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[Generic] Forward MS and AS rewrites for generic schedules #13754

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[Generic] Forward MS and AS rewrites for generic schedules #13754

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42b78dd
forward rewrite for generic
AndrewZhaoLuo Jan 10, 2023
f6fb10e
move to layout to strategy
AndrewZhaoLuo Jan 11, 2023
92661dc
missing ()
AndrewZhaoLuo Jan 11, 2023
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31 changes: 20 additions & 11 deletions python/tvm/relay/op/strategy/generic.py
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Original file line number Diff line number Diff line change
Expand Up @@ -20,13 +20,11 @@
import re

from tvm import _ffi, ir, te, topi
from tvm.auto_scheduler import is_auto_scheduler_enabled
from tvm.meta_schedule import is_meta_schedule_enabled
from tvm.target import generic_func, override_native_generic_func
from tvm.topi.utils import (
get_const_float,
get_const_int,
get_const_tuple,
get_float_tuple,
)
from tvm.topi.utils import (get_const_float, get_const_int, get_const_tuple,
get_float_tuple)

from .. import op as _op

Expand Down Expand Up @@ -240,7 +238,6 @@ def wrap_compute_conv2d(
need_meta_schedule_layout=False,
):
"""Wrap conv2d topi compute"""

def _compute_conv2d(attrs, inputs, out_type):
padding = get_const_tuple(attrs.padding)
strides = get_const_tuple(attrs.strides)
Expand Down Expand Up @@ -854,8 +851,13 @@ def matmul_strategy(attrs, inputs, out_type, target):
"""matmul generic strategy"""
logger.warning("matmul is not optimized for this platform.")
strategy = _op.OpStrategy()

strategy.add_implementation(
wrap_compute_matmul(topi.nn.matmul),
wrap_compute_matmul(
topi.nn.matmul,
need_auto_scheduler_layout=is_auto_scheduler_enabled(),
need_meta_schedule_layout=is_meta_schedule_enabled(),
),
wrap_topi_schedule(topi.generic.schedule_matmul),
name="matmul.generic",
)
Expand All @@ -869,7 +871,6 @@ def wrap_compute_dense(
need_meta_schedule_layout=False,
):
"""wrap dense topi compute"""

def _compute_dense(attrs, inputs, out_type):
"""Compute definition of dense"""
out_dtype = attrs.out_dtype
Expand All @@ -892,7 +893,11 @@ def dense_strategy(attrs, inputs, out_type, target):
logger.warning("dense is not optimized for this platform.")
strategy = _op.OpStrategy()
strategy.add_implementation(
wrap_compute_dense(topi.nn.dense),
wrap_compute_dense(
topi.nn.dense,
need_auto_scheduler_layout=is_auto_scheduler_enabled(),
need_meta_schedule_layout=is_meta_schedule_enabled(),
),
wrap_topi_schedule(topi.generic.schedule_dense),
name="dense.generic",
)
Expand Down Expand Up @@ -944,7 +949,11 @@ def batch_matmul_strategy(attrs, inputs, out_type, target):
logger.warning("batch_matmul is not optimized for this platform.")
strategy = _op.OpStrategy()
strategy.add_implementation(
wrap_compute_batch_matmul(topi.nn.batch_matmul),
wrap_compute_batch_matmul(
topi.nn.batch_matmul,
need_auto_scheduler_layout=is_auto_scheduler_enabled(),
need_meta_schedule_layout=is_meta_schedule_enabled(),
),
wrap_topi_schedule(topi.generic.schedule_batch_matmul),
name="batch_matmul.generic",
)
Expand Down