# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements.  See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership.  The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License.  You may obtain a copy of the License at
#
#   http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied.  See the License for the
# specific language governing permissions and limitations
# under the License.

import functools

from tvm.tirx import AllocBuffer, IntImm
from tvm.tirx.buffer import Buffer
from tvm.tirx.stmt_functor import StmtVisitor
from tvm.tirx.transform.common import BufferReplacer
from tvm.tirx.transform.function_pass import prim_func_pass


def is_const_shape(buffer: Buffer) -> bool:
    for i in buffer.shape:
        if not isinstance(i, IntImm):
            return False
    return True


def get_buffer_size(buffer: Buffer) -> int:
    if buffer.scope() == "trn.sbuf":
        if buffer.layout is None:
            # the first dimension is partition size
            num_elem = functools.reduce(lambda x, y: x * y, buffer.shape[1:])
        else:
            par_size = buffer.layout.size("P")
            num_elem = functools.reduce(lambda x, y: x * y, buffer.shape) // par_size
    elif buffer.scope().startswith("shared"):
        num_elem = functools.reduce(lambda x, y: x * y, buffer.shape)
    else:
        return None
    if not is_const_shape(buffer):
        raise ValueError(
            f"Buffer {buffer.name} has non-constant shape. Do not know how to allocate it."
        )
    return int(num_elem * buffer.dtype.dtype.itemsize)


class AllocInfoCollector(StmtVisitor):
    def __init__(self):
        super().__init__()
        self.alloc_pool_start = 0

    def visit_alloc_buffer_(self, op: AllocBuffer):
        super().visit_alloc_buffer_(op)
        buffer = op.buffer
        if len(buffer.allocated_addr) == 0:
            return op
        buffer_size = get_buffer_size(buffer)
        if buffer_size is None:
            return op
        self.alloc_pool_start = max(self.alloc_pool_start, buffer.allocated_addr[-1] + buffer_size)


class AllocMutator(BufferReplacer):
    def __init__(self, alloc_pool_start: int):
        super().__init__()
        self.alloc_offset = alloc_pool_start

    def visit_alloc_buffer_(self, op: AllocBuffer):
        changed = False
        buffer = op.buffer
        buffer_size = get_buffer_size(buffer)
        if len(buffer.allocated_addr) > 0 or buffer_size is None:
            pass
        else:
            new_buffer = buffer.with_allocated_addr([self.alloc_offset])
            self.buffer_map[buffer] = new_buffer
            changed = True
            self.alloc_offset += buffer_size

        op = super().visit_alloc_buffer_(op)
        if changed:
            return AllocBuffer(new_buffer, op.annotations, op.span)
        return op


@prim_func_pass(opt_level=0, name="TrnNaiveAllocator")
class TrnNaiveAllocator:
    def transform_function(self, func, mod, ctx):
        collector = AllocInfoCollector()
        collector(func.body)
        mutator = AllocMutator(collector.alloc_pool_start)
        new_body = mutator(func.body)
        return func.with_body(new_body)