Mercurial > repos > goeckslab > ludwig_predict

annotate ludwig_experiment.py @ 2:afc8ed4a1838 draft default tip

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planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit 008bc5a8ee2c80f70fc224a23b5d2cd0c8ef1810
author goeckslab
date Fri, 14 Mar 2025 16:50:00 +0000
parents b0627acfa4f4
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1 import json
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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2 import logging
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3 import os
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4 import pickle
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5 import sys
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7 from ludwig.experiment import cli
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8 from ludwig.globals import (
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9 DESCRIPTION_FILE_NAME,
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10 PREDICTIONS_PARQUET_FILE_NAME,
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11 TEST_STATISTICS_FILE_NAME,
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12 TRAIN_SET_METADATA_FILE_NAME
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13 )
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14 from ludwig.utils.data_utils import get_split_path
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15 from ludwig.visualize import get_visualizations_registry
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17 from model_unpickler import SafeUnpickler
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19 import pandas as pd
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21 from utils import (
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22 encode_image_to_base64,
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23 get_html_closing,
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24 get_html_template
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25 )
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28 logging.basicConfig(level=logging.DEBUG)
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30 LOG = logging.getLogger(__name__)
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32 setattr(pickle, 'Unpickler', SafeUnpickler)
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34 # visualization
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35 output_directory = None
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36 for ix, arg in enumerate(sys.argv):
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37 if arg == "--output_directory":
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38 output_directory = sys.argv[ix+1]
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39 break
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41 viz_output_directory = os.path.join(output_directory, "visualizations")
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44 def get_output_feature_name(experiment_dir, output_feature=0):
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45 """Helper function to extract specified output feature name.
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46
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47 :param experiment_dir: Path to the experiment directory
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48 :param output_feature: position of the output feature the description.json
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49 :return output_feature_name: name of the first output feature name
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50 from the experiment
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51 """
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52 if os.path.exists(os.path.join(experiment_dir, DESCRIPTION_FILE_NAME)):
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53 description_file = os.path.join(experiment_dir, DESCRIPTION_FILE_NAME)
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54 with open(description_file, "rb") as f:
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55 content = json.load(f)
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56 output_feature_name = \
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57 content["config"]["output_features"][output_feature]["name"]
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58 dataset_path = content["dataset"]
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59 return output_feature_name, dataset_path
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60 return None, None
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61
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62
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63 def check_file(file_path):
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64 """Check if the file exists; return None if it doesn't."""
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65 return file_path if os.path.exists(file_path) else None
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66
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67
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68 def make_visualizations(ludwig_output_directory_name):
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69 ludwig_output_directory = os.path.join(
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70 output_directory,
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71 ludwig_output_directory_name,
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72 )
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73 visualizations = [
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74 "confidence_thresholding",
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75 "confidence_thresholding_data_vs_acc",
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76 "confidence_thresholding_data_vs_acc_subset",
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77 "confidence_thresholding_data_vs_acc_subset_per_class",
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78 "confidence_thresholding_2thresholds_2d",
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79 "confidence_thresholding_2thresholds_3d",
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80 "binary_threshold_vs_metric",
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81 "roc_curves",
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82 "roc_curves_from_test_statistics",
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83 "calibration_1_vs_all",
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84 "calibration_multiclass",
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85 "confusion_matrix",
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86 "frequency_vs_f1",
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87 "learning_curves",
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88 ]
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89
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90 # Check existence of required files
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91 training_statistics = check_file(os.path.join(
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92 ludwig_output_directory,
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93 "training_statistics.json",
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94 ))
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95 test_statistics = check_file(os.path.join(
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96 ludwig_output_directory,
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
97 TEST_STATISTICS_FILE_NAME,
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
98 ))
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
99 ground_truth_metadata = check_file(os.path.join(
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
100 ludwig_output_directory,
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
101 "model",
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
102 TRAIN_SET_METADATA_FILE_NAME,
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
103 ))
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
104 probabilities = check_file(os.path.join(
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
105 ludwig_output_directory,
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
106 PREDICTIONS_PARQUET_FILE_NAME,
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
107 ))
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
108
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goeckslab
parents:
diff changeset
109 output_feature, dataset_path = get_output_feature_name(
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
110 ludwig_output_directory)
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
111 ground_truth = None
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
112 split_file = None
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
113 if dataset_path:
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
114 ground_truth = check_file(dataset_path)
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
115 split_file = check_file(get_split_path(dataset_path))
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
116
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goeckslab
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117 if (not output_feature) and (test_statistics):
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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118 test_stat = os.path.join(test_statistics)
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
119 with open(test_stat, "rb") as f:
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
120 content = json.load(f)
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
121 output_feature = next(iter(content.keys()))
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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122
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goeckslab
parents:
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123 for viz in visualizations:
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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124 viz_func = get_visualizations_registry()[viz]
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
125 try:
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
126 viz_func(
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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127 training_statistics=[training_statistics]
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goeckslab
parents:
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128 if training_statistics else [],
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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129 test_statistics=[test_statistics] if test_statistics else [],
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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130 probabilities=[probabilities] if probabilities else [],
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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131 top_n_classes=[0],
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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132 output_feature_name=output_feature if output_feature else "",
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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133 ground_truth_split=2,
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
134 top_k=3,
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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diff changeset
135 ground_truth_metadata=ground_truth_metadata,
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
136 ground_truth=ground_truth,
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
137 split_file=split_file,
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goeckslab
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diff changeset
138 output_directory=viz_output_directory,
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
139 normalize=False,
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
140 file_format="png",
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
141 )
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
142 except Exception as e:
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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143 LOG.info(f"Visualization: {viz}")
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
144 LOG.info(f"Error: {e}")
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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145
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goeckslab
parents:
diff changeset
146
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goeckslab
parents:
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147 def convert_parquet_to_csv(ludwig_output_directory_name):
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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diff changeset
148 """Convert the predictions Parquet file to CSV."""
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
149 ludwig_output_directory = os.path.join(
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
150 output_directory, ludwig_output_directory_name)
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
151 parquet_path = os.path.join(
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
152 ludwig_output_directory, "predictions.parquet")
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
153 csv_path = os.path.join(
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
154 ludwig_output_directory, "predictions_parquet.csv")
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
155
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goeckslab
parents:
diff changeset
156 try:
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
157 df = pd.read_parquet(parquet_path)
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
158 df.to_csv(csv_path, index=False)
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
159 LOG.info(f"Converted Parquet to CSV: {csv_path}")
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
160 except Exception as e:
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
161 LOG.error(f"Error converting Parquet to CSV: {e}")
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
162
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goeckslab
parents:
diff changeset
163
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
164 def generate_html_report(title, ludwig_output_directory_name):
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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parents:
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165 # ludwig_output_directory = os.path.join(
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
166 # output_directory, ludwig_output_directory_name)
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
167
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
168 # test_statistics_html = ""
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
169 # # Read test statistics JSON and convert to HTML table
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
170 # try:
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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171 # test_statistics_path = os.path.join(
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
172 # ludwig_output_directory, TEST_STATISTICS_FILE_NAME)
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
173 # with open(test_statistics_path, "r") as f:
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
174 # test_statistics = json.load(f)
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
175 # test_statistics_html = "<h2>Test Statistics</h2>"
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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176 # test_statistics_html += json_to_html_table(
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
177 # test_statistics)
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goeckslab
parents:
diff changeset
178 # except Exception as e:
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goeckslab
parents:
diff changeset
179 # LOG.info(f"Error reading test statistics: {e}")
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
180
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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parents:
diff changeset
181 # Convert visualizations to HTML
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goeckslab
parents:
diff changeset
182 plots_html = ""
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
183 if len(os.listdir(viz_output_directory)) > 0:
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
184 plots_html = "<h2>Visualizations</h2>"
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
185 for plot_file in sorted(os.listdir(viz_output_directory)):
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
186 plot_path = os.path.join(viz_output_directory, plot_file)
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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187 if os.path.isfile(plot_path) and plot_file.endswith((".png", ".jpg")):
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
188 encoded_image = encode_image_to_base64(plot_path)
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
189 plots_html += (
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
190 f'<div class="plot">'
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goeckslab
parents:
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191 f'<h3>{os.path.splitext(plot_file)[0]}</h3>'
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goeckslab
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192 '<img src="data:image/png;base64,'
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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193 f'{encoded_image}" alt="{plot_file}">'
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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194 f'</div>'
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goeckslab
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195 )
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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196
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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197 # Generate the full HTML content
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goeckslab
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198 html_content = f"""
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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199 {get_html_template()}
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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200 <h1>{title}</h1>
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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201 {plots_html}
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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202 {get_html_closing()}
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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203 """
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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204
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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205 # Save the HTML report
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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206 title: str
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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207 report_name = title.lower().replace(" ", "_")
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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208 report_path = os.path.join(output_directory, f"{report_name}_report.html")
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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209 with open(report_path, "w") as report_file:
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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210 report_file.write(html_content)
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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211
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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212 LOG.info(f"HTML report generated at: {report_path}")
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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213
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214
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goeckslab
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215 if __name__ == "__main__":
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goeckslab
parents:
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216
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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217 cli(sys.argv[1:])
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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218
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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219 ludwig_output_directory_name = "experiment_run"
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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220
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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221 make_visualizations(ludwig_output_directory_name)
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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222 convert_parquet_to_csv(ludwig_output_directory_name)
0a7b83ddda17 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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223 generate_html_report("Ludwig Experiment", ludwig_output_directory_name)