Mercurial > repos > goeckslab > ludwig_evaluate

annotate ludwig_hyperopt.py @ 3:777be50bc321 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 15:04:47 +0000
parents 70a4d910f09a
children
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70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
1 import logging
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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2 import os
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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3 import pickle
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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4 import sys
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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5
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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6 from ludwig.globals import (
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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7 HYPEROPT_STATISTICS_FILE_NAME,
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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8 )
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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9 from ludwig.hyperopt_cli import cli
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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10 from ludwig.visualize import get_visualizations_registry
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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11 from model_unpickler import SafeUnpickler
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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12 from utils import (
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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13 encode_image_to_base64,
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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14 get_html_closing,
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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15 get_html_template
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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16 )
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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17
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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18 logging.basicConfig(level=logging.DEBUG)
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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19
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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20 LOG = logging.getLogger(__name__)
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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22 setattr(pickle, 'Unpickler', SafeUnpickler)
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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23
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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24 cli(sys.argv[1:])
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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26
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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27 def generate_html_report(title):
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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28
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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29 # Read test statistics JSON and convert to HTML table
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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30 # try:
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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31 # test_statistics_path = hyperopt_stats_path
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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32 # with open(test_statistics_path, "r") as f:
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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33 # test_statistics = json.load(f)
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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34 # test_statistics_html = "<h2>Hyperopt Statistics</h2>"
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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35 # test_statistics_html += json_to_html_table(test_statistics)
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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36 # except Exception as e:
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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37 # LOG.info(f"Error reading hyperopt statistics: {e}")
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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38
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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39 plots_html = ""
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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40 # Convert visualizations to HTML
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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41 hyperopt_hiplot_path = os.path.join(
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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42 viz_output_directory, "hyperopt_hiplot.html")
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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43 if os.path.isfile(hyperopt_hiplot_path):
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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44 with open(hyperopt_hiplot_path, "r", encoding="utf-8") as file:
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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45 hyperopt_hiplot_html = file.read()
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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46 plots_html += f'<div class="hiplot">{hyperopt_hiplot_html}</div>'
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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47 plots_html += "uid is the identifier for different hyperopt runs"
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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48 plots_html += "<br><br>"
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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49
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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50 # Iterate through other files in viz_output_directory
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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51 for plot_file in sorted(os.listdir(viz_output_directory)):
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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52 plot_path = os.path.join(viz_output_directory, plot_file)
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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53 if os.path.isfile(plot_path) and plot_file.endswith((".png", ".jpg")):
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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54 encoded_image = encode_image_to_base64(plot_path)
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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55 plots_html += (
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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56 f'<div class="plot">'
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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57 f'<h3>{os.path.splitext(plot_file)[0]}</h3>'
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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58 '<img src="data:image/png;base64,'
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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59 f'{encoded_image}" alt="{plot_file}">'
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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60 f'</div>'
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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61 )
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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62
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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63 # Generate the full HTML content
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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64 html_content = f"""
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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65 {get_html_template()}
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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66 <h1>{title}</h1>
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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67 <h2>Visualizations</h2>
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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68 {plots_html}
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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69 {get_html_closing()}
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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70 """
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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71
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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72 # Save the HTML report
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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73 report_name = title.lower().replace(" ", "_")
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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74 report_path = os.path.join(output_directory, f"{report_name}_report.html")
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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75 with open(report_path, "w") as report_file:
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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76 report_file.write(html_content)
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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77
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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78 LOG.info(f"HTML report generated at: {report_path}")
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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79
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80
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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81 # visualization
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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82 output_directory = None
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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83 for ix, arg in enumerate(sys.argv):
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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84 if arg == "--output_directory":
3
777be50bc321 planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit 4dc221b2fa9717552787f0985ad3fc3df4460158
goeckslab
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85 output_directory = sys.argv[ix + 1]
0
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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86 break
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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87
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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88 hyperopt_stats_path = os.path.join(
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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89 output_directory,
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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90 "hyperopt", HYPEROPT_STATISTICS_FILE_NAME
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
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91 )
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
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92
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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93 visualizations = ["hyperopt_report", "hyperopt_hiplot"]
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
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94
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
95 viz_output_directory = os.path.join(output_directory, "visualizations")
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
96 for viz in visualizations:
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
97 viz_func = get_visualizations_registry()[viz]
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
98 viz_func(
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
99 hyperopt_stats_path=hyperopt_stats_path,
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
100 output_directory=viz_output_directory,
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
101 file_format="png",
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
102 )
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
103
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
104 # report
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
105 title = "Ludwig Hyperopt"
70a4d910f09a planemo upload for repository https://github.com/goeckslab/Galaxy-Ludwig.git commit bdea9430787658783a51cc6c2ae951a01e455bb4
goeckslab
parents:
diff changeset
106 generate_html_report(title)