├── .editorconfig ├── .github ├── ISSUE_TEMPLATE │ ├── BUG_BACKEND.md │ ├── BUG_FRONTEND.md │ ├── BUG_REPORT.md │ ├── CHORE.md │ ├── FEATURE_REQUEST.md │ └── config.yml └── workflows │ ├── build_backend.yml │ └── build_labextension.yml ├── .gitignore ├── AUTHORS ├── CONTRIBUTE.md ├── FAQ.md ├── LICENSE ├── README.md ├── backend ├── .flake8 ├── MANIFEST.in ├── README.md ├── kale │ ├── __init__.py │ ├── cli.py │ ├── common │ │ ├── __init__.py │ │ ├── astutils.py │ │ ├── flakeutils.py │ │ ├── graphutils.py │ │ ├── jputils.py │ │ ├── k8sutils.py │ │ ├── katibutils.py │ │ ├── kfputils.py │ │ ├── kfutils.py │ │ ├── logutils.py │ │ ├── podutils.py │ │ ├── runutils.py │ │ ├── serveutils.py │ │ ├── utils.py │ │ └── workflowutils.py │ ├── compiler.py │ ├── config │ │ ├── __init__.py │ │ ├── config.py │ │ └── validators.py │ ├── kfserving │ │ ├── __init__.py │ │ ├── __main__.py │ │ └── transformer.py │ ├── marshal │ │ ├── __init__.py │ │ ├── backend.py │ │ ├── backends.py │ │ └── decorator.py │ ├── pipeline.py │ ├── processors │ │ ├── __init__.py │ │ ├── baseprocessor.py │ │ ├── nbprocessor.py │ │ └── pyprocessor.py │ ├── rpc │ │ ├── errors.py │ │ ├── katib.py │ │ ├── kfp.py │ │ ├── log.py │ │ ├── nb.py │ │ ├── run.py │ │ └── utils.py │ ├── sdk │ │ ├── __init__.py │ │ └── api.py │ ├── step.py │ ├── templates │ │ ├── nb_function_template.jinja2 │ │ ├── new_nb_function_template.jinja2 │ │ ├── new_pipeline_template.jinja2 │ │ ├── pipeline_template.jinja2 │ │ └── py_function_template.jinja2 │ └── tests │ │ ├── assets │ │ ├── kfp_dsl │ │ │ ├── iris.py │ │ │ ├── pipeline_parameters_and_metrics.py │ │ │ └── titanic.py │ │ ├── notebooks │ │ │ └── pipeline_parameters_and_metrics.ipynb │ │ ├── sdk │ │ │ ├── pipeline_parameters.py │ │ │ └── simple_data_passing.py │ │ └── yamls │ │ │ ├── katib-experiment-v1alpha3.yaml │ │ │ └── katib-experiment-v1beta1.yaml │ │ ├── e2e │ │ └── test_e2e.py │ │ └── unit_tests │ │ ├── conftest.py │ │ ├── test_ast.py │ │ ├── test_config.py │ │ ├── test_dependencies.py │ │ ├── test_graphutils.py │ │ ├── test_jputils.py │ │ ├── test_katibutils.py │ │ ├── test_kfputils.py │ │ ├── test_parser.py │ │ ├── test_podutils.py │ │ ├── test_rpc_nb.py │ │ └── test_utils.py ├── pyproject.toml ├── scripts │ ├── devpi-main.sh │ ├── devpi-publish.sh │ └── devpi-up.sh └── setup.py ├── docker ├── jupyterlab │ ├── Dockerfile │ ├── Dockerfile.dev │ ├── Dockerfile.rok │ ├── Dockerfile.rok.dev │ └── bashrc └── katib │ ├── Dockerfile │ └── Dockerfile.dev ├── docs └── imgs │ ├── Extension.png │ ├── kale_logo.png │ └── labextension.png ├── examples ├── README.md ├── base │ └── candies_sharing.ipynb ├── dog-breed-classification │ ├── bottleneck_features │ │ ├── DogResnet50Data.npz │ │ └── DogVGG16Data.npz │ ├── check_images │ │ ├── alaskan_malamute.jpg │ │ ├── cat1.jpg │ │ ├── cat2.jpg │ │ ├── chow-chow.jpg │ │ ├── goat.jpg │ │ ├── horse-dog.jpg │ │ ├── horse.jpg │ │ └── wolf.jpg │ ├── dog-breed-v2.ipynb │ ├── dogImages │ │ ├── test │ │ │ ├── 001.Affenpinscher │ │ │ │ └── Affenpinscher_00078.jpg │ │ │ ├── 002.Afghan_hound │ │ │ │ └── Afghan_hound_00141.jpg │ │ │ ├── 003.Airedale_terrier │ │ │ │ └── Airedale_terrier_00214.jpg │ │ │ ├── 004.Akita │ │ │ │ └── Akita_00270.jpg │ │ │ ├── 005.Alaskan_malamute │ │ │ │ └── Alaskan_malamute_00330.jpg │ │ │ ├── 006.American_eskimo_dog │ │ │ │ └── American_eskimo_dog_00451.jpg │ │ │ ├── 007.American_foxhound │ │ │ │ └── American_foxhound_00535.jpg │ │ │ ├── 008.American_staffordshire_terrier │ │ │ │ └── American_staffordshire_terrier_00580.jpg │ │ │ ├── 009.American_water_spaniel │ │ │ │ └── American_water_spaniel_00646.jpg │ │ │ ├── 010.Anatolian_shepherd_dog │ │ │ │ └── Anatolian_shepherd_dog_00710.jpg │ │ │ ├── 011.Australian_cattle_dog │ │ │ │ └── Australian_cattle_dog_00781.jpg │ │ │ ├── 012.Australian_shepherd │ │ │ │ └── Australian_shepherd_00830.jpg │ │ │ ├── 013.Australian_terrier │ │ │ │ └── Australian_terrier_00925.jpg │ │ │ ├── 014.Basenji │ │ │ │ └── Basenji_01029.jpg │ │ │ ├── 015.Basset_hound │ │ │ │ └── Basset_hound_01034.jpg │ │ │ ├── 016.Beagle │ │ │ │ └── Beagle_01156.jpg │ │ │ ├── 017.Bearded_collie │ │ │ │ └── Bearded_collie_01231.jpg │ │ │ ├── 018.Beauceron │ │ │ │ └── Beauceron_01328.jpg │ │ │ ├── 019.Bedlington_terrier │ │ │ │ └── Bedlington_terrier_01340.jpg │ │ │ ├── 020.Belgian_malinois │ │ │ │ └── Belgian_malinois_01445.jpg │ │ │ ├── 021.Belgian_sheepdog │ │ │ │ └── Belgian_sheepdog_01482.jpg │ │ │ ├── 022.Belgian_tervuren │ │ │ │ └── Belgian_tervuren_01585.jpg │ │ │ ├── 023.Bernese_mountain_dog │ │ │ │ └── Bernese_mountain_dog_01632.jpg │ │ │ ├── 024.Bichon_frise │ │ │ │ └── Bichon_frise_01759.jpg │ │ │ ├── 025.Black_and_tan_coonhound │ │ │ │ └── Black_and_tan_coonhound_01801.jpg │ │ │ ├── 026.Black_russian_terrier │ │ │ │ └── Black_russian_terrier_01840.jpg │ │ │ ├── 027.Bloodhound │ │ │ │ └── Bloodhound_01871.jpg │ │ │ ├── 028.Bluetick_coonhound │ │ │ │ └── Bluetick_coonhound_01982.jpg │ │ │ ├── 029.Border_collie │ │ │ │ └── Border_collie_02056.jpg │ │ │ ├── 030.Border_terrier │ │ │ │ └── Border_terrier_02136.jpg │ │ │ ├── 031.Borzoi │ │ │ │ └── Borzoi_02181.jpg │ │ │ ├── 032.Boston_terrier │ │ │ │ └── Boston_terrier_02294.jpg │ │ │ ├── 033.Bouvier_des_flandres │ │ │ │ └── Bouvier_des_flandres_02305.jpg │ │ │ ├── 034.Boxer │ │ │ │ └── Boxer_02379.jpg │ │ │ ├── 035.Boykin_spaniel │ │ │ │ └── Boykin_spaniel_02484.jpg │ │ │ ├── 036.Briard │ │ │ │ └── Briard_02521.jpg │ │ │ ├── 037.Brittany │ │ │ │ └── Brittany_02622.jpg │ │ │ ├── 038.Brussels_griffon │ │ │ │ └── Brussels_griffon_02699.jpg │ │ │ ├── 039.Bull_terrier │ │ │ │ └── Bull_terrier_02772.jpg │ │ │ ├── 040.Bulldog │ │ │ │ └── Bulldog_02834.jpg │ │ │ ├── 041.Bullmastiff │ │ │ │ └── Bullmastiff_02881.jpg │ │ │ ├── 042.Cairn_terrier │ │ │ │ └── Cairn_terrier_02979.jpg │ │ │ ├── 043.Canaan_dog │ │ │ │ └── Canaan_dog_03084.jpg │ │ │ ├── 044.Cane_corso │ │ │ │ └── Cane_corso_03161.jpg │ │ │ ├── 045.Cardigan_welsh_corgi │ │ │ │ └── Cardigan_welsh_corgi_03202.jpg │ │ │ ├── 046.Cavalier_king_charles_spaniel │ │ │ │ └── Cavalier_king_charles_spaniel_03291.jpg │ │ │ ├── 047.Chesapeake_bay_retriever │ │ │ │ └── Chesapeake_bay_retriever_03395.jpg │ │ │ ├── 048.Chihuahua │ │ │ │ └── Chihuahua_03460.jpg │ │ │ ├── 049.Chinese_crested │ │ │ │ └── Chinese_crested_03498.jpg │ │ │ ├── 050.Chinese_shar-pei │ │ │ │ └── Chinese_shar-pei_03556.jpg │ │ │ ├── 051.Chow_chow │ │ │ │ └── Chow_chow_03660.jpg │ │ │ ├── 052.Clumber_spaniel │ │ │ │ └── Clumber_spaniel_03680.jpg │ │ │ ├── 053.Cocker_spaniel │ │ │ │ └── Cocker_spaniel_03740.jpg │ │ │ ├── 054.Collie │ │ │ │ └── Collie_03835.jpg │ │ │ ├── 055.Curly-coated_retriever │ │ │ │ └── Curly-coated_retriever_03887.jpg │ │ │ ├── 056.Dachshund │ │ │ │ └── Dachshund_04003.jpg │ │ │ ├── 057.Dalmatian │ │ │ │ └── Dalmatian_04047.jpg │ │ │ ├── 058.Dandie_dinmont_terrier │ │ │ │ └── Dandie_dinmont_terrier_04155.jpg │ │ │ ├── 059.Doberman_pinscher │ │ │ │ └── Doberman_pinscher_04190.jpg │ │ │ ├── 060.Dogue_de_bordeaux │ │ │ │ └── Dogue_de_bordeaux_04235.jpg │ │ │ ├── 061.English_cocker_spaniel │ │ │ │ └── English_cocker_spaniel_04333.jpg │ │ │ ├── 062.English_setter │ │ │ │ └── English_setter_04385.jpg │ │ │ ├── 063.English_springer_spaniel │ │ │ │ └── English_springer_spaniel_04446.jpg │ │ │ ├── 064.English_toy_spaniel │ │ │ │ └── English_toy_spaniel_04509.jpg │ │ │ ├── 065.Entlebucher_mountain_dog │ │ │ │ └── Entlebucher_mountain_dog_04559.jpg │ │ │ ├── 066.Field_spaniel │ │ │ │ └── Field_spaniel_04616.jpg │ │ │ ├── 067.Finnish_spitz │ │ │ │ └── Finnish_spitz_04648.jpg │ │ │ ├── 068.Flat-coated_retriever │ │ │ │ └── Flat-coated_retriever_04703.jpg │ │ │ ├── 069.French_bulldog │ │ │ │ └── French_bulldog_04813.jpg │ │ │ ├── 070.German_pinscher │ │ │ │ └── German_pinscher_04838.jpg │ │ │ ├── 071.German_shepherd_dog │ │ │ │ └── German_shepherd_dog_04960.jpg │ │ │ ├── 072.German_shorthaired_pointer │ │ │ │ └── German_shorthaired_pointer_04974.jpg │ │ │ ├── 073.German_wirehaired_pointer │ │ │ │ └── German_wirehaired_pointer_05043.jpg │ │ │ ├── 074.Giant_schnauzer │ │ │ │ └── Giant_schnauzer_05122.jpg │ │ │ ├── 075.Glen_of_imaal_terrier │ │ │ │ └── Glen_of_imaal_terrier_05148.jpg │ │ │ ├── 076.Golden_retriever │ │ │ │ └── Golden_retriever_05220.jpg │ │ │ ├── 077.Gordon_setter │ │ │ │ └── Gordon_setter_05265.jpg │ │ │ ├── 078.Great_dane │ │ │ │ └── Great_dane_05329.jpg │ │ │ ├── 079.Great_pyrenees │ │ │ │ └── Great_pyrenees_05425.jpg │ │ │ ├── 080.Greater_swiss_mountain_dog │ │ │ │ └── Greater_swiss_mountain_dog_05469.jpg │ │ │ ├── 081.Greyhound │ │ │ │ └── Greyhound_05565.jpg │ │ │ ├── 082.Havanese │ │ │ │ └── Havanese_05585.jpg │ │ │ ├── 083.Ibizan_hound │ │ │ │ └── Ibizan_hound_05697.jpg │ │ │ ├── 084.Icelandic_sheepdog │ │ │ │ └── Icelandic_sheepdog_05701.jpg │ │ │ ├── 085.Irish_red_and_white_setter │ │ │ │ └── Irish_red_and_white_setter_05766.jpg │ │ │ ├── 086.Irish_setter │ │ │ │ └── Irish_setter_05812.jpg │ │ │ ├── 087.Irish_terrier │ │ │ │ └── Irish_terrier_05887.jpg │ │ │ ├── 088.Irish_water_spaniel │ │ │ │ └── Irish_water_spaniel_05983.jpg │ │ │ ├── 089.Irish_wolfhound │ │ │ │ └── Irish_wolfhound_06052.jpg │ │ │ ├── 090.Italian_greyhound │ │ │ │ └── Italian_greyhound_06137.jpg │ │ │ ├── 091.Japanese_chin │ │ │ │ └── Japanese_chin_06168.jpg │ │ │ ├── 092.Keeshond │ │ │ │ └── Keeshond_06268.jpg │ │ │ ├── 093.Kerry_blue_terrier │ │ │ │ └── Kerry_blue_terrier_06293.jpg │ │ │ ├── 094.Komondor │ │ │ │ └── Komondor_06382.jpg │ │ │ ├── 095.Kuvasz │ │ │ │ └── Kuvasz_06388.jpg │ │ │ ├── 096.Labrador_retriever │ │ │ │ └── Labrador_retriever_06478.jpg │ │ │ ├── 097.Lakeland_terrier │ │ │ │ └── Lakeland_terrier_06518.jpg │ │ │ ├── 098.Leonberger │ │ │ │ └── Leonberger_06566.jpg │ │ │ ├── 099.Lhasa_apso │ │ │ │ └── Lhasa_apso_06619.jpg │ │ │ ├── 100.Lowchen │ │ │ │ └── Lowchen_06696.jpg │ │ │ ├── 101.Maltese │ │ │ │ └── Maltese_06766.jpg │ │ │ ├── 102.Manchester_terrier │ │ │ │ └── Manchester_terrier_06778.jpg │ │ │ ├── 103.Mastiff │ │ │ │ └── Mastiff_06873.jpg │ │ │ ├── 104.Miniature_schnauzer │ │ │ │ └── Miniature_schnauzer_06930.jpg │ │ │ ├── 105.Neapolitan_mastiff │ │ │ │ └── Neapolitan_mastiff_06937.jpg │ │ │ ├── 106.Newfoundland │ │ │ │ └── Newfoundland_07010.jpg │ │ │ ├── 107.Norfolk_terrier │ │ │ │ └── Norfolk_terrier_07056.jpg │ │ │ ├── 108.Norwegian_buhund │ │ │ │ └── Norwegian_buhund_07111.jpg │ │ │ ├── 109.Norwegian_elkhound │ │ │ │ └── Norwegian_elkhound_07180.jpg │ │ │ ├── 110.Norwegian_lundehund │ │ │ │ └── Norwegian_lundehund_07186.jpg │ │ │ ├── 111.Norwich_terrier │ │ │ │ └── Norwich_terrier_07240.jpg │ │ │ ├── 112.Nova_scotia_duck_tolling_retriever │ │ │ │ └── Nova_scotia_duck_tolling_retriever_07331.jpg │ │ │ ├── 113.Old_english_sheepdog │ │ │ │ └── Old_english_sheepdog_07391.jpg │ │ │ ├── 114.Otterhound │ │ │ │ └── Otterhound_07394.jpg │ │ │ ├── 115.Papillon │ │ │ │ └── Papillon_07498.jpg │ │ │ ├── 116.Parson_russell_terrier │ │ │ │ └── Parson_russell_terrier_07531.jpg │ │ │ ├── 117.Pekingese │ │ │ │ └── Pekingese_07568.jpg │ │ │ ├── 118.Pembroke_welsh_corgi │ │ │ │ └── Pembroke_welsh_corgi_07652.jpg │ │ │ ├── 119.Petit_basset_griffon_vendeen │ │ │ │ └── Petit_basset_griffon_vendeen_07715.jpg │ │ │ ├── 120.Pharaoh_hound │ │ │ │ └── Pharaoh_hound_07741.jpg │ │ │ ├── 121.Plott │ │ │ │ └── Plott_07792.jpg │ │ │ ├── 122.Pointer │ │ │ │ └── Pointer_07821.jpg │ │ │ ├── 123.Pomeranian │ │ │ │ └── Pomeranian_07873.jpg │ │ │ ├── 124.Poodle │ │ │ │ └── Poodle_07949.jpg │ │ │ ├── 125.Portuguese_water_dog │ │ │ │ └── Portuguese_water_dog_07975.jpg │ │ │ ├── 126.Saint_bernard │ │ │ │ └── Saint_bernard_08036.jpg │ │ │ ├── 127.Silky_terrier │ │ │ │ └── Silky_terrier_08057.jpg │ │ │ ├── 128.Smooth_fox_terrier │ │ │ │ └── Smooth_fox_terrier_08110.jpg │ │ │ ├── 129.Tibetan_mastiff │ │ │ │ └── Tibetan_mastiff_08171.jpg │ │ │ ├── 130.Welsh_springer_spaniel │ │ │ │ └── Welsh_springer_spaniel_08215.jpg │ │ │ ├── 131.Wirehaired_pointing_griffon │ │ │ │ └── Wirehaired_pointing_griffon_08267.jpg │ │ │ ├── 132.Xoloitzcuintli │ │ │ │ └── Xoloitzcuintli_08281.jpg │ │ │ └── 133.Yorkshire_terrier │ │ │ │ └── Yorkshire_terrier_08346.jpg │ │ ├── train │ │ │ ├── 001.Affenpinscher │ │ │ │ └── Affenpinscher_00037.jpg │ │ │ ├── 002.Afghan_hound │ │ │ │ └── Afghan_hound_00089.jpg │ │ │ ├── 003.Airedale_terrier │ │ │ │ └── Airedale_terrier_00218.jpg │ │ │ ├── 004.Akita │ │ │ │ └── Akita_00266.jpg │ │ │ ├── 005.Alaskan_malamute │ │ │ │ └── Alaskan_malamute_00355.jpg │ │ │ ├── 006.American_eskimo_dog │ │ │ │ └── American_eskimo_dog_00420.jpg │ │ │ ├── 007.American_foxhound │ │ │ │ └── American_foxhound_00483.jpg │ │ │ ├── 008.American_staffordshire_terrier │ │ │ │ └── American_staffordshire_terrier_00609.jpg │ │ │ ├── 009.American_water_spaniel │ │ │ │ └── American_water_spaniel_00652.jpg │ │ │ ├── 010.Anatolian_shepherd_dog │ │ │ │ └── Anatolian_shepherd_dog_00694.jpg │ │ │ ├── 011.Australian_cattle_dog │ │ │ │ └── Australian_cattle_dog_00745.jpg │ │ │ ├── 012.Australian_shepherd │ │ │ │ └── Australian_shepherd_00858.jpg │ │ │ ├── 013.Australian_terrier │ │ │ │ └── Australian_terrier_00933.jpg │ │ │ ├── 014.Basenji │ │ │ │ └── Basenji_00971.jpg │ │ │ ├── 015.Basset_hound │ │ │ │ └── Basset_hound_01089.jpg │ │ │ ├── 016.Beagle │ │ │ │ └── Beagle_01180.jpg │ │ │ ├── 017.Bearded_collie │ │ │ │ └── Bearded_collie_01259.jpg │ │ │ ├── 018.Beauceron │ │ │ │ └── Beauceron_01312.jpg │ │ │ ├── 019.Bedlington_terrier │ │ │ │ └── Bedlington_terrier_01382.jpg │ │ │ ├── 020.Belgian_malinois │ │ │ │ └── Belgian_malinois_01455.jpg │ │ │ ├── 021.Belgian_sheepdog │ │ │ │ └── Belgian_sheepdog_01502.jpg │ │ │ ├── 022.Belgian_tervuren │ │ │ │ └── Belgian_tervuren_01609.jpg │ │ │ ├── 023.Bernese_mountain_dog │ │ │ │ └── Bernese_mountain_dog_01683.jpg │ │ │ ├── 024.Bichon_frise │ │ │ │ └── Bichon_frise_01766.jpg │ │ │ ├── 025.Black_and_tan_coonhound │ │ │ │ └── Black_and_tan_coonhound_01779.jpg │ │ │ ├── 026.Black_russian_terrier │ │ │ │ └── Black_russian_terrier_01858.jpg │ │ │ ├── 027.Bloodhound │ │ │ │ └── Bloodhound_01948.jpg │ │ │ ├── 028.Bluetick_coonhound │ │ │ │ └── Bluetick_coonhound_01960.jpg │ │ │ ├── 029.Border_collie │ │ │ │ └── Border_collie_02028.jpg │ │ │ ├── 030.Border_terrier │ │ │ │ └── Border_terrier_02095.jpg │ │ │ ├── 031.Borzoi │ │ │ │ └── Borzoi_02159.jpg │ │ │ ├── 032.Boston_terrier │ │ │ │ └── Boston_terrier_02236.jpg │ │ │ ├── 033.Bouvier_des_flandres │ │ │ │ └── Bouvier_des_flandres_02330.jpg │ │ │ ├── 034.Boxer │ │ │ │ └── Boxer_02390.jpg │ │ │ ├── 035.Boykin_spaniel │ │ │ │ └── Boykin_spaniel_02502.jpg │ │ │ ├── 036.Briard │ │ │ │ └── Briard_02549.jpg │ │ │ ├── 037.Brittany │ │ │ │ └── Brittany_02625.jpg │ │ │ ├── 038.Brussels_griffon │ │ │ │ └── Brussels_griffon_02717.jpg │ │ │ ├── 039.Bull_terrier │ │ │ │ └── Bull_terrier_02793.jpg │ │ │ ├── 040.Bulldog │ │ │ │ └── Bulldog_02827.jpg │ │ │ ├── 041.Bullmastiff │ │ │ │ └── Bullmastiff_02879.jpg │ │ │ ├── 042.Cairn_terrier │ │ │ │ └── Cairn_terrier_02980.jpg │ │ │ ├── 043.Canaan_dog │ │ │ │ └── Canaan_dog_03079.jpg │ │ │ ├── 044.Cane_corso │ │ │ │ └── Cane_corso_03171.jpg │ │ │ ├── 045.Cardigan_welsh_corgi │ │ │ │ └── Cardigan_welsh_corgi_03191.jpg │ │ │ ├── 046.Cavalier_king_charles_spaniel │ │ │ │ └── Cavalier_king_charles_spaniel_03284.jpg │ │ │ ├── 047.Chesapeake_bay_retriever │ │ │ │ └── Chesapeake_bay_retriever_03366.jpg │ │ │ ├── 048.Chihuahua │ │ │ │ └── Chihuahua_03409.jpg │ │ │ ├── 049.Chinese_crested │ │ │ │ └── Chinese_crested_03521.jpg │ │ │ ├── 050.Chinese_shar-pei │ │ │ │ └── Chinese_shar-pei_03586.jpg │ │ │ ├── 051.Chow_chow │ │ │ │ └── Chow_chow_03653.jpg │ │ │ ├── 052.Clumber_spaniel │ │ │ │ └── Clumber_spaniel_03721.jpg │ │ │ ├── 053.Cocker_spaniel │ │ │ │ └── Cocker_spaniel_03752.jpg │ │ │ ├── 054.Collie │ │ │ │ └── Collie_03825.jpg │ │ │ ├── 055.Curly-coated_retriever │ │ │ │ └── Curly-coated_retriever_03871.jpg │ │ │ ├── 056.Dachshund │ │ │ │ └── Dachshund_03940.jpg │ │ │ ├── 057.Dalmatian │ │ │ │ └── Dalmatian_04073.jpg │ │ │ ├── 058.Dandie_dinmont_terrier │ │ │ │ └── Dandie_dinmont_terrier_04095.jpg │ │ │ ├── 059.Doberman_pinscher │ │ │ │ └── Doberman_pinscher_04183.jpg │ │ │ ├── 060.Dogue_de_bordeaux │ │ │ │ └── Dogue_de_bordeaux_04257.jpg │ │ │ ├── 061.English_cocker_spaniel │ │ │ │ └── English_cocker_spaniel_04325.jpg │ │ │ ├── 062.English_setter │ │ │ │ └── English_setter_04408.jpg │ │ │ ├── 063.English_springer_spaniel │ │ │ │ └── English_springer_spaniel_04480.jpg │ │ │ ├── 064.English_toy_spaniel │ │ │ │ └── English_toy_spaniel_04526.jpg │ │ │ ├── 065.Entlebucher_mountain_dog │ │ │ │ └── Entlebucher_mountain_dog_04592.jpg │ │ │ ├── 066.Field_spaniel │ │ │ │ └── Field_spaniel_04623.jpg │ │ │ ├── 067.Finnish_spitz │ │ │ │ └── Finnish_spitz_04647.jpg │ │ │ ├── 068.Flat-coated_retriever │ │ │ │ └── Flat-coated_retriever_04751.jpg │ │ │ ├── 069.French_bulldog │ │ │ │ └── French_bulldog_04773.jpg │ │ │ ├── 070.German_pinscher │ │ │ │ └── German_pinscher_04850.jpg │ │ │ ├── 071.German_shepherd_dog │ │ │ │ └── German_shepherd_dog_04895.jpg │ │ │ ├── 072.German_shorthaired_pointer │ │ │ │ └── German_shorthaired_pointer_04997.jpg │ │ │ ├── 073.German_wirehaired_pointer │ │ │ │ └── German_wirehaired_pointer_05056.jpg │ │ │ ├── 074.Giant_schnauzer │ │ │ │ └── Giant_schnauzer_05082.jpg │ │ │ ├── 075.Glen_of_imaal_terrier │ │ │ │ └── Glen_of_imaal_terrier_05144.jpg │ │ │ ├── 076.Golden_retriever │ │ │ │ └── Golden_retriever_05207.jpg │ │ │ ├── 077.Gordon_setter │ │ │ │ └── Gordon_setter_05308.jpg │ │ │ ├── 078.Great_dane │ │ │ │ └── Great_dane_05352.jpg │ │ │ ├── 079.Great_pyrenees │ │ │ │ └── Great_pyrenees_05376.jpg │ │ │ ├── 080.Greater_swiss_mountain_dog │ │ │ │ └── Greater_swiss_mountain_dog_05452.jpg │ │ │ ├── 081.Greyhound │ │ │ │ └── Greyhound_05558.jpg │ │ │ ├── 082.Havanese │ │ │ │ └── Havanese_05599.jpg │ │ │ ├── 083.Ibizan_hound │ │ │ │ └── Ibizan_hound_05651.jpg │ │ │ ├── 084.Icelandic_sheepdog │ │ │ │ └── Icelandic_sheepdog_05703.jpg │ │ │ ├── 085.Irish_red_and_white_setter │ │ │ │ └── Irish_red_and_white_setter_05797.jpg │ │ │ ├── 086.Irish_setter │ │ │ │ └── Irish_setter_05824.jpg │ │ │ ├── 087.Irish_terrier │ │ │ │ └── Irish_terrier_05925.jpg │ │ │ ├── 088.Irish_water_spaniel │ │ │ │ └── Irish_water_spaniel_05981.jpg │ │ │ ├── 089.Irish_wolfhound │ │ │ │ └── Irish_wolfhound_06025.jpg │ │ │ ├── 090.Italian_greyhound │ │ │ │ └── Italian_greyhound_06150.jpg │ │ │ ├── 091.Japanese_chin │ │ │ │ └── Japanese_chin_06191.jpg │ │ │ ├── 092.Keeshond │ │ │ │ └── Keeshond_06230.jpg │ │ │ ├── 093.Kerry_blue_terrier │ │ │ │ └── Kerry_blue_terrier_06295.jpg │ │ │ ├── 094.Komondor │ │ │ │ └── Komondor_06363.jpg │ │ │ ├── 095.Kuvasz │ │ │ │ └── Kuvasz_06425.jpg │ │ │ ├── 096.Labrador_retriever │ │ │ │ └── Labrador_retriever_06482.jpg │ │ │ ├── 097.Lakeland_terrier │ │ │ │ └── Lakeland_terrier_06547.jpg │ │ │ ├── 098.Leonberger │ │ │ │ └── Leonberger_06568.jpg │ │ │ ├── 099.Lhasa_apso │ │ │ │ └── Lhasa_apso_06667.jpg │ │ │ ├── 100.Lowchen │ │ │ │ └── Lowchen_06712.jpg │ │ │ ├── 101.Maltese │ │ │ │ └── Maltese_06768.jpg │ │ │ ├── 102.Manchester_terrier │ │ │ │ └── Manchester_terrier_06790.jpg │ │ │ ├── 103.Mastiff │ │ │ │ └── Mastiff_06835.jpg │ │ │ ├── 104.Miniature_schnauzer │ │ │ │ └── Miniature_schnauzer_06885.jpg │ │ │ ├── 105.Neapolitan_mastiff │ │ │ │ └── Neapolitan_mastiff_06940.jpg │ │ │ ├── 106.Newfoundland │ │ │ │ └── Newfoundland_07002.jpg │ │ │ ├── 107.Norfolk_terrier │ │ │ │ └── Norfolk_terrier_07051.jpg │ │ │ ├── 108.Norwegian_buhund │ │ │ │ └── Norwegian_buhund_07125.jpg │ │ │ ├── 109.Norwegian_elkhound │ │ │ │ └── Norwegian_elkhound_07169.jpg │ │ │ ├── 110.Norwegian_lundehund │ │ │ │ └── Norwegian_lundehund_07187.jpg │ │ │ ├── 111.Norwich_terrier │ │ │ │ └── Norwich_terrier_07230.jpg │ │ │ ├── 112.Nova_scotia_duck_tolling_retriever │ │ │ │ └── Nova_scotia_duck_tolling_retriever_07326.jpg │ │ │ ├── 113.Old_english_sheepdog │ │ │ │ └── Old_english_sheepdog_07385.jpg │ │ │ ├── 114.Otterhound │ │ │ │ └── Otterhound_07401.jpg │ │ │ ├── 115.Papillon │ │ │ │ └── Papillon_07450.jpg │ │ │ ├── 116.Parson_russell_terrier │ │ │ │ └── Parson_russell_terrier_07541.jpg │ │ │ ├── 117.Pekingese │ │ │ │ └── Pekingese_07587.jpg │ │ │ ├── 118.Pembroke_welsh_corgi │ │ │ │ └── Pembroke_welsh_corgi_07618.jpg │ │ │ ├── 119.Petit_basset_griffon_vendeen │ │ │ │ └── Petit_basset_griffon_vendeen_07683.jpg │ │ │ ├── 120.Pharaoh_hound │ │ │ │ └── Pharaoh_hound_07753.jpg │ │ │ ├── 121.Plott │ │ │ │ └── Plott_07781.jpg │ │ │ ├── 122.Pointer │ │ │ │ └── Pointer_07806.jpg │ │ │ ├── 123.Pomeranian │ │ │ │ └── Pomeranian_07852.jpg │ │ │ ├── 124.Poodle │ │ │ │ └── Poodle_07921.jpg │ │ │ ├── 125.Portuguese_water_dog │ │ │ │ └── Portuguese_water_dog_07989.jpg │ │ │ ├── 126.Saint_bernard │ │ │ │ └── Saint_bernard_08009.jpg │ │ │ ├── 127.Silky_terrier │ │ │ │ └── Silky_terrier_08041.jpg │ │ │ ├── 128.Smooth_fox_terrier │ │ │ │ └── Smooth_fox_terrier_08098.jpg │ │ │ ├── 129.Tibetan_mastiff │ │ │ │ └── Tibetan_mastiff_08160.jpg │ │ │ ├── 130.Welsh_springer_spaniel │ │ │ │ └── Welsh_springer_spaniel_08224.jpg │ │ │ ├── 131.Wirehaired_pointing_griffon │ │ │ │ └── Wirehaired_pointing_griffon_08264.jpg │ │ │ ├── 132.Xoloitzcuintli │ │ │ │ └── Xoloitzcuintli_08296.jpg │ │ │ └── 133.Yorkshire_terrier │ │ │ │ └── Yorkshire_terrier_08344.jpg │ │ └── valid │ │ │ ├── 001.Affenpinscher │ │ │ └── Affenpinscher_00042.jpg │ │ │ ├── 002.Afghan_hound │ │ │ └── Afghan_hound_00095.jpg │ │ │ ├── 003.Airedale_terrier │ │ │ └── Airedale_terrier_00183.jpg │ │ │ ├── 004.Akita │ │ │ └── Akita_00235.jpg │ │ │ ├── 005.Alaskan_malamute │ │ │ └── Alaskan_malamute_00323.jpg │ │ │ ├── 006.American_eskimo_dog │ │ │ └── American_eskimo_dog_00446.jpg │ │ │ ├── 007.American_foxhound │ │ │ └── American_foxhound_00487.jpg │ │ │ ├── 008.American_staffordshire_terrier │ │ │ └── American_staffordshire_terrier_00554.jpg │ │ │ ├── 009.American_water_spaniel │ │ │ └── American_water_spaniel_00654.jpg │ │ │ ├── 010.Anatolian_shepherd_dog │ │ │ └── Anatolian_shepherd_dog_00719.jpg │ │ │ ├── 011.Australian_cattle_dog │ │ │ └── Australian_cattle_dog_00733.jpg │ │ │ ├── 012.Australian_shepherd │ │ │ └── Australian_shepherd_00867.jpg │ │ │ ├── 013.Australian_terrier │ │ │ └── Australian_terrier_00896.jpg │ │ │ ├── 014.Basenji │ │ │ └── Basenji_00967.jpg │ │ │ ├── 015.Basset_hound │ │ │ └── Basset_hound_01109.jpg │ │ │ ├── 016.Beagle │ │ │ └── Beagle_01183.jpg │ │ │ ├── 017.Bearded_collie │ │ │ └── Bearded_collie_01222.jpg │ │ │ ├── 018.Beauceron │ │ │ └── Beauceron_01318.jpg │ │ │ ├── 019.Bedlington_terrier │ │ │ └── Bedlington_terrier_01396.jpg │ │ │ ├── 020.Belgian_malinois │ │ │ └── Belgian_malinois_01428.jpg │ │ │ ├── 021.Belgian_sheepdog │ │ │ └── Belgian_sheepdog_01521.jpg │ │ │ ├── 022.Belgian_tervuren │ │ │ └── Belgian_tervuren_01610.jpg │ │ │ ├── 023.Bernese_mountain_dog │ │ │ └── Bernese_mountain_dog_01672.jpg │ │ │ ├── 024.Bichon_frise │ │ │ └── Bichon_frise_01708.jpg │ │ │ ├── 025.Black_and_tan_coonhound │ │ │ └── Black_and_tan_coonhound_01790.jpg │ │ │ ├── 026.Black_russian_terrier │ │ │ └── Black_russian_terrier_01839.jpg │ │ │ ├── 027.Bloodhound │ │ │ └── Bloodhound_01891.jpg │ │ │ ├── 028.Bluetick_coonhound │ │ │ └── Bluetick_coonhound_01992.jpg │ │ │ ├── 029.Border_collie │ │ │ └── Border_collie_02085.jpg │ │ │ ├── 030.Border_terrier │ │ │ └── Border_terrier_02146.jpg │ │ │ ├── 031.Borzoi │ │ │ └── Borzoi_02178.jpg │ │ │ ├── 032.Boston_terrier │ │ │ └── Boston_terrier_02299.jpg │ │ │ ├── 033.Bouvier_des_flandres │ │ │ └── Bouvier_des_flandres_02358.jpg │ │ │ ├── 034.Boxer │ │ │ └── Boxer_02392.jpg │ │ │ ├── 035.Boykin_spaniel │ │ │ └── Boykin_spaniel_02452.jpg │ │ │ ├── 036.Briard │ │ │ └── Briard_02518.jpg │ │ │ ├── 037.Brittany │ │ │ └── Brittany_02613.jpg │ │ │ ├── 038.Brussels_griffon │ │ │ └── Brussels_griffon_02697.jpg │ │ │ ├── 039.Bull_terrier │ │ │ └── Bull_terrier_02799.jpg │ │ │ ├── 040.Bulldog │ │ │ └── Bulldog_02830.jpg │ │ │ ├── 041.Bullmastiff │ │ │ └── Bullmastiff_02880.jpg │ │ │ ├── 042.Cairn_terrier │ │ │ └── Cairn_terrier_02972.jpg │ │ │ ├── 043.Canaan_dog │ │ │ └── Canaan_dog_03070.jpg │ │ │ ├── 044.Cane_corso │ │ │ └── Cane_corso_03103.jpg │ │ │ ├── 045.Cardigan_welsh_corgi │ │ │ └── Cardigan_welsh_corgi_03232.jpg │ │ │ ├── 046.Cavalier_king_charles_spaniel │ │ │ └── Cavalier_king_charles_spaniel_03293.jpg │ │ │ ├── 047.Chesapeake_bay_retriever │ │ │ └── Chesapeake_bay_retriever_03333.jpg │ │ │ ├── 048.Chihuahua │ │ │ └── Chihuahua_03397.jpg │ │ │ ├── 049.Chinese_crested │ │ │ └── Chinese_crested_03497.jpg │ │ │ ├── 050.Chinese_shar-pei │ │ │ └── Chinese_shar-pei_03566.jpg │ │ │ ├── 051.Chow_chow │ │ │ └── Chow_chow_03661.jpg │ │ │ ├── 052.Clumber_spaniel │ │ │ └── Clumber_spaniel_03679.jpg │ │ │ ├── 053.Cocker_spaniel │ │ │ └── Cocker_spaniel_03733.jpg │ │ │ ├── 054.Collie │ │ │ └── Collie_03797.jpg │ │ │ ├── 055.Curly-coated_retriever │ │ │ └── Curly-coated_retriever_03869.jpg │ │ │ ├── 056.Dachshund │ │ │ └── Dachshund_03936.jpg │ │ │ ├── 057.Dalmatian │ │ │ └── Dalmatian_04057.jpg │ │ │ ├── 058.Dandie_dinmont_terrier │ │ │ └── Dandie_dinmont_terrier_04096.jpg │ │ │ ├── 059.Doberman_pinscher │ │ │ └── Doberman_pinscher_04178.jpg │ │ │ ├── 060.Dogue_de_bordeaux │ │ │ └── Dogue_de_bordeaux_04274.jpg │ │ │ ├── 061.English_cocker_spaniel │ │ │ └── English_cocker_spaniel_04341.jpg │ │ │ ├── 062.English_setter │ │ │ └── English_setter_04369.jpg │ │ │ ├── 063.English_springer_spaniel │ │ │ └── English_springer_spaniel_04450.jpg │ │ │ ├── 064.English_toy_spaniel │ │ │ └── English_toy_spaniel_04541.jpg │ │ │ ├── 065.Entlebucher_mountain_dog │ │ │ └── Entlebucher_mountain_dog_04587.jpg │ │ │ ├── 066.Field_spaniel │ │ │ └── Field_spaniel_04602.jpg │ │ │ ├── 067.Finnish_spitz │ │ │ └── Finnish_spitz_04652.jpg │ │ │ ├── 068.Flat-coated_retriever │ │ │ └── Flat-coated_retriever_04683.jpg │ │ │ ├── 069.French_bulldog │ │ │ └── French_bulldog_04784.jpg │ │ │ ├── 070.German_pinscher │ │ │ └── German_pinscher_04830.jpg │ │ │ ├── 071.German_shepherd_dog │ │ │ └── German_shepherd_dog_04915.jpg │ │ │ ├── 072.German_shorthaired_pointer │ │ │ └── German_shorthaired_pointer_04967.jpg │ │ │ ├── 073.German_wirehaired_pointer │ │ │ └── German_wirehaired_pointer_05041.jpg │ │ │ ├── 074.Giant_schnauzer │ │ │ └── Giant_schnauzer_05110.jpg │ │ │ ├── 075.Glen_of_imaal_terrier │ │ │ └── Glen_of_imaal_terrier_05135.jpg │ │ │ ├── 076.Golden_retriever │ │ │ └── Golden_retriever_05228.jpg │ │ │ ├── 077.Gordon_setter │ │ │ └── Gordon_setter_05304.jpg │ │ │ ├── 078.Great_dane │ │ │ └── Great_dane_05355.jpg │ │ │ ├── 079.Great_pyrenees │ │ │ └── Great_pyrenees_05431.jpg │ │ │ ├── 080.Greater_swiss_mountain_dog │ │ │ └── Greater_swiss_mountain_dog_05489.jpg │ │ │ ├── 081.Greyhound │ │ │ └── Greyhound_05528.jpg │ │ │ ├── 082.Havanese │ │ │ └── Havanese_05637.jpg │ │ │ ├── 083.Ibizan_hound │ │ │ └── Ibizan_hound_05659.jpg │ │ │ ├── 084.Icelandic_sheepdog │ │ │ └── Icelandic_sheepdog_05742.jpg │ │ │ ├── 085.Irish_red_and_white_setter │ │ │ └── Irish_red_and_white_setter_05773.jpg │ │ │ ├── 086.Irish_setter │ │ │ └── Irish_setter_05855.jpg │ │ │ ├── 087.Irish_terrier │ │ │ └── Irish_terrier_05937.jpg │ │ │ ├── 088.Irish_water_spaniel │ │ │ └── Irish_water_spaniel_05986.jpg │ │ │ ├── 089.Irish_wolfhound │ │ │ └── Irish_wolfhound_06061.jpg │ │ │ ├── 090.Italian_greyhound │ │ │ └── Italian_greyhound_06100.jpg │ │ │ ├── 091.Japanese_chin │ │ │ └── Japanese_chin_06167.jpg │ │ │ ├── 092.Keeshond │ │ │ └── Keeshond_06266.jpg │ │ │ ├── 093.Kerry_blue_terrier │ │ │ └── Kerry_blue_terrier_06294.jpg │ │ │ ├── 094.Komondor │ │ │ └── Komondor_06340.jpg │ │ │ ├── 095.Kuvasz │ │ │ └── Kuvasz_06421.jpg │ │ │ ├── 096.Labrador_retriever │ │ │ └── Labrador_retriever_06453.jpg │ │ │ ├── 097.Lakeland_terrier │ │ │ └── Lakeland_terrier_06502.jpg │ │ │ ├── 098.Leonberger │ │ │ └── Leonberger_06588.jpg │ │ │ ├── 099.Lhasa_apso │ │ │ └── Lhasa_apso_06669.jpg │ │ │ ├── 100.Lowchen │ │ │ └── Lowchen_06682.jpg │ │ │ ├── 101.Maltese │ │ │ └── Maltese_06760.jpg │ │ │ ├── 102.Manchester_terrier │ │ │ └── Manchester_terrier_06784.jpg │ │ │ ├── 103.Mastiff │ │ │ └── Mastiff_06816.jpg │ │ │ ├── 104.Miniature_schnauzer │ │ │ └── Miniature_schnauzer_06915.jpg │ │ │ ├── 105.Neapolitan_mastiff │ │ │ └── Neapolitan_mastiff_06963.jpg │ │ │ ├── 106.Newfoundland │ │ │ └── Newfoundland_07020.jpg │ │ │ ├── 107.Norfolk_terrier │ │ │ └── Norfolk_terrier_07040.jpg │ │ │ ├── 108.Norwegian_buhund │ │ │ └── Norwegian_buhund_07102.jpg │ │ │ ├── 109.Norwegian_elkhound │ │ │ └── Norwegian_elkhound_07134.jpg │ │ │ ├── 110.Norwegian_lundehund │ │ │ └── Norwegian_lundehund_07194.jpg │ │ │ ├── 111.Norwich_terrier │ │ │ └── Norwich_terrier_07248.jpg │ │ │ ├── 112.Nova_scotia_duck_tolling_retriever │ │ │ └── Nova_scotia_duck_tolling_retriever_07309.jpg │ │ │ ├── 113.Old_english_sheepdog │ │ │ └── Old_english_sheepdog_07382.jpg │ │ │ ├── 114.Otterhound │ │ │ └── Otterhound_07409.jpg │ │ │ ├── 115.Papillon │ │ │ └── Papillon_07484.jpg │ │ │ ├── 116.Parson_russell_terrier │ │ │ └── Parson_russell_terrier_07543.jpg │ │ │ ├── 117.Pekingese │ │ │ └── Pekingese_07583.jpg │ │ │ ├── 118.Pembroke_welsh_corgi │ │ │ └── Pembroke_welsh_corgi_07670.jpg │ │ │ ├── 119.Petit_basset_griffon_vendeen │ │ │ └── Petit_basset_griffon_vendeen_07713.jpg │ │ │ ├── 120.Pharaoh_hound │ │ │ └── Pharaoh_hound_07730.jpg │ │ │ ├── 121.Plott │ │ │ └── Plott_07802.jpg │ │ │ ├── 122.Pointer │ │ │ └── Pointer_07834.jpg │ │ │ ├── 123.Pomeranian │ │ │ └── Pomeranian_07894.jpg │ │ │ ├── 124.Poodle │ │ │ └── Poodle_07948.jpg │ │ │ ├── 125.Portuguese_water_dog │ │ │ └── Portuguese_water_dog_07996.jpg │ │ │ ├── 126.Saint_bernard │ │ │ └── Saint_bernard_08030.jpg │ │ │ ├── 127.Silky_terrier │ │ │ └── Silky_terrier_08049.jpg │ │ │ ├── 128.Smooth_fox_terrier │ │ │ └── Smooth_fox_terrier_08107.jpg │ │ │ ├── 129.Tibetan_mastiff │ │ │ └── Tibetan_mastiff_08137.jpg │ │ │ ├── 130.Welsh_springer_spaniel │ │ │ └── Welsh_springer_spaniel_08240.jpg │ │ │ ├── 131.Wirehaired_pointing_griffon │ │ │ └── Wirehaired_pointing_griffon_08266.jpg │ │ │ ├── 132.Xoloitzcuintli │ │ │ └── Xoloitzcuintli_08298.jpg │ │ │ └── 133.Yorkshire_terrier │ │ │ └── Yorkshire_terrier_08348.jpg │ ├── extract_bottleneck_features.py │ ├── images │ │ ├── American_water_spaniel_00648.jpg │ │ ├── Brittany_02625.jpg │ │ ├── Curly-coated_retriever_03896.jpg │ │ ├── Labrador_retriever_06449.jpg │ │ ├── Labrador_retriever_06455.jpg │ │ ├── Labrador_retriever_06457.jpg │ │ ├── Welsh_springer_spaniel_08203.jpg │ │ ├── sample_cnn.png │ │ └── sample_dog_output.png │ └── requirements │ │ ├── requirements-v2.txt │ │ └── requirements.txt ├── openvaccine-kaggle-competition │ ├── data │ │ ├── sample_submission.csv │ │ ├── test.json │ │ └── train.json │ ├── images │ │ ├── banner.png │ │ └── mcrmse.png │ ├── open-vaccine.ipynb │ └── requirements.txt ├── pytorch-classification │ └── cifar10_classification.ipynb ├── sdk │ ├── README.md │ ├── artifact.py │ ├── compression-pipeline.py │ ├── quantile-regression │ │ ├── __init__.py │ │ ├── data │ │ │ ├── TestData.csv │ │ │ ├── TrainingData.csv │ │ │ └── outputTrainingData_qr.csv │ │ ├── init.py │ │ ├── lib │ │ │ ├── __init__.py │ │ │ ├── modelprototype.py │ │ │ └── quantile_regression.py │ │ ├── main.py │ │ ├── postprocess.py │ │ ├── preprocess.py │ │ ├── settings.py │ │ └── train.py │ ├── retry-pipeline.py │ ├── skeleton.py │ └── titanic │ │ ├── __init__.py │ │ ├── data │ │ ├── test.csv │ │ └── train.csv │ │ ├── datapreprocessing.py │ │ ├── feature_engineering.py │ │ ├── loaddata.py │ │ ├── logistic_regression.py │ │ ├── main.py │ │ ├── randomforest.py │ │ ├── results.py │ │ └── svm.py ├── serving │ ├── sklearn │ │ ├── iris.ipynb │ │ └── requirements.txt │ └── xgboost │ │ ├── iris.ipynb │ │ └── requirements.txt ├── taxi-cab-classification │ ├── README.md │ ├── data │ │ └── taxi-cab-classification │ │ │ ├── __init__.py │ │ │ ├── column-names.json │ │ │ ├── eval.csv │ │ │ ├── preprocessing.py │ │ │ ├── schema.json │ │ │ ├── schema_validated.json │ │ │ └── train.csv │ ├── read_data.ipynb │ ├── requirements.txt │ └── taxicab_pipeline.ipynb └── titanic-ml-dataset │ ├── data │ ├── test.csv │ └── train.csv │ ├── requirements.txt │ └── titanic_dataset_ml.ipynb └── labextension ├── .gitignore ├── .prettierignore ├── .prettierrc.js ├── .yarnrc.yml ├── CHANGELOG.md ├── LICENSE ├── README.md ├── RELEASE.md ├── babel.config.js ├── conftest.py ├── eslint.config.mjs ├── install.json ├── jest.config.js ├── jupyter-config └── server-config │ └── kubeflow_kale_labextension.json ├── kubeflow_kale_labextension ├── __init__.py ├── handlers.py └── tests │ ├── __init__.py │ └── test_handlers.py ├── package.json ├── pyproject.toml ├── setup.py ├── src ├── Theme.ts ├── __tests__ │ └── kubeflow-kale-labextension.spec.ts ├── components │ ├── AdvancedSettings.tsx │ ├── AnnotationInput.tsx │ ├── DeployButton.tsx │ ├── ExperimentInput.tsx │ ├── Input.tsx │ ├── LightTooltip.tsx │ ├── 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