blob: 1b37e6ee99817869bca648d4e18b56404fe62584 [file] [log] [blame]
# 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.
use strict;
use warnings;
use Test::More tests => 10;
use AI::MXNet qw(mx);
use AI::MXNet::Base;
sub test_ctx_group
{
my ($data, $fc1, $act1);
{
local($mx::AttrScope) = mx->AttrScope(ctx_group=>'stage1');
$data = mx->symbol->Variable('data');
$fc1 = mx->symbol->FullyConnected(data => $data, name=>'fc1', num_hidden=>128);
$act1 = mx->symbol->Activation(data => $fc1, name=>'relu1', act_type=>"relu");
}
my %set_stage1 = map { $_ => 1 } @{ $act1->list_arguments };
my ($fc2, $act2, $fc3, $mlp);
{
local($mx::AttrScope) = mx->AttrScope(ctx_group=>'stage2');
$fc2 = mx->symbol->FullyConnected(data => $act1, name => 'fc2', num_hidden => 64);
$act2 = mx->symbol->Activation(data => $fc2, name=>'relu2', act_type=>"relu");
$fc3 = mx->symbol->FullyConnected(data => $act2, name=>'fc3', num_hidden=>10);
$fc3 = mx->symbol->BatchNorm($fc3);
$mlp = mx->symbol->SoftmaxOutput(data => $fc3, name => 'softmax');
}
my %set_stage2 = map { $_ => 1 } @{ $mlp->list_arguments };
for my $k (keys %set_stage1)
{
delete $set_stage2{$k};
}
my $group2ctx = {
stage1 => mx->cpu(1),
stage2 => mx->cpu(2)
};
my $texec = $mlp->simple_bind(
ctx => mx->cpu(0),
group2ctx => $group2ctx,
shapes => { data => [1,200] }
);
for(zip($texec->arg_arrays, $mlp->list_arguments())) {
my ($arr, $name) = @$_;
if(exists $set_stage1{ $name })
{
cmp_ok($arr->context, '==', $group2ctx->{stage1});
}
else
{
cmp_ok($arr->context, '==', $group2ctx->{stage2});
}
}
}
test_ctx_group();