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注解区域

注解区域#

import tvm
from tvm import relay
from tvm.relay.op.annotation import compiler_begin, compiler_end

def check_region(region_set, target, args, nodes, rets):
    region = region_set.get_region(args[0])
    assert region
    assert target == region.target
    assert set(args) == set(region.args)
    assert set(nodes) == set(region.nodes)
    assert set(rets) == set(region.rets)

菱形区域#

data = relay.var("data", shape=(10, 10))
cb_1 = compiler_begin(data, "test_target")
O_1 = relay.abs(cb_1)
ce_1 = compiler_end(O_1, "test_target")
ce_2 = compiler_end(O_1, "test_target")
cb_2 = compiler_begin(ce_1, "test_target")
O_2 = relay.nn.relu(cb_2)
ce_3 = compiler_end(O_2, "test_target")
cb_d = compiler_begin(ce_2, "default")
X = relay.tanh(cb_d)
ce_d = compiler_end(X, "default")
cb_3 = compiler_begin(ce_3, "test_target")
cb_4 = compiler_begin(ce_d, "test_target")
O_3 = relay.add(cb_3, cb_4)
ce_4 = compiler_end(O_3, "test_target")
diamond = relay.Function([data], ce_4)

region_set = relay.analysis.AnnotatedRegionSet(
    diamond,
    relay.op.get("annotation.compiler_begin"), 
    relay.op.get("annotation.compiler_end")
)

assert len(region_set) == 4
check_region(
    region_set,
    "test_target",
    [cb_1],
    [cb_1, O_1, ce_1, ce_2],
    [ce_1, ce_2],
)
check_region(
    region_set,
    "test_target",
    [cb_2],
    [cb_2, O_2, ce_3],
    [ce_3],
)
check_region(
    region_set,
    "default",
    [cb_d],
    [cb_d, X, ce_d],
    [ce_d],
)
check_region(
    region_set,
    "test_target",
    [cb_3, cb_4],
    [cb_3, cb_4, O_3, ce_4],
    [ce_4],
)

区域合并#

data = relay.var("data", shape=(10, 10))
cb_1 = compiler_begin(data, "test_target")
O_1 = relay.abs(cb_1)
ce_2 = compiler_end(O_1, "test_target")
O_2 = relay.nn.relu(O_1)
ce_3 = compiler_end(O_2, "test_target")
cb_d = compiler_begin(ce_2, "default")
X = relay.tanh(cb_d)
ce_d = compiler_end(X, "default")
cb_3 = compiler_begin(ce_3, "test_target")
cb_4 = compiler_begin(ce_d, "test_target")
O_3 = relay.add(cb_3, cb_4)
O_4 = relay.add(cb_3, cb_4)
O_5 = relay.Tuple([O_3, O_4])
ce_4 = compiler_end(O_5, "test_target")
merged = relay.Function([data], ce_4)

region_set = relay.analysis.AnnotatedRegionSet(
    merged, relay.op.get("annotation.compiler_begin"), relay.op.get("annotation.compiler_end")
)

assert len(region_set) == 3
check_region(
    region_set,
    "test_target",
    [cb_1],
    [cb_1, O_1, O_2, ce_2, ce_3],
    [ce_2, ce_3],
)
check_region(
    region_set,
    "default",
    [cb_d],
    [cb_d, X, ce_d],
    [ce_d],
)
check_region(
    region_set,
    "test_target",
    [cb_3, cb_4],
    [cb_3, cb_4, O_3, O_4, O_5, ce_4],
    [ce_4],
)
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