = let s = [ I 1 ; I 2 ; I 3 ] in let y = Arr . get_fancy s x2 in let z = Arr . of_array [ | 123 . ] | [ | 1 ; 1 ; 1 ] | in Arr . ( y = z ) let test_22 ( ) = let s = [ I 1 ; I ( - 2 ) ; I 3 ] in let y = Arr . get_fancy s x2 in let z = Arr . of_array [ | 183 . ] | [ | 1 ; 1 ; 1 ] | in Arr . ( y = z ) let test_23 ( ) = let s = [ I 1 ; I ( - 2 ) ; I ( - 3 ) ] in let y = Arr . get_fancy s x2 in let z = Arr . of_array [ | 187 . ] | [ | 1 ; 1 ; 1 ] | in Arr . ( y = z ) let test_24 ( ) = let s = [ I ( - 1 ) ; I ( - 2 ) ; I ( - 3 ) ] in let y = Arr . get_fancy s x2 in let z = Arr . of_array [ | 987 . ] | [ | 1 ; 1 ; 1 ] | in Arr . ( y = z ) let test_25 ( ) = let s = [ L [ - 1 ] ; I 2 ; L [ - 3 ] ] in let y = Arr . get_fancy s x2 in let z = Arr . of_array [ | 927 . ] | [ | 1 ; 1 ; 1 ] | in Arr . ( y = z ) let test_26 ( ) = let s = [ R [ 3 ; 2 ] ; L [ 5 ; 4 ] ] in let y = Arr . get_fancy s x1 in let z = Arr . of_array [ | 35 . ; 34 . ; 25 . ; 24 . ] | [ | 2 ; 2 ] | in Arr . ( y = z ) let test_27 ( ) = let s = [ L [ 0 ; 1 ; 2 ] ] in let x = Arr . copy x0 in let y = Arr . of_array [ | 2 . ; 3 . ; 5 . ] | [ | 3 ] | in Arr . set_fancy s x y ; let z = Arr . of_array [ | 2 . ; 3 . ; 5 . ; 3 . ; 4 . ; 5 . ; 6 . ; 7 . ; 8 . ; 9 . ] | [ | 10 ] | in Arr . ( x = z ) let test_28 ( ) = let s = [ L [ 5 ; 4 ; 3 ] ] in let x = Arr . copy x0 in let y = Arr . of_array [ | 2 . ; 3 . ; 5 . ] | [ | 3 ] | in Arr . set_fancy s x y ; let z = Arr . of_array [ | 0 . ; 1 . ; 2 . ; 5 . ; 3 . ; 2 . ; 6 . ; 7 . ; 8 . ; 9 . ] | [ | 10 ] | in Arr . ( x = z ) let test_29 ( ) = let s = [ R [ 2 ; 8 ; 3 ] ] in let x = Arr . copy x0 in let y = Arr . of_array [ | 2 . ; 3 . ; 5 . ] | [ | 3 ] | in Arr . set_fancy s x y ; let z = Arr . of_array [ | 0 . ; 1 . ; 2 . ; 3 . ; 4 . ; 3 . ; 6 . ; 7 . ; 5 . ; 9 . ] | [ | 10 ] | in Arr . ( x = z ) let test_30 ( ) = let s = [ L [ - 1 ] ; R [ - 1 ] ] in let x = Arr . copy x1 in let y = Arr . of_array [ | 0 . ] | [ | 1 ; 1 ] | in Arr . set_fancy s x y ; let z = Arr . copy x1 in Arr . set z [ | 9 ; 9 ] | 0 . ; Arr . ( x = z ) let test_31 ( ) = let s = [ R [ 0 ; 9 ; 9 ] ; R [ 0 ; 9 ; 9 ] ] in let x = Arr . copy x1 in let y = Arr . of_array [ | 5 . ; 6 . ; 7 . ; 8 . ] | [ | 2 ; 2 ] | in Arr . set_fancy s x y ; let z = Arr . copy x1 in Arr . set z [ | 0 ; 0 ] | 5 . ; Arr . set z [ | 0 ; 9 ] | 6 . ; Arr . set z [ | 9 ; 0 ] | 7 . ; Arr . set z [ | 9 ; 9 ] | 8 . ; Arr . ( x = z ) let test_32 ( ) = let s = [ R [ - 1 ; 0 ; - 9 ] ; R [ - 1 ; 0 ; - 9 ] ] in let x = Arr . copy x1 in let y = Arr . of_array [ | 5 . ; 6 . ; 7 . ; 8 . ] | [ | 2 ; 2 ] | in Arr . set_fancy s x y ; let z = Arr . copy x1 in Arr . set z [ | 0 ; 0 ] | 8 . ; Arr . set z [ | 0 ; 9 ] | 7 . ; Arr . set z [ | 9 ; 0 ] | 6 . ; Arr . set z [ | 9 ; 9 ] | 5 . ; Arr . ( x = z ) let test_33 ( ) = let s = [ I ( - 1 ) ; L [ - 1 ] ; R [ - 2 ] ] in let x = Arr . copy x2 in let y = Arr . of_array [ | 5 . ] | [ | 1 ; 1 ; 1 ] | in Arr . set_fancy s x y ; let z = Arr . copy x2 in Arr . set z [ | 9 ; 9 ; 8 ] | 5 . ; Arr . ( x = z ) let test_34 ( ) = let s = [ I ( - 1 ) ; L [ 5 ; 6 ] ; L [ 0 ] ] in let x = Arr . copy x2 in let y = Arr . of_array [ | 1 . ; 2 . ] | [ | 1 ; 2 ; 1 ] | in Arr . set_fancy s x y ; let z = Arr . copy x2 in Arr . set z [ | 9 ; 5 ; 0 ] | 1 . ; Arr . set z [ | 9 ; 6 ; 0 ] | 2 . ; Arr . ( x = z ) let test_35 ( ) = let open Arr in let x = of_array [ | 0 . 5 ; 0 . 7 ] | [ | 2 ] | in let y = of_array [ | 0 . 8 ; 0 . 9 ; 1 . 1 ; 1 . 2 ] | [ | 2 ; 2 ] | in let v1 = l2norm ' ( x . { [ $ 1 ] } - of_array [ | 0 . 7 ] | [ | 1 ] ) | in let v2 = abs_float ( x . { % 1 } . - 0 . 7 ) in let v3 = abs_float ( y . { % 0 ; 1 } . - 0 . 9 ) in let v4 = l2norm ' ( y . { [ $ 0 ] ; [ 0 ; - 1 ] } - of_array [ | 0 . 8 ; 0 . 9 ] | [ | 2 ] ) | in Stdlib . ( v1 < 1e - 10 && v2 < 1e - 10 && v3 < 1e - 10 && v4 < 1e - 10 ) let test_36 ( ) = let open Mat in let x = gaussian 2 2 in Stdlib . ( x . { % 0 ; 1 } = x . { % 0 , 1 } ) end
let test_01 ( ) = Alcotest . ( check bool ) " test 01 " true ( To_test . test_01 ( ) )
let test_02 ( ) = Alcotest . ( check bool ) " test 02 " true ( To_test . test_02 ( ) )
let test_03 ( ) = Alcotest . ( check bool ) " test 03 " true ( To_test . test_03 ( ) )
let test_04 ( ) = Alcotest . ( check bool ) " test 04 " true ( To_test . test_04 ( ) )
let test_05 ( ) = Alcotest . ( check bool ) " test 05 " true ( To_test . test_05 ( ) )
let test_06 ( ) = Alcotest . ( check bool ) " test 06 " true ( To_test . test_06 ( ) )
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 )