AI-MXNet-Gluon-ModelZoo
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lib/AI/MXNet/Gluon/ModelZoo/ModelStore.pm view on Meta::CPAN
# specific language governing permissions and limitations
# under the License.
package AI::MXNet::Gluon::ModelZoo::ModelStore;
use strict;
use warnings;
use AI::MXNet::Function::Parameters;
=head1 NAME
AI::MXNet::Gluon::ModelZoo::ModelStore - Model zoo for pre-trained models.
=cut
use AI::MXNet::Gluon::Utils qw(download check_sha1);
use IO::Uncompress::Unzip qw(unzip);
use File::Path qw(make_path);
my %_model_sha1 = map { $_->[1] => $_->[0] } (
['44335d1f0046b328243b32a26a4fbd62d9057b45', 'alexnet'],
['f27dbf2dbd5ce9a80b102d89c7483342cd33cb31', 'densenet121'],
['b6c8a95717e3e761bd88d145f4d0a214aaa515dc', 'densenet161'],
['2603f878403c6aa5a71a124c4a3307143d6820e9', 'densenet169'],
['1cdbc116bc3a1b65832b18cf53e1cb8e7da017eb', 'densenet201'],
['ed47ec45a937b656fcc94dabde85495bbef5ba1f', 'inceptionv3'],
['9f83e440996887baf91a6aff1cccc1c903a64274', 'mobilenet0.25'],
['8e9d539cc66aa5efa71c4b6af983b936ab8701c3', 'mobilenet0.5'],
['529b2c7f4934e6cb851155b22c96c9ab0a7c4dc2', 'mobilenet0.75'],
['6b8c5106c730e8750bcd82ceb75220a3351157cd', 'mobilenet1.0'],
['36da4ff1867abccd32b29592d79fc753bca5a215', 'mobilenetv2_1.0'],
['e2be7b72a79fe4a750d1dd415afedf01c3ea818d', 'mobilenetv2_0.75'],
['aabd26cd335379fcb72ae6c8fac45a70eab11785', 'mobilenetv2_0.5'],
['ae8f9392789b04822cbb1d98c27283fc5f8aa0a7', 'mobilenetv2_0.25'],
['a0666292f0a30ff61f857b0b66efc0228eb6a54b', 'resnet18_v1'],
['48216ba99a8b1005d75c0f3a0c422301a0473233', 'resnet34_v1'],
['0aee57f96768c0a2d5b23a6ec91eb08dfb0a45ce', 'resnet50_v1'],
['d988c13d6159779e907140a638c56f229634cb02', 'resnet101_v1'],
['671c637a14387ab9e2654eafd0d493d86b1c8579', 'resnet152_v1'],
['a81db45fd7b7a2d12ab97cd88ef0a5ac48b8f657', 'resnet18_v2'],
['9d6b80bbc35169de6b6edecffdd6047c56fdd322', 'resnet34_v2'],
['ecdde35339c1aadbec4f547857078e734a76fb49', 'resnet50_v2'],
['18e93e4f48947e002547f50eabbcc9c83e516aa6', 'resnet101_v2'],
['f2695542de38cf7e71ed58f02893d82bb409415e', 'resnet152_v2'],
['264ba4970a0cc87a4f15c96e25246a1307caf523', 'squeezenet1.0'],
['33ba0f93753c83d86e1eb397f38a667eaf2e9376', 'squeezenet1.1'],
['dd221b160977f36a53f464cb54648d227c707a05', 'vgg11'],
['ee79a8098a91fbe05b7a973fed2017a6117723a8', 'vgg11_bn'],
['6bc5de58a05a5e2e7f493e2d75a580d83efde38c', 'vgg13'],
['7d97a06c3c7a1aecc88b6e7385c2b373a249e95e', 'vgg13_bn'],
['e660d4569ccb679ec68f1fd3cce07a387252a90a', 'vgg16'],
['7f01cf050d357127a73826045c245041b0df7363', 'vgg16_bn'],
['ad2f660d101905472b83590b59708b71ea22b2e5', 'vgg19'],
['f360b758e856f1074a85abd5fd873ed1d98297c3', 'vgg19_bn']
);
my $apache_repo_url = 'http://apache-mxnet.s3-accelerate.dualstack.amazonaws.com/';
my $_url_format = '%sgluon/models/%s.zip';
func short_hash($name)
{
Carp::confess("model $name is not available in model zoo") unless exists $_model_sha1{$name};
return substr($_model_sha1{$name}, 0, 8);
}
=head2 get_model_file
Return location for the pretrained on local file system.
This function will download from online model zoo when model cannot be found or has mismatch.
The root directory will be created if it doesn't exist.
Parameters
----------
$name : Str
Name of the model.
:$root : Str, default '~/.mxnet/models'
Location for keeping the model parameters.
Returns
-------
$file_path
Path to the requested pretrained model file.
=cut
method get_model_file(Str $name, Str :$root='~/.mxnet/models')
{
my $file_name = "$name-".short_hash($name);
$root =~ s/~/$ENV{HOME}/;
my $file_path = "$root/$file_name.params";
my $sha1_hash = $_model_sha1{$name};
if(-f $file_path)
{
if(check_sha1($file_path, $sha1_hash))
{
return $file_path;
}
else
{
warn("Mismatch in the content of model file detected. Downloading again.\n");
}
}
else
{
warn("Model file is not found. Downloading.\n");
}
if(not -d $root)
{
make_path($root);
}
my $zip_file_path = "$root/$file_name.zip";
my $repo_url = $ENV{MXNET_GLUON_REPO}//$apache_repo_url;
if($repo_url !~ /\/$/)
{
$repo_url .= '/';
}
download(
sprintf($_url_format, $repo_url, $file_name),
path=>$zip_file_path,
overwrite=>1
);
( run in 0.819 second using v1.01-cache-2.11-cpan-39bf76dae61 )