Legend:
Page
Library
Module
Module type
Parameter
Class
Class type
Source
Page
Library
Module
Module type
Parameter
Class
Class type
Source
py_base.ml
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 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 772 773 774 775 776 777 778 779 780 781 782 783 784 785 786 787 788 789 790 791 792 793 794 795 796 797 798 799 800 801 802 803 804 805 806 807 808 809 810 811 812 813 814 815 816 817 818 819 820 821 822 823 824 825 826 827 828 829 830 831 832 833 834 835 836 837 838 839 840 841 842 843 844 845 846 847 848 849 850 851 852 853 854 855 856 857 858 859 860 861 862 863 864 865 866 867 868 869 870 871 872 873 874 875 876 877 878 879 880 881 882 883 884 885 886 887 888 889 890 891 892 893 894 895 896 897 898 899 900 901 902 903 904 905 906 907 908 909 910 911 912 913 914 915 916 917 918 919 920 921 922 923 924 925 926 927 928 929 930 931 932 933 934 935 936 937
open Ctypes include Init exception Invalid_type exception Invalid_object exception Python_error of string exception End_iteration let initialized = ref already_initialized type op = | LT | LE | EQ | NE | GT | GE module C = Init let maybe_raise_python_error () = if C._PyErr_Occurred () <> 0 then let ptype, pvalue, ptraceback = allocate_n pyobject ~count:1 , allocate_n pyobject ~count:1, allocate_n pyobject ~count:1 in let _ = C._PyErr_Fetch ptype pvalue ptraceback in let x = C._PyObject_Str !@pvalue in let res = C._PyUnicode_AsUTF8 x in C._Py_DecRef x; C._PyErr_Clear (); raise (Python_error res) let wrap x = if x = null then ( maybe_raise_python_error (); raise Invalid_object) else Gc.finalise C._Py_DecRef x; x let wrap_status x = if x = -1 then maybe_raise_python_error () else () let wrap_iter x = let err = C._PyErr_Occurred () = 1 in if x = null && not err then raise End_iteration else wrap x module PyList = struct let create l = let lst = C._PyList_New (List.length l |> Int64.of_int) in List.iteri (fun i x -> C._Py_IncRef x; wrap_status (C._PyList_SetItem lst (Int64.of_int i) x)) l; wrap lst let insert l i v = wrap_status (C._PyList_Insert l i v) let append l v = wrap_status (C._PyList_Append l v) let get_slice l s e = wrap (C._PyList_GetSlice l s e) let set_slice l s e v = wrap_status (C._PyList_SetSlice l s e v) let sort l = wrap_status (C._PyList_Sort l) let rev l = wrap_status (C._PyList_Reverse l) let tuple l = wrap (C._PyList_AsTuple l) end module PyTuple = struct let create l = let tpl = C._PyTuple_New (Array.length l |> Int64.of_int) in Array.iteri (fun i x -> C._Py_IncRef x; wrap_status (C._PyTuple_SetItem tpl (Int64.of_int i) x)) l; wrap tpl end module PySet = struct let create obj = wrap (C._PySet_New obj) end module PyUnicode = struct let create s = wrap (C._PyUnicode_FromStringAndSize s (String.length s |> Int64.of_int)) end module PyBytes = struct let create b = wrap (C._PyBytes_FromStringAndSize (Bytes.to_string b) (Bytes.length b |> Int64.of_int)) end module PyBuffer = struct type b = C.pybuffer type t = { buf : b; data : char CArray.t; } let create ?readonly:(readonly=true) obj = let b = allocate_n ~finalise:C._PyBuffer_Release C._Py_buffer ~count:1 in wrap_status (C._PyObject_GetBuffer obj b (if readonly then 0 else 1)); { buf = b; data = CArray.from_ptr (getf !@b C.buf) (getf !@b C.len |> Int64.to_int); } let get b i = CArray.get b.data i let set b i x = let ro = getf !@(b.buf) C.readonly in if ro <> 0 then CArray.set b.data i x let length a = getf !@(a.buf) C.len |> Int64.to_int let ndim a = getf !@(a.buf) C.ndim let strides a = let x = getf !@(a.buf) C.strides in let n = ndim a in CArray.from_ptr x n |> CArray.to_list |> Array.of_list let shape a = let x = getf !@(a.buf) C.shape in let n = ndim a in CArray.from_ptr x n |> CArray.to_list |> Array.of_list end module PyByteArray = struct let from_list x = wrap (C._PyByteArray_FromStringAndSize (CArray.of_list char x |> CArray.start) (List.length x |> Int64.of_int)) let create x = wrap (C._PyByteArray_FromObject x) let get_string x = let s = C._PyByteArray_AsString x in let len = C._PyByteArray_Size x in string_from_ptr s ~length:(Int64.to_int len) let get a i : char = let b = C._PyByteArray_AsString a in let b = CArray.from_ptr b (C._PyByteArray_Size a |> Int64.to_int) in CArray.get b i let set a i x = let b = C._PyByteArray_AsString a in let b = CArray.from_ptr b (C._PyByteArray_Size a |> Int64.to_int) in CArray.set b i x let length a = let b = C._PyByteArray_AsString a in let b = CArray.from_ptr b (C._PyByteArray_Size a |> Int64.to_int) in CArray.length b end module PyNumber = struct let create_int i = wrap (C._PyLong_FromLong i) let create_int64 i = wrap (C._PyLong_FromLongLong i) let create_float i = wrap (C._PyFloat_FromDouble i) let add a b = wrap (C._PyNumber_Add a b) let sub a b = wrap (C._PyNumber_Subtract a b) let mul a b = wrap (C._PyNumber_Multiply a b) let matmul a b = wrap (C._PyNumber_MatrixMultiply a b) let div a b = wrap (C._PyNumber_TrueDivide a b) let floor_div a b = wrap (C._PyNumber_FloorDivide a b) let divmod a b = wrap (C._PyNumber_Divmod a b) let rem a b = wrap (C._PyNumber_Remainder a b) let neg a = wrap (C._PyNumber_Negative a) let pos a = wrap (C._PyNumber_Positive a) let abs a = wrap (C._PyNumber_Absolute a) let invert a = wrap (C._PyNumber_Invert a) let power a b = wrap (C._PyNumber_Power a b) let lshift a b = wrap (C._PyNumber_Lshift a b) let rshift a b = wrap (C._PyNumber_Rshift a b) let band a b = wrap (C._PyNumber_And a b) let bor a b = wrap (C._PyNumber_Or a b) let bxor a b = wrap (C._PyNumber_Xor a b) let add_inplace a b = wrap (C._PyNumber_InPlaceAdd a b) let sub_inplace a b = wrap (C._PyNumber_InPlaceSubtract a b) let mul_inplace a b = wrap (C._PyNumber_InPlaceMultiply a b) let matmul_inplace a b = wrap (C._PyNumber_InPlaceMatrixMultiply a b) let div_inplace a b = wrap (C._PyNumber_InPlaceTrueDivide a b) let floor_div_inplace a b = wrap (C._PyNumber_InPlaceFloorDivide a b) let rem_inplace a b = wrap (C._PyNumber_InPlaceRemainder a b) let power_inplace a b = wrap (C._PyNumber_InPlacePower a b) let lshift_inplace a b = wrap (C._PyNumber_InPlaceLshift a b) let rshift_inplace a b = wrap (C._PyNumber_InPlaceRshift a b) let band_inplace a b = wrap (C._PyNumber_InPlaceAnd a b) let bor_inplace a b = wrap (C._PyNumber_InPlaceOr a b) let bxor_inplace a b = wrap (C._PyNumber_InPlaceXor a b) end module PyIter = struct type t = pyobject let get x : t = wrap (C._PyObject_GetIter x) let next x = wrap_iter (C._PyIter_Next x) let map fn x = let dst = ref [] in let _ = try while true do let n = next x in dst := fn n::!dst done with End_iteration -> () in List.rev !dst end module Object = struct (** PyObject handle *) type t = pyobject let is_null x = x = null let decref = C._Py_DecRef let incref = C._Py_IncRef let length obj = let l = C._PyObject_Length obj in if Int64.to_int l = -1 then maybe_raise_python_error (); l (* Type conversions *) let to_string a = let x = wrap (C._PyObject_Str a) in C._PyUnicode_AsUTF8 x let to_bytes a = let x = wrap (C._PyObject_Bytes a) in Bytes.of_string (C._PyBytes_AsString x) let to_int a = let i = C._PyLong_AsLong a in maybe_raise_python_error (); i let to_int64 a = let i = C._PyLong_AsLongLong a in maybe_raise_python_error (); i let to_float a = let f = C._PyFloat_AsDouble a in maybe_raise_python_error (); f let to_bool a = let b = C._PyObject_IsTrue a <> 0 in maybe_raise_python_error (); b let from_bool b = wrap (C._PyBool_FromLong (if b then 1 else 0)) let _none = C._Py_NoneStruct let none () = incref _none; _none let compare a b op = C._PyObject_RichCompareBool a b (Obj.magic op : int) let is_none x = compare x _none EQ (* Acessing attrs/items *) let get_item obj k = wrap (C._PyObject_GetItem obj k) let del_item obj k = wrap_status (C._PyObject_DelItem obj k) let set_item obj k v = wrap_status (C._PyObject_SetItem obj k v) let get_attr obj k = wrap (C._PyObject_GetAttr obj k) let set_attr obj k v = wrap_status (C._PyObject_SetAttr obj k v) let del_attr obj k = wrap_status (C._PyObject_SetAttr obj k null) let has_attr obj k = C._PyObject_HasAttr obj k let get_item_s obj k = wrap (C._PyObject_GetItem obj (PyUnicode.create k)) let del_item_s obj k = wrap_status (C._PyObject_DelItem obj (PyUnicode.create k)) let set_item_s obj k v = wrap_status (C._PyObject_SetItem obj (PyUnicode.create k) v) let get_attr_s obj k = wrap (C._PyObject_GetAttrString obj k) let set_attr_s obj k v = wrap_status (C._PyObject_SetAttr obj (PyUnicode.create k) v) let del_attr_s obj k = wrap_status (C._PyObject_SetAttr obj (PyUnicode.create k) null) let has_attr_s obj k = C._PyObject_HasAttr obj (PyUnicode.create k) let get_item_i obj k = wrap (C._PyObject_GetItem obj (PyNumber.create_int k)) let del_item_i obj k = wrap_status (C._PyObject_DelItem obj (PyNumber.create_int k)) let set_item_i obj k v = wrap_status (C._PyObject_SetItem obj (PyNumber.create_int k) v) let to_array fn x = let len = length x |> Int64.to_int in let arr = Array.make len null in for i = 0 to len - 1 do arr.(i) <- get_item x (PyNumber.create_int i) done; Array.map fn arr let to_list fn x = to_array fn x |> Array.to_list let contains x i = let res = C._PySequence_Contains x i in if res < 0 then let () = wrap_status res in false else res = 1 let concat a b = wrap (C._PySequence_Concat a b) let pp formatter t = let str = if is_null t then "PyNull" else try to_string t with _ -> "PyOpaque" in Format.open_box 0; Format.fprintf formatter "%s" str; Format.close_box () let to_c_ptr x = x let of_c_ptr x = x let capsule_c_pointer t str_option = let str_or_null = match str_option with | Some str -> CArray.of_string str |> CArray.start | None -> from_voidp char null in let ptr = C._PyCapsule_GetPointer t str_or_null in if ptr = null then ( maybe_raise_python_error (); raise Invalid_object; ) else ptr let pydict_create l = let d = C._PyDict_New () in List.iter (fun (k, v) -> wrap_status (C._PyObject_SetItem d k v)) l; wrap d (** Call a Python Object *) let call ?args:(args=[||]) ?kwargs fn = let kw = match kwargs with | Some k -> pydict_create k | None -> null in (* PyObject_Call segfaults on Python 3.7 when args is not a tuple rather than setting a proper error, so we enforce that this always uses a tuple. *) wrap (C._PyObject_Call fn (PyTuple.create args) kw) let call_method ?args ?kwargs t method_name = call (get_attr_s t method_name) ?args ?kwargs end module PyDict = struct let create = Object.pydict_create let contains d k = C._PyDict_Contains d k = 1 let copy d = wrap (C._PyDict_Copy d) let clear d = C._PyDict_Clear d let merge a b update = wrap_status (C._PyDict_Merge a b update) let dict_items x = wrap (C._PyDict_Items x) let dict_keys x = wrap (C._PyDict_Keys x) let dict_values x = wrap (C._PyDict_Values x) let items kf vf x = let keys = Object.to_list kf (dict_keys x) in let values = Object.to_list vf (dict_values x) in List.combine keys values let keys fn x = Object.to_list fn (dict_keys x) end let get_module_dict () = C._PyImport_GetModuleDict () module PyModule = struct let import name = wrap (C._PyImport_Import (PyUnicode.create name)) let set name m = let d = get_module_dict () in Object.set_item d (PyUnicode.create name) m let get name = wrap (C._PyImport_AddModule name) let get_dict name = wrap (C._PyModule_GetDict (get name)) let reload m = wrap (C._PyImport_ReloadModule m) let add_int m name v = wrap_status (C._PyModuleAddIntConstant m name v) let add_string m name v = wrap_status (C._PyModuleAddStringConstant m name v) let add_object m name obj = (* PyModule_AddObject steals the reference to obj so we first increase the refcount. *) Object.incref obj; wrap_status (C._PyModuleAddObject m name obj) let main () = get "__main__" end module PyCell = struct let create obj = wrap (C._PyCell_New obj) let get cell = wrap (C._PyCell_Get cell) let set cell v = wrap_status (C._PyCell_Set cell v) end module PySlice = struct let create a b c = wrap (C._PySlice_New a b c) end module PyWeakref = struct let new_ref ?callback:(callback=Object.none ()) obj = wrap (C._PyWeakref_NewRef obj callback) let new_proxy ?callback:(callback=Object.none ()) obj = wrap (C._PyWeakref_NewProxy obj callback) let get_object ref = wrap (C._PyWeakref_GetObject ref) end module PyThreadState = struct type t = C.thread let save () = C._PyEval_SaveThread () let restore thr = C._PyEval_RestoreThread thr let get () = C._PyThreadState_Get () let swap thr = C._PyThreadState_Swap thr let clear thr = C._PyThreadState_Clear thr let delete thr = clear thr; C._PyThreadState_Delete thr let get_dict thr = wrap (C._PyThreadState_GetDict thr) let next thr = C._PyThreadState_Next thr end let new_interpreter () = C._Py_NewInterpreter () let end_interpreter thr = C._Py_EndInterpreter thr type t = | Ptr of Object.t | Cell of Object.t | Nil | Bool of bool | Int of int | Int64 of int64 | Float of float | String of string | Bytes of Bytes.t | List of t list | Tuple of t array | Dict of (t * t) list | Set of t list | Slice of t * t * t let rec to_object = function | Ptr o -> o | Cell c -> PyCell.create c | Nil -> Object.none () | Bool b -> Object.from_bool b | Int i -> PyNumber.create_int i | Int64 i -> PyNumber.create_int64 i | Float f -> PyNumber.create_float f | String s -> PyUnicode.create s | Bytes b -> PyBytes.create b | List l -> PyList.create (List.map to_object l) | Tuple t -> PyTuple.create (Array.map to_object t) | Dict d -> PyDict.create (List.map (fun (k, v) -> to_object k, to_object v) d) | Set l -> PySet.create (PyList.create (List.map to_object l)) | Slice (a, b, c) -> PySlice.create (to_object a) (to_object b) (to_object c) let program_name : wchar_string option ref = ref None let finalize () = match !program_name with | Some p -> C._PyMem_RawFree p; program_name := None | None -> (); C._Py_Finalize (); initialized := false let wchar_s s = let s' = C._Py_DecodeLocale s null in Gc.finalise C._PyMem_RawFree s'; s' (** Initialize the Python interpreter *) let initialize ?initsigs:(initsigs=true) () = if not !initialized then let name = wchar_s Sys.argv.(0) in let _ = if name <> null then let _ = program_name := Some name in C._Py_SetProgramName name in let _ = C._Py_InitializeEx (if initsigs then 1 else 0) in let _ = C._PyEval_InitThreads () in let argv = allocate_n wchar_string ~count:1 in let _ = argv <-@ name in C._PySys_SetArgvEx 1 argv 1; initialized := true; at_exit finalize (** Execute a string in the global context returning false if an error occurs *) let exec s = not (C._PyRun_SimpleStringFlags s null) let globals () = let x = C._PyEval_GetGlobals () in if Object.is_null x then None else Some x let locals () = let x = C._PyEval_GetLocals () in if Object.is_null x then None else Some x let builtins () = C._PyEval_GetBuiltins () (** Evalute a string and return the result *) let eval ?globals ?locals s = let g = match globals with | Some x -> to_object x | None -> PyModule.get_dict "__main__" in let l = match locals with | Some x -> to_object x | None -> PyDict.create [] in wrap (C._PyRun_StringFlags s (258) g l null) let ( !$ ) obj = to_object obj let run fn ?kwargs:(kwargs=[]) args = Object.call fn ~args:(List.map to_object args |> Array.of_list) ~kwargs:(List.map (fun (key, value) -> !$ key, !$ value) kwargs) let ( $ ) fn args = run fn args let ( $. ) obj attr = Object.get_attr obj (!$attr) let ( <-$.) (obj, key) value = Object.set_attr obj (!$key) (!$value) let ( $| ) obj item = Object.get_item obj (!$item) let ( <-$| ) (obj, key) value = Object.set_item obj (!$key) (!$value) let append_path files = let sys = PyModule.import "sys" in let path = Object.get_attr_s sys "path" in let p = Object.to_list Object.to_string path @ files in Object.set_attr_s sys "path" (PyList.create (List.map PyUnicode.create p)) let prepend_path files = let sys = PyModule.import "sys" in let path = Object.get_attr_s sys "path" in let p = files @ Object.to_list Object.to_string path in Object.set_attr_s sys "path" (PyList.create (List.map PyUnicode.create p)) let pickle ?kwargs obj = let pickle = PyModule.import "pickle" in run (pickle $. String "dumps") ?kwargs [Ptr obj] |> Object.to_bytes let unpickle ?kwargs b = let pickle = PyModule.import "pickle" in run (pickle $. String "loads") ?kwargs [Bytes b] let print ?kwargs args = run (eval "print") args ?kwargs |> ignore (* Avoid the GC collecting the struct as Python does not seem to copy them. *) let all_methods = ref [] let c_function fn m ~name = let pymethod = allocate_n C._Py_method ~count:1 in all_methods := pymethod :: !all_methods; setf !@ pymethod ml_name name; setf !@ pymethod ml_meth fn; setf !@ pymethod ml_flags 1; setf !@ pymethod ml_doc "doc"; let name = to_object (String name) in wrap (_PyCFunction_New pymethod m name) module Numpy = struct (* Define some type aliases to match the numpy conventions. *) let npy_intp = intptr_t type npy_intp = Intptr.t let shape pyobject = Object.to_list Object.to_int (pyobject $. (String "shape")) type t = { get_version : unit -> Unsigned.uint; get_ptr : pyobject -> npy_intp ptr -> unit ptr; object_type : pyobject -> int -> int; new_array : pyobject -> int -> npy_intp ptr -> int -> npy_intp ptr -> unit ptr -> int -> int -> pyobject -> pyobject; array_type : pyobject; np : pyobject; } let is_available () = try let _ = PyModule.import "numpy" in true with _ -> false let init () = let np = PyModule.import "numpy" in let np_api = np $. String "core" $. String "multiarray" $. String "_ARRAY_API" in let np_api = Object.capsule_c_pointer np_api None in (* See [numpy/__multiarray_api.h] for the offset values. *) let ptr_offset ~offset = to_voidp (from_voidp (ptr void) np_api +@ offset) in let fn fn_typ ~offset = !@ (from_voidp (Foreign.funptr fn_typ) (ptr_offset ~offset)) in let get_version = fn (void @-> returning uint) ~offset:0 in let get_ptr = fn (pyobject @-> ptr npy_intp @-> returning (ptr void)) ~offset:160 in let object_type = fn (ptr void @-> int @-> returning int) ~offset:54 in let array_type = !@(from_voidp (ptr void) (ptr_offset ~offset:2)) in let new_array = (pyobject @-> (* subtype *) int @-> (* ndims *) ptr npy_intp @-> (* dims *) int @-> (* type_num *) ptr npy_intp @-> (* strides *) ptr void @-> (* data *) int @-> (* itemsize *) int @-> (* flags *) pyobject @-> (* obj *) returning pyobject) |> fn ~offset:93 in { get_version; get_ptr; object_type; new_array; array_type; np } let t = lazy (init ()) let get_version () = (Lazy.force t).get_version () |> Unsigned.UInt.to_int let to_bigarray : type a b . pyobject -> (a, b) Bigarray.kind -> (a, b, Bigarray.c_layout) Bigarray.Genarray.t = fun pyobject kind -> let t = Lazy.force t in if not (Object.to_bool (pyobject $. String "flags" $. String "c_contiguous")) then failwith "the input array is not C contiguous"; let shape = shape pyobject in let zeros = List.map (fun _ -> Intptr.of_int 0) shape |> CArray.of_list npy_intp |> CArray.start in let typeinfo = t.object_type pyobject 0 in let typ : a typ = (* The typeinfo values come from the NPY_TYPES order in numpy/ndarraytypes.h. *) match kind, typeinfo with | Bigarray.Float32, 11 -> float | Bigarray.Float64, 12 -> float | Bigarray.Int8_signed, 1 -> int | Bigarray.Int8_unsigned, 2 -> int | Bigarray.Int16_signed, 3 -> int | Bigarray.Int16_unsigned, 4 -> int | Bigarray.Int32, (5 | 7) -> int32_t | Bigarray.Int64, 9 -> int64_t | Bigarray.Int, _ -> failwith "int is not supported" | Bigarray.Nativeint, _ -> failwith "native int is not supported" | Bigarray.Complex32, _ -> failwith "complex32 is not supported" | Bigarray.Complex64, _ -> failwith "complex64 is not supported" | Bigarray.Char, _ -> char | _ -> Printf.sprintf "incompatible numpy array type %d" typeinfo |> failwith in let ptr = t.get_ptr pyobject zeros |> from_voidp typ in let bigarray = bigarray_of_ptr Genarray (Array.of_list shape) kind ptr in C._Py_IncRef pyobject; Gc.finalise (fun _ -> C._Py_DecRef pyobject) bigarray; bigarray let from_bigarray (type a) (type b) (bigarray : (a, b, Bigarray.c_layout) Bigarray.Genarray.t) = let t = Lazy.force t in let ndims = Bigarray.Genarray.num_dims bigarray in let dims = Bigarray.Genarray.dims bigarray |> Array.to_list |> List.map Intptr.of_int |> CArray.of_list npy_intp |> CArray.start in let typeinfo = match Bigarray.Genarray.kind bigarray with | Bigarray.Float32 -> 11 | Bigarray.Float64 -> 12 | Bigarray.Int8_signed -> 1 | Bigarray.Int8_unsigned -> 2 | Bigarray.Int16_signed -> 3 | Bigarray.Int16_unsigned -> 4 | Bigarray.Int32 -> 5 | Bigarray.Int64 -> 9 | Bigarray.Int -> failwith "int is not supported" | Bigarray.Nativeint -> failwith "native int is not supported" | Bigarray.Complex32 -> failwith "complex32 is not supported" | Bigarray.Complex64 -> failwith "complex64 is not supported" | Bigarray.Char -> failwith "char is not supported" in let data = bigarray_start Genarray bigarray |> to_voidp in let pyobject = (* NPY_ARRAY_C_CONTIGUOUS | NPY_ARRAY_ALIGNED | NPY_ARRAY_WRITEABLE *) let flag = 0x0001 lor 0x0100 lor 0x0400 in t.new_array t.array_type ndims dims typeinfo (from_voidp npy_intp null) data 0 flag null |> wrap in (* Ensure that the bigarray can only be collected after the numpy array. Use [Sys.opaque_identity] for this as it cannot be optimized. *) Gc.finalise (fun _ -> ignore (Sys.opaque_identity bigarray)) pyobject; pyobject end (* A simple module to wrap OCaml code that can be run from Python. *) module CamlModule = struct type pyvalue = t type t = Object.t let create name = PyModule.get name let add_int = PyModule.add_int let add_string = PyModule.add_string let add_object t name o = PyModule.add_object t name (to_object o) (* In order to avoid the closures being potentially collected by the OCaml GC we store them in a global reference. *) let fns = ref [] let add_fn t name fn = fns := fn :: !fns; let fn _none args = try fn args |> to_object with | exn -> (* Set an ocaml related exception then return null. *) _PyErr_SetString (!@_PyExc_RuntimeError) (Printf.sprintf "ocaml-error: %s" (Printexc.to_string exn)); null in PyModule.add_object t name (c_function fn (Object.none ()) ~name) (* Wrap ocaml values so that they can be passed through Python and used by further OCaml code. The values are stored in a capsule. In order to keep the GC happy, we don't use a pointer but an identifier related to a hashtable where values are stored. *) let delete_fns = ref [] let capsule_wrapper () = let values = Hashtbl.create 100 in let counter = ref 1 in let id_from_capsule capsule = _PyCapsule_GetPointer capsule (from_voidp char null) |> raw_address_of_ptr |> Nativeint.to_int in let delete_id ptr = Hashtbl.remove values (id_from_capsule ptr) in delete_fns := delete_id :: !delete_fns; let encapsulate v = let id = !counter in counter := !counter + 1; Hashtbl.add values id v; _PyCapsule_New (ptr_of_raw_address (Nativeint.of_int id)) (from_voidp char null) delete_id |> wrap in let decapsulate capsule = let id = id_from_capsule capsule in match Hashtbl.find_opt values id with | None -> Printf.sprintf "internal error: id %d cannot be found" id |> failwith | Some v -> v in encapsulate, decapsulate end let () = initialize ()