Mercurial > repos > goeckslab > ludwig_train

annotate ludwig_experiment.py @ 4:650639a4a75f draft default tip

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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit 4dc221b2fa9717552787f0985ad3fc3df4460158
author goeckslab
date Sat, 21 Jun 2025 15:06:22 +0000
parents 4d12452c5361
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f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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1 import json
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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2 import logging
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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3 import os
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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4 import pickle
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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5 import sys
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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6
4
650639a4a75f planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit 4dc221b2fa9717552787f0985ad3fc3df4460158
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7 import pandas as pd
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f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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8 from ludwig.experiment import cli
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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9 from ludwig.globals import (
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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10 DESCRIPTION_FILE_NAME,
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11 PREDICTIONS_PARQUET_FILE_NAME,
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12 TEST_STATISTICS_FILE_NAME,
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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13 TRAIN_SET_METADATA_FILE_NAME
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14 )
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15 from ludwig.utils.data_utils import get_split_path
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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16 from ludwig.visualize import get_visualizations_registry
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17 from model_unpickler import SafeUnpickler
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18 from utils import (
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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19 encode_image_to_base64,
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20 get_html_closing,
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21 get_html_template
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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22 )
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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25 logging.basicConfig(level=logging.DEBUG)
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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27 LOG = logging.getLogger(__name__)
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29 setattr(pickle, 'Unpickler', SafeUnpickler)
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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31 # visualization
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32 output_directory = None
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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33 for ix, arg in enumerate(sys.argv):
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34 if arg == "--output_directory":
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650639a4a75f planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit 4dc221b2fa9717552787f0985ad3fc3df4460158
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35 output_directory = sys.argv[ix + 1]
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f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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36 break
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38 viz_output_directory = os.path.join(output_directory, "visualizations")
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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41 def get_output_feature_name(experiment_dir, output_feature=0):
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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42 """Helper function to extract specified output feature name.
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43
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44 :param experiment_dir: Path to the experiment directory
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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45 :param output_feature: position of the output feature the description.json
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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46 :return output_feature_name: name of the first output feature name
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47 from the experiment
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48 """
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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49 if os.path.exists(os.path.join(experiment_dir, DESCRIPTION_FILE_NAME)):
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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50 description_file = os.path.join(experiment_dir, DESCRIPTION_FILE_NAME)
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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51 with open(description_file, "rb") as f:
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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52 content = json.load(f)
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53 output_feature_name = \
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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54 content["config"]["output_features"][output_feature]["name"]
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55 dataset_path = content["dataset"]
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56 return output_feature_name, dataset_path
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57 return None, None
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58
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59
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60 def check_file(file_path):
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61 """Check if the file exists; return None if it doesn't."""
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62 return file_path if os.path.exists(file_path) else None
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63
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64
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65 def make_visualizations(ludwig_output_directory_name):
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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66 ludwig_output_directory = os.path.join(
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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67 output_directory,
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68 ludwig_output_directory_name,
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69 )
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70 visualizations = [
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71 "confidence_thresholding",
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72 "confidence_thresholding_data_vs_acc",
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73 "confidence_thresholding_data_vs_acc_subset",
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74 "confidence_thresholding_data_vs_acc_subset_per_class",
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75 "confidence_thresholding_2thresholds_2d",
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76 "confidence_thresholding_2thresholds_3d",
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77 "binary_threshold_vs_metric",
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78 "roc_curves",
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79 "roc_curves_from_test_statistics",
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80 "calibration_1_vs_all",
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81 "calibration_multiclass",
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82 "confusion_matrix",
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83 "frequency_vs_f1",
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84 "learning_curves",
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85 ]
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86
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87 # Check existence of required files
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88 training_statistics = check_file(os.path.join(
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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89 ludwig_output_directory,
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90 "training_statistics.json",
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91 ))
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92 test_statistics = check_file(os.path.join(
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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93 ludwig_output_directory,
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94 TEST_STATISTICS_FILE_NAME,
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95 ))
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
96 ground_truth_metadata = check_file(os.path.join(
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
97 ludwig_output_directory,
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
98 "model",
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
99 TRAIN_SET_METADATA_FILE_NAME,
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
100 ))
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
101 probabilities = check_file(os.path.join(
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
102 ludwig_output_directory,
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
103 PREDICTIONS_PARQUET_FILE_NAME,
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
104 ))
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
105
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
106 output_feature, dataset_path = get_output_feature_name(
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
107 ludwig_output_directory)
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
108 ground_truth = None
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
109 split_file = None
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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diff changeset
110 if dataset_path:
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
111 ground_truth = check_file(dataset_path)
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
112 split_file = check_file(get_split_path(dataset_path))
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
113
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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114 if (not output_feature) and (test_statistics):
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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115 test_stat = os.path.join(test_statistics)
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
116 with open(test_stat, "rb") as f:
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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diff changeset
117 content = json.load(f)
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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118 output_feature = next(iter(content.keys()))
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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diff changeset
119
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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120 for viz in visualizations:
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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121 viz_func = get_visualizations_registry()[viz]
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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122 try:
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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diff changeset
123 viz_func(
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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124 training_statistics=[training_statistics]
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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125 if training_statistics else [],
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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diff changeset
126 test_statistics=[test_statistics] if test_statistics else [],
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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127 probabilities=[probabilities] if probabilities else [],
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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128 top_n_classes=[0],
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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129 output_feature_name=output_feature if output_feature else "",
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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130 ground_truth_split=2,
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
131 top_k=3,
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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132 ground_truth_metadata=ground_truth_metadata,
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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diff changeset
133 ground_truth=ground_truth,
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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diff changeset
134 split_file=split_file,
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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diff changeset
135 output_directory=viz_output_directory,
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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diff changeset
136 normalize=False,
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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diff changeset
137 file_format="png",
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
138 )
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
139 except Exception as e:
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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140 LOG.info(f"Visualization: {viz}")
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
141 LOG.info(f"Error: {e}")
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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142
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diff changeset
143
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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144 def convert_parquet_to_csv(ludwig_output_directory_name):
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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parents:
diff changeset
145 """Convert the predictions Parquet file to CSV."""
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
146 ludwig_output_directory = os.path.join(
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
147 output_directory, ludwig_output_directory_name)
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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diff changeset
148 parquet_path = os.path.join(
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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diff changeset
149 ludwig_output_directory, "predictions.parquet")
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
150 csv_path = os.path.join(
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
151 ludwig_output_directory, "predictions_parquet.csv")
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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152
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
153 try:
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
154 df = pd.read_parquet(parquet_path)
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
155 df.to_csv(csv_path, index=False)
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
156 LOG.info(f"Converted Parquet to CSV: {csv_path}")
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
157 except Exception as e:
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
158 LOG.error(f"Error converting Parquet to CSV: {e}")
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
159
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
160
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
161 def generate_html_report(title, ludwig_output_directory_name):
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
162 # ludwig_output_directory = os.path.join(
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
163 # output_directory, ludwig_output_directory_name)
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
164
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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parents:
diff changeset
165 # test_statistics_html = ""
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
166 # # Read test statistics JSON and convert to HTML table
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
167 # try:
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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parents:
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168 # test_statistics_path = os.path.join(
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
169 # ludwig_output_directory, TEST_STATISTICS_FILE_NAME)
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
170 # with open(test_statistics_path, "r") as f:
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
171 # test_statistics = json.load(f)
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
172 # test_statistics_html = "<h2>Test Statistics</h2>"
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
173 # test_statistics_html += json_to_html_table(
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
174 # test_statistics)
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
175 # except Exception as e:
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
176 # LOG.info(f"Error reading test statistics: {e}")
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
177
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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diff changeset
178 # Convert visualizations to HTML
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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parents:
diff changeset
179 plots_html = ""
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
180 if len(os.listdir(viz_output_directory)) > 0:
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
181 plots_html = "<h2>Visualizations</h2>"
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
182 for plot_file in sorted(os.listdir(viz_output_directory)):
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
183 plot_path = os.path.join(viz_output_directory, plot_file)
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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184 if os.path.isfile(plot_path) and plot_file.endswith((".png", ".jpg")):
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
185 encoded_image = encode_image_to_base64(plot_path)
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
186 plots_html += (
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
187 f'<div class="plot">'
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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188 f'<h3>{os.path.splitext(plot_file)[0]}</h3>'
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
189 '<img src="data:image/png;base64,'
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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190 f'{encoded_image}" alt="{plot_file}">'
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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191 f'</div>'
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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192 )
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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193
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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194 # Generate the full HTML content
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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195 html_content = f"""
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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196 {get_html_template()}
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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197 <h1>{title}</h1>
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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198 {plots_html}
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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199 {get_html_closing()}
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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200 """
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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201
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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202 # Save the HTML report
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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203 title: str
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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204 report_name = title.lower().replace(" ", "_")
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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205 report_path = os.path.join(output_directory, f"{report_name}_report.html")
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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206 with open(report_path, "w") as report_file:
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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207 report_file.write(html_content)
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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208
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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209 LOG.info(f"HTML report generated at: {report_path}")
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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210
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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211
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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212 if __name__ == "__main__":
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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213
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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214 cli(sys.argv[1:])
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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215
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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216 ludwig_output_directory_name = "experiment_run"
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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217
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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218 make_visualizations(ludwig_output_directory_name)
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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219 convert_parquet_to_csv(ludwig_output_directory_name)
f0be10937f5c planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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220 generate_html_report("Ludwig Experiment", ludwig_output_directory_name)