tabular_learner: utils.py annotate

annotate utils.py @ 4:11fdac5affb3 draft default tip

planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54

author	goeckslab
date	Fri, 25 Jul 2025 19:02:12 +0000
parents	77c88226bfde
children

rev	line source
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	1 import base64
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	2 import logging
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	3 from typing import Optional
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	4
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	5 import numpy as np
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	6
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	7 logging.basicConfig(level=logging.DEBUG)
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	8 LOG = logging.getLogger(__name__)
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	9
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	10
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	11 def get_html_template() -> str:
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	12 return """
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	13 <html>
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	14 <head>
2 77c88226bfde planemo upload for repository https://github.com/goeckslab/gleam commit 06c0da44ac93256dfb616a6b40276b5485a71e8e goeckslab parents: 0 diff changeset	15 <meta charset="UTF-8">
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	16 <title>Model Training Report</title>
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	17 <style>
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	18 body {
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	19 font-family: Arial, sans-serif;
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	20 margin: 0;
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	21 padding: 20px;
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	22 background-color: #f4f4f4;
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	23 }
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	24 /* allow horizontal scrolling if content overflows */
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	25 .container {
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	26 max-width: 800px;
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	27 margin: auto;
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	28 background: white;
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	29 padding: 20px;
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	30 box-shadow: 0 0 10px rgba(0, 0, 0, 0.1);
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	31 overflow-x: auto;
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	32 }
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	33
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	34 h1 {
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	35 text-align: center;
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	36 color: #333;
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	37 }
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	38 h2 {
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	39 border-bottom: 2px solid #4CAF50;
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	40 color: #4CAF50;
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	41 padding-bottom: 5px;
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	42 }
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	43
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	44 /* wrapper for tables to allow individual horizontal scroll */
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	45 .table-wrapper {
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	46 overflow-x: auto;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	47 margin: 1rem 0;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	48 }
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	49
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	50 /* revert table styling to full borders */
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	51 table {
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	52 width: 100%;
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	53 border-collapse: collapse;
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	54 margin: 20px 0;
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	55 }
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	56 table, th, td {
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	57 border: 1px solid #ddd;
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	58 }
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	59 th, td {
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	60 padding: 8px;
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	61 text-align: left;
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	62 }
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	63 th {
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	64 background-color: #4CAF50;
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	65 color: white;
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	66 }
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	67
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	68 .plot {
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	69 text-align: center;
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	70 margin: 20px 0;
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	71 }
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	72 .plot img {
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	73 max-width: 100%;
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	74 height: auto;
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	75 }
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	76
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	77 .tabs {
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	78 display: flex;
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	79 align-items: center;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	80 border-bottom: 2px solid #ccc;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	81 margin-bottom: 1rem;
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	82 }
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	83 .tab {
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	84 padding: 10px 20px;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	85 cursor: pointer;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	86 border: 1px solid #ccc;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	87 border-bottom: none;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	88 background: #f9f9f9;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	89 margin-right: 5px;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	90 border-top-left-radius: 8px;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	91 border-top-right-radius: 8px;
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	92 }
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	93 .tab.active {
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	94 background: white;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	95 font-weight: bold;
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	96 }
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	97
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	98 .tab-content {
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	99 display: none;
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	100 padding: 20px;
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	101 border: 1px solid #ccc;
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	102 border-top: none;
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	103 background: white;
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	104 }
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	105 .tab-content.active {
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	106 display: block;
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	107 }
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	108
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	109 .help-btn {
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	110 margin-left: auto;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	111 padding: 6px 12px;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	112 font-size: 0.9rem;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	113 border: 1px solid #4CAF50;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	114 border-radius: 4px;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	115 background: #4CAF50;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	116 color: white;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	117 cursor: pointer;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	118 }
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	119
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	120 /* sortable table header arrows */
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	121 table.sortable th {
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	122 position: relative;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	123 padding-right: 20px; /* room for the arrow */
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	124 cursor: pointer;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	125 }
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	126 table.sortable th::after {
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	127 content: '↕';
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	128 position: absolute;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	129 right: 8px;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	130 opacity: 0.4;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	131 transition: opacity 0.2s;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	132 }
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	133 table.sortable th:hover::after {
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	134 opacity: 0.7;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	135 }
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	136 table.sortable th.sorted-asc::after {
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	137 content: '↑';
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	138 opacity: 1;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	139 }
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	140 table.sortable th.sorted-desc::after {
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	141 content: '↓';
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	142 opacity: 1;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	143 }
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	144 </style>
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	145 </head>
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	146 <body>
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	147 <div class="container">
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	148 """
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	149
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	150
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	151 def get_html_closing() -> str:
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	152 return """
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	153 </div>
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	154 <script>
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	155 document.addEventListener('DOMContentLoaded', () => {
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	156 document.querySelectorAll('table.sortable').forEach(table => {
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	157 const getCellValue = (row, idx) =>
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	158 row.children[idx].innerText.trim() \|\| '';
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	159
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	160 const comparer = (idx, asc) => (a, b) => {
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	161 const v1 = getCellValue(asc ? a : b, idx);
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	162 const v2 = getCellValue(asc ? b : a, idx);
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	163 const n1 = parseFloat(v1), n2 = parseFloat(v2);
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	164 if (!isNaN(n1) && !isNaN(n2)) return n1 - n2;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	165 return v1.localeCompare(v2);
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	166 };
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	167
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	168 table.querySelectorAll('th').forEach((th, idx) => {
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	169 let asc = true;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	170 th.addEventListener('click', () => {
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	171 // sort rows
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	172 const tbody = table.tBodies[0];
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	173 Array.from(tbody.rows)
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	174 .sort(comparer(idx, asc))
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	175 .forEach(row => tbody.appendChild(row));
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	176 // update arrow classes
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	177 table.querySelectorAll('th').forEach(h => {
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	178 h.classList.remove('sorted-asc','sorted-desc');
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	179 });
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	180 th.classList.add(asc ? 'sorted-asc' : 'sorted-desc');
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	181 asc = !asc;
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	182 });
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	183 });
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	184 });
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	185 });
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	186 </script>
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	187 </body>
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	188 </html>
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	189 """
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	190
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	191
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	192 def build_tabbed_html(
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	193 summary_html: str,
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	194 test_html: str,
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	195 feature_html: str,
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	196 explainer_html: Optional[str] = None,
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	197 ) -> str:
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	198 """
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	199 Render the tabbed sections and an always-visible Help button.
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	200 """
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	201 # CSS
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	202 css = get_html_template().split("<body>")[1].rsplit("</style>", 1)[0] + "</style>"
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	203
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	204 # Tabs header
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	205 tabs = [
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	206 '<div class="tabs">',
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	207 '<div class="tab active" onclick="showTab(\'summary\')">Validation Summary & Config</div>',
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	208 '<div class="tab" onclick="showTab(\'test\')">Test Summary</div>',
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	209 '<div class="tab" onclick="showTab(\'feature\')">Feature Importance</div>',
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	210 ]
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	211 if explainer_html:
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	212 tabs.append(
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	213 '<div class="tab" onclick="showTab(\'explainer\')">Explainer Plots</div>'
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	214 )
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	215 tabs.append('<button id="openMetricsHelp" class="help-btn">Help</button>')
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	216 tabs.append("</div>")
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	217 tabs_section = "\n".join(tabs)
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	218
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	219 # Content
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	220 contents = [
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	221 f'<div id="summary" class="tab-content active">{summary_html}</div>',
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	222 f'<div id="test" class="tab-content">{test_html}</div>',
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	223 f'<div id="feature" class="tab-content">{feature_html}</div>',
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	224 ]
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	225 if explainer_html:
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	226 contents.append(
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	227 f'<div id="explainer" class="tab-content">{explainer_html}</div>'
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	228 )
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	229 content_section = "\n".join(contents)
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	230
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	231 # JS
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	232 js = """
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	233 <script>
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	234 function showTab(id) {
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	235 document.querySelectorAll('.tab-content').forEach(el=>el.classList.remove('active'));
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	236 document.querySelectorAll('.tab').forEach(el=>el.classList.remove('active'));
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	237 document.getElementById(id).classList.add('active');
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	238 document.querySelector(`.tab[onclick*="${id}"]`).classList.add('active');
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	239 }
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	240 </script>
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	241 """
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	242
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	243 return css + "\n" + tabs_section + "\n" + content_section + "\n" + js
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	244
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	245
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	246 def customize_figure_layout(fig, margin_dict=None):
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	247 if margin_dict is None:
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	248 margin_dict = {"l": 40, "r": 40, "t": 40, "b": 40}
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	249 fig.update_layout(margin=margin_dict)
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	250 return fig
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	251
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	252
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	253 def add_plot_to_html(fig, include_plotlyjs=True) -> str:
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	254 custom_margin = {"l": 40, "r": 40, "t": 60, "b": 60}
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	255 fig = customize_figure_layout(fig, margin_dict=custom_margin)
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	256 return fig.to_html(
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	257 full_html=False,
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	258 default_height=350,
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	259 include_plotlyjs="cdn" if include_plotlyjs else False,
11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	260 )
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	261
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	262
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	263 def add_hr_to_html() -> str:
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	264 return "<hr>"
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	265
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	266
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	267 def encode_image_to_base64(image_path: str) -> str:
0 209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	268 with open(image_path, "rb") as img_file:
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	269 return base64.b64encode(img_file.read()).decode("utf-8")
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	270
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	271
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	272 def predict_proba(self, X):
209b663a4f62 planemo upload for repository https://github.com/goeckslab/gleam commit 5dd048419fcbd285a327f88267e93996cd279ee6 goeckslab parents: diff changeset	273 pred = self.predict(X)
4 11fdac5affb3 planemo upload for repository https://github.com/goeckslab/gleam commit 8112548ac44b7a4769093d76c722c8fcdeaaef54 goeckslab parents: 2 diff changeset	274 return np.vstack((1 - pred, pred)).T

Mercurial > repos > goeckslab > tabular_learner

annotate utils.py @ 4:11fdac5affb3 draft default tip