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import { DataTable } from 'primereact/datatable'
import { Column } from 'primereact/column'
import { FilterMatchMode } from 'primereact/api'
import { MultiSelect } from 'primereact/multiselect'
import { useState, useEffect } from 'react'
import Medal from './Medal'
import { Slider } from 'primereact/slider'
import ScoreColumns from './ScoreColumns'
const ModelTable = ({ data, selectedLanguages = [], allLanguages = [] }) => {
const [filters, setFilters] = useState({
type: { value: null, matchMode: FilterMatchMode.IN },
size: { value: null, matchMode: FilterMatchMode.BETWEEN },
cost: { value: null, matchMode: FilterMatchMode.BETWEEN }
})
const rankBodyTemplate = rowData => {
return <Medal rank={rowData.rank} />
}
const typeRowFilterTemplate = options => {
return (
<MultiSelect
value={options.value}
options={['open-source', 'closed-source']}
onChange={e => {
options.filterApplyCallback(e.value)
setFilters(prevFilters => ({
...prevFilters,
type: { value: e.value, matchMode: FilterMatchMode.IN }
}))
}}
placeholder='All types'
/>
)
}
const formatSize = size => {
if (size === null) {
return ''
} else if (size >= 0 && size <= 1) {
return size.toFixed(2) + ''
} else if (size < 1000) {
return size.toFixed(0) + ''
} else if (size < 1000 * 1000) {
return (size / 1000).toFixed(0) + 'K'
} else if (size < 1000 * 1000 * 1000) {
return (size / 1000 / 1000).toFixed(0) + 'M'
} else {
return (size / 1000 / 1000 / 1000).toFixed(0) + 'B'
}
}
const SliderWithLabel = ({ value, onChange, min, max }) => {
const p = 10
const start = value === null ? min : Math.log(value[0]) / Math.log(p)
const stop = value === null ? max : Math.log(value[1]) / Math.log(p)
const [_value, _setValue] = useState([start, stop])
useEffect(() => {
const timer = setTimeout(() => {
onChange({
value:
// set to "no filter" when (almost) the whole range is selected
_value[0] <= min + 0.1 && _value[1] >= max - 0.1
? null
: [p ** _value[0], p ** _value[1]]
})
}, 1000)
return () => clearTimeout(timer)
}, [_value, onChange, min, max])
return (
<div style={{ minWidth: '20rem' }}>
<div>{formatSize(p ** _value[0])}</div>
<div>{formatSize(p ** _value[1])}</div>
<Slider
value={_value}
onChange={e => _setValue(e.value)}
placeholder='All sizes'
min={min}
max={max}
step={0.01}
range
style={{ marginTop: '5rem' }}
/>
</div>
)
}
const sizeFilterTemplate = options => {
return (
<SliderWithLabel
value={options.value}
min={8}
max={12}
onChange={e => {
options.filterApplyCallback(e.value)
setFilters(prevFilters => ({
...prevFilters,
size: { value: e.value, matchMode: FilterMatchMode.BETWEEN }
}))
}}
/>
)
}
const costFilterTemplate = options => {
return (
<SliderWithLabel
value={options.value}
min={-2}
max={2}
onChange={e => {
options.filterApplyCallback(e.value)
setFilters(prevFilters => ({
...prevFilters,
cost: { value: e.value, matchMode: FilterMatchMode.BETWEEN }
}))
}}
/>
)
}
const sizeBodyTemplate = rowData => {
const sizeStr = formatSize(rowData.size)
return (
<div style={{ textAlign: 'center' }}>
<a
href={`https://huggingface.co/${rowData.hf_id}`}
target='_blank'
rel='noopener noreferrer'
style={{ textDecoration: 'none', color: 'inherit' }}
>
{sizeStr}
</a>
</div>
)
}
const modelBodyTemplate = rowData => (
<div style={{ fontWeight: 'bold', height: '100%' }}>{rowData.name}</div>
)
const typeBodyTemplate = rowData => {
return rowData.type === 'open-source' ? (
<i className='pi pi-lock-open' title='Open-source model' />
) : (
<i className='pi pi-lock' title='Closed-source model' />
)
}
const costBodyTemplate = rowData => {
return <div style={{ textAlign: 'center' }}>${rowData.cost?.toFixed(2)}</div>
}
const getHeaderText = () => {
// Count languages that have evaluation data (average score available)
const evaluatedLanguagesCount = allLanguages.filter(lang =>
lang.average !== null && lang.average !== undefined
).length
if (selectedLanguages.length === 0) {
return (
<span>
<span style={{ fontWeight: 'bold', fontSize: '1.1em' }}>AI Models</span>
<span style={{ fontSize: '0.85em', marginLeft: '0.5rem' }}>
Average performance across {evaluatedLanguagesCount} evaluated languages
</span>
</span>
)
} else if (selectedLanguages.length === 1) {
return (
<span>
<span style={{ fontWeight: 'bold', fontSize: '1.1em' }}>AI Models</span>
<span style={{ fontSize: '0.85em', marginLeft: '0.5rem' }}>
{selectedLanguages[0].language_name} performance
</span>
</span>
)
} else {
const languageNames = selectedLanguages.map(lang => lang.language_name).join(', ')
return (
<span>
<span style={{ fontWeight: 'bold', fontSize: '1.1em' }}>AI Models</span>
<span style={{ fontSize: '0.85em', marginLeft: '0.5rem' }}>
Performance for {languageNames}
</span>
</span>
)
}
}
return (
<DataTable
value={data}
header={<>{getHeaderText()}</>}
sortField='average'
removableSort
filters={filters}
filterDisplay='menu'
scrollable
scrollHeight='600px'
id='model-table'
style={{ width: '100%', minHeight: '650px' }}
emptyMessage='No models have been evaluated for the selected languages.'
>
<Column field='rank' body={rankBodyTemplate} headerTooltip='Rank' />
<Column
field='provider_name'
header='Provider'
style={{ minWidth: '7rem' }}
/>
<Column
field='name'
header='Model'
style={{ minWidth: '10rem' }}
body={modelBodyTemplate}
frozen
/>
<Column
field='type'
header={<i className='pi pi-unlock' title='Open-source / Closed-source' />}
headerTooltip='Open-source / Closed-source'
filter
filterElement={typeRowFilterTemplate}
showFilterMatchModes={false}
body={typeBodyTemplate}
/>
<Column
field='size'
header='Size'
headerTooltip='Number of parameters'
filter
filterElement={sizeFilterTemplate}
showFilterMatchModes={false}
sortable
body={sizeBodyTemplate}
style={{ minWidth: '5rem' }}
/>
<Column
field='cost'
header='Cost'
headerTooltip='Cost in USD per million completion tokens'
filter
filterElement={costFilterTemplate}
showFilterMatchModes={false}
sortable
body={costBodyTemplate}
style={{ minWidth: '5rem' }}
/>
{ScoreColumns}
</DataTable>
)
}
export default ModelTable
|