Spaces:
Running
Running
David Pomerenke
commited on
Commit
·
9dbdcb2
1
Parent(s):
3ed02d5
Nicer model table with type and size and filters and colourful score bars
Browse files- evals/models.py +1 -1
- frontend/public/results.json +1 -1
- frontend/src/App.js +1 -1
- frontend/src/components/ModelTable.js +220 -65
- frontend/src/components/ScoreField.js +53 -0
evals/models.py
CHANGED
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@@ -91,7 +91,7 @@ api = HfApi()
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def get_metadata(id):
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try:
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info = api.model_info(id)
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-
license = info.card_data.license.replace("
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return {
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"hf_id": info.id,
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"creation_date": info.created_at,
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def get_metadata(id):
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try:
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info = api.model_info(id)
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+
license = info.card_data.license.replace("-", " ").replace("mit", "MIT").title()
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return {
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"hf_id": info.id,
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"creation_date": info.created_at,
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frontend/public/results.json
CHANGED
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@@ -53,7 +53,7 @@
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"creation_date": "2025-01-28",
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"size": 23572403200.0,
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"type": "Open",
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-
"license": "Apache
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"average": 0.58,
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"classification_accuracy": 0.55,
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"language_modeling_chrf": 0.86,
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"creation_date": "2025-01-28",
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"size": 23572403200.0,
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"type": "Open",
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+
"license": "Apache 2.0",
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"average": 0.58,
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"classification_accuracy": 0.55,
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"language_modeling_chrf": 0.86,
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frontend/src/App.js
CHANGED
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@@ -38,7 +38,7 @@ function App() {
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<h1>Global AI Language Monitor</h1>
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<p>Tracking language proficiency of AI models for every language</p>
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-
<div className="data-container">
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<PrimeReactProvider>
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{loading && <p>...</p>}
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{error && <p>Error: {error}</p>}
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<h1>Global AI Language Monitor</h1>
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<p>Tracking language proficiency of AI models for every language</p>
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+
<div className="data-container" style={{ width: '100%' }}>
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<PrimeReactProvider>
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{loading && <p>...</p>}
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{error && <p>Error: {error}</p>}
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frontend/src/components/ModelTable.js
CHANGED
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@@ -1,73 +1,228 @@
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-
import { DataTable } from 'primereact/datatable'
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import { Column } from 'primereact/column'
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import { FilterMatchMode } from 'primereact/api'
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import { MultiSelect } from 'primereact/multiselect'
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import { useState } from 'react'
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import Medal from './Medal'
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const ModelTable = ({ data }) => {
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}
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-
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-
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-
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<MultiSelect
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value={options.value}
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options={providers}
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onChange={(e) => {
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options.filterApplyCallback(e.value);
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setFilters(prevFilters => ({
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...prevFilters,
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provider: { value: e.value, matchMode: FilterMatchMode.IN }
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}));
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}}
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placeholder="All providers"
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/>
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);
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};
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if (size === null) {
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return <div>N/A</div>;
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}
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let sizeStr;
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if (size < 1000) {
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sizeStr = size.toFixed(0) + "";
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} else if (size < 1000 * 1000) {
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sizeStr = (size / 1000).toFixed(0) + "K";
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} else if (size < 1000 * 1000 * 1000) {
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sizeStr = (size / 1000 / 1000).toFixed(0) + "M";
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} else {
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sizeStr = (size / 1000 / 1000 / 1000).toFixed(0) + "B";
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}
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return <div>{sizeStr}</div>;
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};
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}
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return (
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<DataTable
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</DataTable>
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-
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-
}
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export default ModelTable
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| 1 |
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import { DataTable } from 'primereact/datatable'
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import { Column } from 'primereact/column'
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| 3 |
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import { FilterMatchMode } from 'primereact/api'
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import { MultiSelect } from 'primereact/multiselect'
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import { useState, useEffect } from 'react'
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import Medal from './Medal'
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import { Slider } from 'primereact/slider'
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import ScoreField from './ScoreField'
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const ModelTable = ({ data }) => {
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const [filters, setFilters] = useState({
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provider: { value: null, matchMode: FilterMatchMode.IN },
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model: { value: null, matchMode: FilterMatchMode.CONTAINS },
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type: { value: null, matchMode: FilterMatchMode.IN },
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size: { value: null, matchMode: FilterMatchMode.BETWEEN }
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})
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const table = data.model_table
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const rankBodyTemplate = rowData => {
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return <Medal rank={rowData.rank} />
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}
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const providers = [...new Set(table.map(item => item.provider))]
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const providerRowFilterTemplate = options => {
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return (
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<MultiSelect
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value={options.value}
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options={providers}
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onChange={e => {
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options.filterApplyCallback(e.value)
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setFilters(prevFilters => ({
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...prevFilters,
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provider: { value: e.value, matchMode: FilterMatchMode.IN }
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}))
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}}
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placeholder='All providers'
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/>
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)
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}
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const typeRowFilterTemplate = options => {
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return (
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<MultiSelect
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value={options.value}
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options={['Open', 'Commercial']}
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onChange={e => {
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options.filterApplyCallback(e.value)
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setFilters(prevFilters => ({
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...prevFilters,
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type: { value: e.value, matchMode: FilterMatchMode.IN }
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}))
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}}
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placeholder='All types'
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/>
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)
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}
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+
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const formatSize = size => {
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if (size === null) {
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return ''
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} else if (size < 1000) {
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| 60 |
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return size.toFixed(0) + ''
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| 61 |
+
} else if (size < 1000 * 1000) {
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| 62 |
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return (size / 1000).toFixed(0) + 'K'
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| 63 |
+
} else if (size < 1000 * 1000 * 1000) {
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| 64 |
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return (size / 1000 / 1000).toFixed(0) + 'M'
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| 65 |
+
} else {
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| 66 |
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return (size / 1000 / 1000 / 1000).toFixed(0) + 'B'
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| 67 |
+
}
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| 68 |
+
}
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+
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+
const SliderWithLabel = ({ value, onChange }) => {
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const p = 10
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const min = 8
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const max = 12
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const start = value === null ? min : Math.log(value[0]) / Math.log(p)
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| 75 |
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const stop = value === null ? max : Math.log(value[1]) / Math.log(p)
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const [_value, _setValue] = useState([start, stop])
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useEffect(() => {
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const timer = setTimeout(() => {
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onChange({
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| 80 |
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value:
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| 81 |
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_value[0] <= min + 0.1 && _value[1] >= max - 0.1
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| 82 |
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? null
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| 83 |
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: [p ** _value[0], p ** _value[1]]
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})
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}, 1000)
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| 86 |
+
return () => clearTimeout(timer)
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}, [_value, onChange])
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+
return (
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<div style={{ minWidth: '20rem' }}>
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<div>{formatSize(p ** _value[0])}</div>
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| 91 |
+
<div>{formatSize(p ** _value[1])}</div>
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+
<Slider
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value={_value}
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| 94 |
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onChange={e => _setValue(e.value)}
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| 95 |
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placeholder='All sizes'
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| 96 |
+
min={min}
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| 97 |
+
max={max}
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| 98 |
+
step={0.01}
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| 99 |
+
range
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| 100 |
+
style={{ marginTop: '5rem' }}
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| 101 |
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/>
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</div>
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)
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}
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+
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| 106 |
+
const sizeFilterTemplate = options => {
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+
return (
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| 108 |
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<SliderWithLabel
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| 109 |
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value={options.value}
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| 110 |
+
onChange={e => {
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| 111 |
+
options.filterApplyCallback(e.value)
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| 112 |
+
setFilters(prevFilters => ({
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| 113 |
+
...prevFilters,
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| 114 |
+
size: { value: e.value, matchMode: FilterMatchMode.BETWEEN }
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| 115 |
+
}))
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| 116 |
+
}}
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+
/>
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| 118 |
+
)
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| 119 |
+
}
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+
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| 121 |
+
const sizeBodyTemplate = rowData => {
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| 122 |
+
const sizeStr = formatSize(rowData.size)
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| 123 |
+
return <div>{sizeStr}</div>
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| 124 |
+
}
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| 125 |
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| 126 |
+
const modelBodyTemplate = rowData => {
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| 127 |
+
return <div style={{ fontWeight: 'bold' }}>{rowData.model}</div>
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}
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+
const scoreBodyTemplate = (field, options = {}) => {
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+
const { minScore = 0, maxScore = 1 } = options
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return rowData => {
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| 134 |
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const score = rowData[field]
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| 135 |
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return ScoreField(score, minScore, maxScore)
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| 136 |
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}
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| 137 |
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}
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| 138 |
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| 139 |
return (
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| 140 |
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<DataTable
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| 141 |
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value={table}
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| 142 |
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header={<>AI Models</>}
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| 143 |
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sortField='average'
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| 144 |
+
removableSort
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| 145 |
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filters={filters}
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| 146 |
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filterDisplay='menu'
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| 147 |
+
scrollable
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| 148 |
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scrollHeight='500px'
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| 149 |
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style={{ minWidth: '200px' }}
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| 150 |
+
>
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| 151 |
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<Column field='rank' body={rankBodyTemplate} />
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| 152 |
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<Column
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| 153 |
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field='provider'
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| 154 |
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header='Provider'
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| 155 |
+
filter
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| 156 |
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filterElement={providerRowFilterTemplate}
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| 157 |
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showFilterMatchModes={false}
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| 158 |
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style={{ minWidth: '5rem' }}
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| 159 |
+
/>
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| 160 |
+
<Column
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| 161 |
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field='model'
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| 162 |
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header='Model'
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| 163 |
+
filter
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| 164 |
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showFilterMatchModes={false}
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| 165 |
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style={{ minWidth: '15rem' }}
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| 166 |
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body={modelBodyTemplate}
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| 167 |
+
frozen
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| 168 |
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/>
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| 169 |
+
<Column
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| 170 |
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field='type'
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| 171 |
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header='Type'
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| 172 |
+
filter
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| 173 |
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filterElement={typeRowFilterTemplate}
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| 174 |
+
showFilterMatchModes={false}
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| 175 |
+
style={{ minWidth: '10rem' }}
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| 176 |
+
/>
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| 177 |
+
<Column
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| 178 |
+
field='size'
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| 179 |
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header='Size'
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| 180 |
+
filter
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| 181 |
+
filterElement={sizeFilterTemplate}
|
| 182 |
+
showFilterMatchModes={false}
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| 183 |
+
sortable
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| 184 |
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body={sizeBodyTemplate}
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| 185 |
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style={{ minWidth: '5rem' }}
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| 186 |
+
/>
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| 187 |
+
<Column
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| 188 |
+
field='average'
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| 189 |
+
header='Average'
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| 190 |
+
sortable
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| 191 |
+
body={scoreBodyTemplate('average', { minScore: 0.4, maxScore: 0.8 })}
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| 192 |
+
style={{ minWidth: '5rem', maxWidth: '10rem' }}
|
| 193 |
+
/>
|
| 194 |
+
<Column
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| 195 |
+
field='translation_chrf'
|
| 196 |
+
header='Translation'
|
| 197 |
+
sortable
|
| 198 |
+
body={scoreBodyTemplate('translation_chrf', {
|
| 199 |
+
minScore: 0.4,
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| 200 |
+
maxScore: 0.7
|
| 201 |
+
})}
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| 202 |
+
style={{ minWidth: '5rem', maxWidth: '10rem' }}
|
| 203 |
+
/>
|
| 204 |
+
<Column
|
| 205 |
+
field='classification_accuracy'
|
| 206 |
+
header='Classification'
|
| 207 |
+
sortable
|
| 208 |
+
body={scoreBodyTemplate('classification_accuracy', {
|
| 209 |
+
minScore: 0.4,
|
| 210 |
+
maxScore: 1
|
| 211 |
+
})}
|
| 212 |
+
style={{ minWidth: '5rem', maxWidth: '10rem' }}
|
| 213 |
+
/>
|
| 214 |
+
<Column
|
| 215 |
+
field='language_modeling_chrf'
|
| 216 |
+
header='Language Modeling'
|
| 217 |
+
sortable
|
| 218 |
+
body={scoreBodyTemplate('language_modeling_chrf', {
|
| 219 |
+
minScore: 0.8,
|
| 220 |
+
maxScore: 1
|
| 221 |
+
})}
|
| 222 |
+
style={{ minWidth: '5rem', maxWidth: '10rem' }}
|
| 223 |
+
/>
|
| 224 |
</DataTable>
|
| 225 |
+
)
|
| 226 |
+
}
|
| 227 |
|
| 228 |
+
export default ModelTable
|
frontend/src/components/ScoreField.js
ADDED
|
@@ -0,0 +1,53 @@
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|
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|
|
| 1 |
+
const ScoreField = (score, minScore, maxScore) => {
|
| 2 |
+
// Calculate percentage based on the provided min and max scores
|
| 3 |
+
// This normalizes the score to a 0-100 range for visualization
|
| 4 |
+
const normalizedScore = Math.min(Math.max(score, minScore), maxScore)
|
| 5 |
+
const percentage =
|
| 6 |
+
((normalizedScore - minScore) / (maxScore - minScore)) * 100
|
| 7 |
+
|
| 8 |
+
// Continuous color gradient from red to green based on score
|
| 9 |
+
// For a smooth transition, calculate the RGB values directly
|
| 10 |
+
|
| 11 |
+
// Red component decreases as score increases
|
| 12 |
+
const red = Math.round(255 * (1 - percentage / 100))
|
| 13 |
+
// Green component increases as score increases
|
| 14 |
+
const green = Math.round(255 * (percentage / 100))
|
| 15 |
+
// Use a low opacity for subtlety (0.1-0.2 range)
|
| 16 |
+
const opacity = 0.1 + (percentage / 100) * 0.1
|
| 17 |
+
|
| 18 |
+
const barColor = `rgba(${red}, ${green}, 0, ${opacity.toFixed(2)})`
|
| 19 |
+
|
| 20 |
+
return (
|
| 21 |
+
<div
|
| 22 |
+
style={{
|
| 23 |
+
width: '100%',
|
| 24 |
+
height: '100%',
|
| 25 |
+
position: 'relative',
|
| 26 |
+
padding: '0.5rem'
|
| 27 |
+
}}
|
| 28 |
+
>
|
| 29 |
+
<div
|
| 30 |
+
style={{
|
| 31 |
+
position: 'absolute',
|
| 32 |
+
top: 0,
|
| 33 |
+
left: 0,
|
| 34 |
+
height: '100%',
|
| 35 |
+
width: `${percentage}%`,
|
| 36 |
+
backgroundColor: barColor,
|
| 37 |
+
zIndex: 0
|
| 38 |
+
}}
|
| 39 |
+
/>
|
| 40 |
+
|
| 41 |
+
<span
|
| 42 |
+
style={{
|
| 43 |
+
position: 'relative',
|
| 44 |
+
zIndex: 1
|
| 45 |
+
}}
|
| 46 |
+
>
|
| 47 |
+
{(score * 100).toFixed(1)}%
|
| 48 |
+
</span>
|
| 49 |
+
</div>
|
| 50 |
+
)
|
| 51 |
+
}
|
| 52 |
+
|
| 53 |
+
export default ScoreField
|