def sketchy_rotate(hparam: HParams):
try:
hparam.add_hparam("augmentations", [[rotate_4]])
except:
hparam.set_hparam("augmentations",
hparam.augmentations.append(rotate_4))
return hparam
def fs_omniglot_vinyals_train(hparams: HParams):
hparams.set_hparam("mode", "batch")
file_list = "Gurmukhi/character01.npz,Gurmukhi/character02.npz,Gurmukhi/character03.npz,Gurmukhi/character04.npz,Gurmukhi/character05.npz,Gurmukhi/character06.npz,Gurmukhi/character07.npz,Gurmukhi/character08.npz,Gurmukhi/character09.npz,Gurmukhi/character10.npz,Gurmukhi/character11.npz,Gurmukhi/character12.npz,Gurmukhi/character13.npz,Gurmukhi/character14.npz,Gurmukhi/character15.npz,Gurmukhi/character16.npz,Gurmukhi/character17.npz,Gurmukhi/character18.npz,Gurmukhi/character19.npz,Gurmukhi/character20.npz,Gurmukhi/character21.npz,Gurmukhi/character22.npz,Gurmukhi/character23.npz,Gurmukhi/character24.npz,Gurmukhi/character25.npz,Gurmukhi/character26.npz,Gurmukhi/character27.npz,Gurmukhi/character28.npz,Gurmukhi/character29.npz,Gurmukhi/character30.npz,Gurmukhi/character31.npz,Gurmukhi/character32.npz,Gurmukhi/character33.npz,Gurmukhi/character34.npz,Gurmukhi/character35.npz,Gurmukhi/character36.npz,Gurmukhi/character37.npz,Gurmukhi/character38.npz,Gurmukhi/character39.npz,Gurmukhi/character40.npz,Gurmukhi/character41.npz".split(
",")
new_list = []
for file in file_list:
pre_ext, post_ext = file.split(".")
for rot in ["", "-rot90", "-rot180", "-rot270"]:
new_list.append("{}{}.{}".format(pre_ext, rot, post_ext))
file_str = ",".join(new_list)
file_str = file_str + (
",Angelic,Grantha,N_Ko,Aurek-Besh,Japanese_(hiragana),Malay_(Jawi_-_Arabic),Asomtavruli_(Georgian),Sanskrit,"
+
"Ojibwe_(Canadian_Aboriginal_Syllabics),Korean,Arcadian,Greek,Alphabet_of_the_Magi,"
+
"Blackfoot_(Canadian_Aboriginal_Syllabics),Futurama,Tagalog,Anglo-Saxon_Futhorc,"
+
"Braille,Cyrillic,Burmese_(Myanmar),Avesta,Gujarati,Ge_ez,Syriac_(Estrangelo),Atlantean,"
+
"Japanese_(katakana),Balinese,Atemayar_Qelisayer,Glagolitic,Tifinagh,Latin,"
+ "Inuktitut_(Canadian_Aboriginal_Syllabics)")
hparams.set_hparam("split", file_str)
return hparams
def sketchy_noisy(hparam: HParams):
try:
hparam.add_hparam("augmentations", [[teacher_noise_4]])
except:
hparam.set_hparam("augmentations",
hparam.augmentations.append(teacher_noise_4))
return hparam
def fs_omniglot_lake_test(hparams: HParams):
hparams.set_hparam("mode", "batch")
hparams.set_hparam(
"split",
"Angelic,Atemayar_Qelisayer,Atlantean,Aurek-Besh,Avesta,Ge_ez,Glagolitic,Gurmukhi,Kannada,Keble,"
+
"Malayalam,Manipuri,Mongolian,Old_Church_Slavonic_(Cyrillic),Oriya,Sylheti,Syriac_(Serto),Tengwar,"
+ "Tibetan,ULOG")
return hparams
def fs_omniglot_vinyals_test_fake(hparams: HParams):
hparams.set_hparam("mode", "batch")
hparams.set_hparam(
"split",
"Gurmukhi/character42.npz,Gurmukhi/character43.npz,Gurmukhi/character44.npz,Gurmukhi/character45.npz,"
+
"Kannada,Keble,Malayalam,Manipuri,Mongolian,Old_Church_Slavonic_(Cyrillic),Oriya,Syriac_(Serto),Sylheti,"
+ "Tengwar,Tibetan,ULOG")
return hparams
def fs_omniglot_lake_train(hparams: HParams):
hparams.set_hparam("mode", "batch")
hparams.set_hparam(
"split",
"Alphabet_of_the_Magi,Anglo-Saxon_Futhorc,Arcadian,Armenian,Asomtavruli_(Georgian),Balinese,Bengali,"
"Blackfoot_(Canadian_Aboriginal_Syllabics),Braille,Burmese_(Myanmar),Cyrillic,Early_Aramaic,Futurama,"
"Grantha,Greek,Gujarati,Hebrew,Inuktitut_(Canadian_Aboriginal_Syllabics),Japanese_(hiragana),"
"Japanese_(katakana),Korean,Latin,Malay_(Jawi_-_Arabic),Mkhedruli_(Georgian),N_Ko,"
"Ojibwe_(Canadian_Aboriginal_Syllabics),Sanskrit,Syriac_(Estrangelo),Tagalog,Tifinagh"
)
hparams.set_hparam("shuffle", True)
hparams.set_hparam("cycle_length", 50)
return hparams
def miniimagenet_sachinravi_test(hparams: HParams):
hparams.set_hparam("mode", "batch")
hparams.set_hparam(
"split",
'n01981276.npz,n02116738.npz,n03146219.npz,n04149813.npz,n04146614.npz,n04522168.npz,n02099601.npz,n02443484.npz,n02129165.npz,n03272010.npz,'
'n04418357.npz,n03127925.npz,n02110063.npz,n02871525.npz,n03775546.npz,n02219486.npz,n02110341.npz,n07613480.npz,n03544143.npz,n01930112.npz'
)
hparams.set_hparam("shuffle", True)
return hparams
def fs_omniglot_vinyals_train_fake(hparams: HParams):
hparams.set_hparam("mode", "batch")
hparams.set_hparam(
"split",
"Angelic,Grantha,N_Ko,Aurek-Besh,Japanese_(hiragana),Malay_(Jawi_-_Arabic),Asomtavruli_(Georgian),Sanskrit,"
+
"Ojibwe_(Canadian_Aboriginal_Syllabics),Korean,Arcadian,Greek,Alphabet_of_the_Magi,"
+
"Blackfoot_(Canadian_Aboriginal_Syllabics),Futurama,Gurmukhi/character01.npz,Gurmukhi/character02.npz,"
+
"Gurmukhi/character03.npz,Gurmukhi/character04.npz,Gurmukhi/character05.npz,Gurmukhi/character06.npz,"
+
"Gurmukhi/character07.npz,Gurmukhi/character08.npz,Gurmukhi/character09.npz,Gurmukhi/character10.npz,"
+
"Gurmukhi/character11.npz,Gurmukhi/character12.npz,Gurmukhi/character13.npz,Gurmukhi/character14.npz,"
+
"Gurmukhi/character15.npz,Gurmukhi/character16.npz,Gurmukhi/character17.npz,Gurmukhi/character18.npz,"
+
"Gurmukhi/character19.npz,Gurmukhi/character20.npz,Gurmukhi/character21.npz,Gurmukhi/character22.npz,"
+
"Gurmukhi/character23.npz,Gurmukhi/character24.npz,Gurmukhi/character25.npz,Gurmukhi/character26.npz,"
+
"Gurmukhi/character27.npz,Gurmukhi/character28.npz,Gurmukhi/character29.npz,Gurmukhi/character30.npz,"
+
"Gurmukhi/character31.npz,Gurmukhi/character32.npz,Gurmukhi/character33.npz,Gurmukhi/character34.npz,"
+
"Gurmukhi/character35.npz,Gurmukhi/character36.npz,Gurmukhi/character37.npz,Gurmukhi/character38.npz,"
+
"Gurmukhi/character39.npz,Gurmukhi/character40.npz,Gurmukhi/character41.npz,Tagalog,Anglo-Saxon_Futhorc,"
+
"Braille,Cyrillic,Burmese_(Myanmar),Avesta,Gujarati,Ge_ez,Syriac_(Estrangelo),Atlantean,"
+
"Japanese_(katakana),Balinese,Atemayar_Qelisayer,Glagolitic,Tifinagh,Latin,"
+ "Inuktitut_(Canadian_Aboriginal_Syllabics)")
hparams.set_hparam("shuffle", True)
return hparams
def vae_grayscale(hparams: HParams):
hparams.set_hparam("grayscale", True)
return hparams
def vae_ae(hparams: HParams):
hparams.set_hparam("png_dim", 96)
return hparams
def classifier_T2(hparam: HParams):
hparam.set_hparam("class_list", ",".join(T2_classes))
return hparam
def miniimagenet_sachinravi_val(hparams: HParams):
hparams.set_hparam("mode", "batch")
hparams.set_hparam("split", ".npz,".join(miniimagenet_eval) + ".npz")
hparams.set_hparam("shuffle", True)
return hparams
def fs_omniglot_5way5shot(hparams: HParams):
hparams.set_hparam("way", 5)
hparams.set_hparam("shot", 5)
hparams.set_hparam("mode", "episodic")
return hparams
def fs_omniglot_20way1shot(hparams: HParams):
hparams.set_hparam("way", 20)
hparams.set_hparam("shot", 1)
hparams.set_hparam("mode", "episodic")
return hparams
def fs_omniglot_vinyals_val(hparams: HParams):
hparams.set_hparam("mode", "batch")
hparams.set_hparam(
"split", "Hebrew,Mkhedruli_(Georgian),Armenian,Early_Aramaic,Bengali")
return hparams
def sketchy_batch128(hparams: HParams):
hparams = sketchy_default()
hparams.set_hparam("batch_size", 128)
return hparams
def sketchy_batch64(hparams: HParams):
hparams.set_hparam("batch_size", 64)
return hparams
def miniimagenet_5way5shot(hparams: HParams):
hparams.set_hparam("mode", "episodic")
hparams.set_hparam("way", 5)
hparams.set_hparam("shot", 50)
return hparams