# BSD 3-Clause License; see https://github.com/scikit-hep/awkward/blob/main/LICENSE

from __future__ import annotations

import datetime
import os
import time

import yaml

CURRENT_DIR = os.path.dirname(os.path.realpath(__file__))


cuda_kernels_impl = [
    "awkward_Index_nones_as_index",
    "awkward_ListArray_min_range",
    "awkward_ListArray_validity",
    "awkward_BitMaskedArray_to_ByteMaskedArray",
    "awkward_ListArray_broadcast_tooffsets",
    "awkward_ListArray_compact_offsets",
    "awkward_ListOffsetArray_flatten_offsets",
    "awkward_IndexedArray_overlay_mask",
    "awkward_ByteMaskedArray_numnull",
    "awkward_IndexedArray_numnull",
    "awkward_IndexedArray_numnull_parents",
    "awkward_IndexedArray_numnull_unique_64",
    "awkward_ListArray_fill",
    "awkward_IndexedArray_fill",
    "awkward_IndexedArray_fill_count",
    "awkward_UnionArray_fillindex",
    "awkward_UnionArray_fillindex_count",
    "awkward_UnionArray_fillna",
    "awkward_UnionArray_filltags",
    "awkward_UnionArray_filltags_const",
    "awkward_localindex",
    "awkward_IndexedArray_reduce_next_fix_offsets_64",
    "awkward_RegularArray_getitem_next_array_advanced",
    "awkward_ByteMaskedArray_toIndexedOptionArray",
    "awkward_IndexedArray_simplify",
    "awkward_UnionArray_validity",
    "awkward_IndexedArray_validity",
    "awkward_ByteMaskedArray_overlay_mask",
    "awkward_NumpyArray_reduce_mask_ByteMaskedArray_64",
    "awkward_RegularArray_getitem_carry",
    "awkward_RegularArray_localindex",
    "awkward_RegularArray_rpad_and_clip_axis1",
    "awkward_RegularArray_getitem_next_range",
    "awkward_RegularArray_getitem_next_range_spreadadvanced",
    "awkward_RegularArray_getitem_next_array",
    "awkward_RegularArray_getitem_next_array_regularize",
    "awkward_RegularArray_reduce_local_nextparents_64",
    "awkward_RegularArray_reduce_nonlocal_preparenext_64",
    "awkward_missing_repeat",
    "awkward_RegularArray_getitem_jagged_expand",
    "awkward_ListArray_combinations_length",
    "awkward_ListArray_combinations",
    "awkward_RegularArray_combinations_64",
    "awkward_ListArray_getitem_jagged_apply",
    "awkward_ListArray_getitem_jagged_carrylen",
    "awkward_ListArray_getitem_jagged_descend",
    "awkward_ListArray_getitem_jagged_expand",
    "awkward_ListArray_getitem_jagged_numvalid",
    "awkward_ListArray_getitem_jagged_shrink",
    "awkward_ListArray_getitem_next_array_advanced",
    "awkward_ListArray_getitem_next_array",
    "awkward_ListArray_getitem_next_at",
    "awkward_ListArray_getitem_next_range",
    "awkward_ListArray_getitem_next_range_carrylength",
    "awkward_ListArray_getitem_next_range_counts",
    "awkward_ListArray_rpad_and_clip_length_axis1",
    "awkward_ListArray_rpad_axis1",
    "awkward_UnionArray_regular_index",
    "awkward_ListOffsetArray_reduce_nonlocal_nextstarts_64",
    "awkward_ListArray_getitem_next_range_spreadadvanced",
    "awkward_ListArray_localindex",
    "awkward_NumpyArray_pad_zero_to_length",
    "awkward_NumpyArray_reduce_adjust_starts_64",
    "awkward_NumpyArray_rearrange_shifted",
    "awkward_NumpyArray_reduce_adjust_starts_shifts_64",
    "awkward_RegularArray_getitem_next_at",
    "awkward_BitMaskedArray_to_IndexedOptionArray",
    "awkward_ByteMaskedArray_getitem_nextcarry",
    "awkward_ByteMaskedArray_getitem_nextcarry_outindex",
    "awkward_ByteMaskedArray_reduce_next_64",
    "awkward_ByteMaskedArray_reduce_next_nonlocal_nextshifts_64",
    "awkward_ByteMaskedArray_reduce_next_nonlocal_nextshifts_fromshifts_64",
    "awkward_Content_getitem_next_missing_jagged_getmaskstartstop",
    "awkward_index_rpad_and_clip_axis0",
    "awkward_index_rpad_and_clip_axis1",
    "awkward_NumpyArray_subrange_equal",
    "awkward_NumpyArray_subrange_equal_bool",
    "awkward_IndexedArray_flatten_nextcarry",
    "awkward_IndexedArray_flatten_none2empty",
    "awkward_IndexedArray_getitem_nextcarry",
    "awkward_IndexedArray_getitem_nextcarry_outindex",
    "awkward_IndexedArray_index_of_nulls",
    "awkward_IndexedArray_local_preparenext_64",
    "awkward_IndexedArray_ranges_next_64",
    "awkward_IndexedArray_ranges_carry_next_64",
    "awkward_IndexedArray_reduce_next_64",
    "awkward_IndexedArray_reduce_next_nonlocal_nextshifts_64",
    "awkward_IndexedArray_reduce_next_nonlocal_nextshifts_fromshifts_64",
    "awkward_IndexedOptionArray_rpad_and_clip_mask_axis1",
    "awkward_ListOffsetArray_local_preparenext_64",
    "awkward_ListOffsetArray_rpad_and_clip_axis1",
    "awkward_ListOffsetArray_rpad_length_axis1",
    "awkward_ListOffsetArray_toRegularArray",
    "awkward_ListOffsetArray_rpad_axis1",
    "awkward_MaskedArray_getitem_next_jagged_project",
    "awkward_UnionArray_project",
    "awkward_ListOffsetArray_drop_none_indexes",
    "awkward_ListOffsetArray_reduce_local_nextparents_64",
    "awkward_ListOffsetArray_reduce_nonlocal_maxcount_offsetscopy_64",
    "awkward_ListOffsetArray_reduce_nonlocal_outstartsstops_64",
    "awkward_ListOffsetArray_reduce_local_outoffsets_64",
    "awkward_UnionArray_flatten_length",
    "awkward_UnionArray_flatten_combine",
    "awkward_UnionArray_nestedfill_tags_index",
    "awkward_UnionArray_regular_index_getsize",
    "awkward_UnionArray_simplify",
    "awkward_UnionArray_simplify_one",
    "awkward_RecordArray_reduce_nonlocal_outoffsets_64",
    "awkward_reduce_count_64",
    "awkward_reduce_max",
    "awkward_reduce_max_complex",
    "awkward_reduce_min",
    "awkward_reduce_min_complex",
    # "awkward_reduce_argmin",
    "awkward_reduce_argmin_complex",
    # "awkward_reduce_argmax",
    "awkward_reduce_argmax_complex",
    "awkward_reduce_sum",
    "awkward_reduce_sum_bool",
    "awkward_reduce_sum_bool_complex",
    "awkward_reduce_sum_complex",
    "awkward_reduce_sum_int32_bool_64",
    "awkward_reduce_sum_int64_bool_64",
    "awkward_reduce_prod",
    "awkward_reduce_prod_bool",
    "awkward_reduce_prod_bool_complex",
    "awkward_reduce_prod_complex",
    "awkward_reduce_countnonzero",
    "awkward_reduce_countnonzero_complex",
    "awkward_sorting_ranges",
    "awkward_sorting_ranges_length",
]


def reproducible_datetime():
    import sys

    timestamp = int(os.environ.get("SOURCE_DATE_EPOCH", time.time()))

    if sys.version_info >= (3, 11):
        build_date = datetime.datetime.fromtimestamp(timestamp, tz=datetime.UTC)
    else:
        build_date = datetime.datetime.utcfromtimestamp(
            int(os.environ.get("SOURCE_DATE_EPOCH", time.time()))
        )
    return build_date.isoformat().replace("T", " AT ")[:22]


def type_to_ctype(typename):
    is_const = False
    if "Const[" in typename:
        is_const = True
        typename = typename[len("Const[") : -1]
    count = 0
    while "List[" in typename:
        count += 1
        typename = typename[len("List[") : -1]
    typename = typename + "*" * count
    if is_const:
        typename = "const " + typename
    return typename


def include_kernels_h(specification):
    print("Generating awkward-cpp/include/awkward/kernels.h...")

    with open(
        os.path.join(
            CURRENT_DIR, "..", "awkward-cpp", "include", "awkward", "kernels.h"
        ),
        "w",
    ) as header:
        header.write(
            f"""// AUTO GENERATED ON {reproducible_datetime()}
// DO NOT EDIT BY HAND!
//
// To regenerate file, run
//
//     python dev/generate-kernel-signatures.py
//
// (It is usually run as part of pip install . or localbuild.py.)

#ifndef AWKWARD_KERNELS_H_
#define AWKWARD_KERNELS_H_

#include "awkward/common.h"

extern "C" {{

"""
        )
        for spec in specification["kernels"]:
            for childfunc in spec["specializations"]:
                header.write(" " * 2 + "EXPORT_SYMBOL ERROR\n")
                header.write(" " * 2 + childfunc["name"] + "(\n")
                for i, arg in enumerate(childfunc["args"]):
                    header.write(
                        " " * 4 + type_to_ctype(arg["type"]) + " " + arg["name"]
                    )
                    if i == (len(childfunc["args"]) - 1):
                        header.write(");\n")
                    else:
                        header.write(",\n")
            header.write("\n")
        header.write(
            """}

#endif // AWKWARD_KERNELS_H_
"""
        )

    print("           awkward-cpp/include/awkward/kernels.h.")


type_to_dtype = {
    "bool": "bool_",
    "int8": "int8",
    "uint8": "uint8",
    "int16": "int16",
    "uint16": "uint16",
    "int32": "int32",
    "uint32": "uint32",
    "int64": "int64",
    "uint64": "uint64",
    "float": "float32",
    "double": "float64",
}


def type_to_pytype(typename, special):
    if "Const[" in typename:
        typename = typename[len("Const[") : -1]
    count = 0
    while "List[" in typename:
        count += 1
        typename = typename[len("List[") : -1]
    if typename.endswith("_t"):
        typename = typename[:-2]
    if count != 0:
        special.append(type_to_dtype[typename])
    return ("POINTER(" * count) + ("c_" + typename) + (")" * count)


def kernel_signatures_py(specification):
    print("Generating awkward-cpp/src/awkward_cpp/_kernel_signatures.py...")

    with open(
        os.path.join(
            CURRENT_DIR,
            "..",
            "awkward-cpp",
            "src",
            "awkward_cpp",
            "_kernel_signatures.py",
        ),
        "w",
    ) as file:
        file.write(
            f"""# AUTO GENERATED ON {reproducible_datetime()}
# DO NOT EDIT BY HAND!
#
# To regenerate file, run
#
#     python dev/generate-kernel-signatures.py
#
# (It is usually run as part of pip install . or localbuild.py.)

# fmt: off

from ctypes import (
    POINTER,
    Structure,
    c_bool,
    c_int8,
    c_uint8,
    c_int16,
    c_uint16,
    c_int32,
    c_uint32,
    c_int64,
    c_uint64,
    c_float,
    c_double,
    c_char_p,
)

import numpy as np

from numpy import (
    bool_,
    int8,
    uint8,
    int16,
    uint16,
    int32,
    uint32,
    int64,
    uint64,
    float32,
    float64,
)

class ERROR(Structure):
    _fields_ = [
        ("str", c_char_p),
        ("filename", c_char_p),
        ("id", c_int64),
        ("attempt", c_int64),
    ]


def by_signature(lib):
    out = {{}}
"""
        )

        for spec in specification["kernels"]:
            for childfunc in spec["specializations"]:
                special = [repr(spec["name"])]
                arglist = [
                    type_to_pytype(x["type"], special) for x in childfunc["args"]
                ]
                dirlist = [repr(x["dir"]) for x in childfunc["args"]]
                file.write(
                    """
    f = lib.{}
    f.argtypes = [{}]
    f.restype = ERROR
    f.dir = [{}]
    out[{}] = f
""".format(
                        str(childfunc["name"]),
                        ", ".join(arglist),
                        ", ".join(dirlist),
                        ", ".join(special),
                    )
                )

        file.write(
            """
    return out
"""
        )

    print("           awkward-cpp/src/awkward_cpp/_kernel_signatures.py...")


def kernel_signatures_cuda_py(specification):
    print("Generating src/awkward/_connect/cuda/_kernel_signatures.py...")

    with open(
        os.path.join(
            os.path.dirname(CURRENT_DIR),
            "src",
            "awkward",
            "_connect",
            "cuda",
            "_kernel_signatures.py",
        ),
        "w",
    ) as file:
        file.write(
            f"""# AUTO GENERATED ON {reproducible_datetime()}
# DO NOT EDIT BY HAND!
#
# To regenerate file, run
#
#     python dev/generate-kernel-signatures.py
#
# This step is normally run explicitly before generating a package

# fmt: off

# pylint: skip-file

from numpy import (
    bool_,
    int8,
    uint8,
    int16,
    uint16,
    int32,
    uint32,
    int64,
    uint64,
    float32,
    float64,
)

from awkward._connect.cuda import fetch_specialization
from awkward._connect.cuda import import_cupy

import math

cupy = import_cupy("Awkward Arrays with CUDA")
"""
        )

        file.write(
            """
def by_signature(cuda_kernel_templates):
    out = {}
"""
        )
        with open(
            os.path.join(
                os.path.dirname(CURRENT_DIR),
                "src",
                "awkward",
                "_connect",
                "cuda",
                "cuda_kernels",
                "cuda_common.cu",
            ),
        ) as cu_file:
            code = cu_file.read()
            python_code = code[
                code.find("// BEGIN PYTHON") : code.find("// END PYTHON")
            ]
            python_code = python_code.replace("// BEGIN PYTHON", "")
            python_code = python_code.replace("// ", "    ")
            file.write(python_code)

        for spec in specification["kernels"]:
            for childfunc in spec["specializations"]:
                special = [repr(spec["name"])]
                [type_to_pytype(x["type"], special) for x in childfunc["args"]]
                dirlist = [repr(x["dir"]) for x in childfunc["args"]]
                ispointerlist = [
                    repr("List" in x["type"] or "ListArray-at" == x.get("role", None))
                    for x in childfunc["args"]
                ]
                if spec["name"] in cuda_kernels_impl:
                    with open(
                        os.path.join(
                            os.path.dirname(CURRENT_DIR),
                            "src",
                            "awkward",
                            "_connect",
                            "cuda",
                            "cuda_kernels",
                            spec["name"] + ".cu",
                        ),
                    ) as cu_file:
                        code = cu_file.read()

                        if "// BEGIN PYTHON" not in code:
                            file.write(
                                """
    def f(grid, block, args):
        cuda_kernel_templates.get_function(fetch_specialization([{}]))(grid, block, args)
    f.dir = [{}]
    f.is_ptr = [{}]
    out[{}] = f
""".format(
                                    ", ".join(special),
                                    ", ".join(dirlist),
                                    ", ".join(ispointerlist),
                                    ", ".join(special),
                                )
                            )
                        else:
                            python_code = code[
                                code.find("// BEGIN PYTHON") : code.find(
                                    "// END PYTHON"
                                )
                            ]
                            python_code = python_code.replace("// BEGIN PYTHON", "")
                            python_code = python_code.replace("// ", "    ")

                            if "{dtype_specializations}" in python_code:
                                python_code = python_code.replace(
                                    "{dtype_specializations}", ", ".join(special[1:])
                                )

                            file.write(python_code)
                            file.write(
                                """    f.dir = [{}]
    f.is_ptr = [{}]
    out[{}] = f
""".format(
                                    ", ".join(dirlist),
                                    ", ".join(ispointerlist),
                                    ", ".join(special),
                                )
                            )
                else:
                    file.write(
                        """
    out[{}] = None
""".format(
                            ", ".join(special),
                        )
                    )

        file.write(
            """
    return out
"""
        )

    print("Done with  src/awkward/_connect/cuda/_kernel_signatures.py...")


if __name__ == "__main__":
    with open(os.path.join(CURRENT_DIR, "..", "kernel-specification.yml")) as specfile:
        specification = yaml.safe_load(specfile)
    include_kernels_h(specification)
    kernel_signatures_py(specification)
    kernel_signatures_cuda_py(specification)
