File size: 6,138 Bytes
9dbdcb2
 
 
 
 
 
 
 
 
d91b022
 
 
 
 
9dbdcb2
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
dd24d65
9dbdcb2
ecf4195
d91b022
 
 
 
 
 
 
9dbdcb2
d91b022
dd24d65
d91b022
dd24d65
 
 
 
 
 
 
 
 
9dbdcb2
ecf4195
9dbdcb2
 
3ed02d5
9dbdcb2
 
 
 
 
3ed02d5
ecf4195
9dbdcb2
2c21cf7
9dbdcb2
 
 
 
 
 
5bcc69a
 
9dbdcb2
 
d91b022
9dbdcb2
 
 
d1a7111
9dbdcb2
 
 
 
 
dd24d65
9dbdcb2
 
 
dd24d65
9dbdcb2
 
 
dd24d65
9dbdcb2
 
 
 
 
 
 
 
 
 
 
d1a7111
9dbdcb2
 
 
 
 
 
 
d1a7111
9dbdcb2
 
 
 
 
 
 
 
 
d1a7111
 
9dbdcb2
 
 
 
 
 
 
 
 
 
 
 
 
ecf4195
9dbdcb2
 
ecf4195
9dbdcb2
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
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 ScoreField from './ScoreField'

const ModelTable = ({ data }) => {
  const [filters, setFilters] = useState({
    type: { value: null, matchMode: FilterMatchMode.IN },
    size: { value: null, matchMode: FilterMatchMode.BETWEEN }
  })
  const rankBodyTemplate = rowData => {
    return <Medal rank={rowData.rank} />
  }

  const typeRowFilterTemplate = options => {
    return (
      <MultiSelect
        value={options.value}
        options={['Open', 'Commercial']}
        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 < 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 }) => {
    const p = 10
    const min = 8
    const max = 12
    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:
            _value[0] <= min + 0.1 && _value[1] >= max - 0.1
              ? null
              : [p ** _value[0], p ** _value[1]]
        })
      }, 1000)
      return () => clearTimeout(timer)
    }, [_value, onChange])
    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}
        onChange={e => {
          options.filterApplyCallback(e.value)
          setFilters(prevFilters => ({
            ...prevFilters,
            size: { value: e.value, matchMode: FilterMatchMode.BETWEEN }
          }))
        }}
      />
    )
  }

  const sizeBodyTemplate = rowData => {
    const sizeStr = formatSize(rowData.size)
    return <div style={{ textAlign: 'center' }}>{sizeStr}</div>
  }

  const capitalize = s => String(s).charAt(0).toUpperCase() + String(s).slice(1)

  const providerBodyTemplate = rowData => {
    const providerName = rowData.model.split('/')[0].split('-').map(capitalize).join(' ')
    return providerName
  }

  const modelBodyTemplate = rowData => {
    const modelName = rowData.model.split('/')[1].split('-').map(capitalize).join(' ')
    return (
      <div style={{ fontWeight: 'bold', height: '100%' }}>{modelName}</div>
    )
  }

  const typeBodyTemplate = rowData => {
    return rowData.type === 'Open' ? (
      <i className='pi pi-lock-open' title='Open weights' />
    ) : (
      <i className='pi pi-lock' title='API only' />
    )
  }

  const scoreBodyTemplate = (field, options = {}) => {
    const { minScore = 0, maxScore = 1 } = options

    return rowData => {
      const score = rowData[field]
      return ScoreField(score, minScore, maxScore)
    }
  }

  return (
    <DataTable
      value={data}
      header={<>AI Models</>}
      sortField='average'
      removableSort
      filters={filters}
      filterDisplay='menu'
      scrollable
      scrollHeight='600px'
      id='model-table'
    >
      <Column field='rank' body={rankBodyTemplate} />
      <Column field='provider' header='Provider' style={{ minWidth: '5rem' }} body={providerBodyTemplate} />
      <Column
        field='model'
        header='Model'
        style={{ minWidth: '10rem' }}
        body={modelBodyTemplate}
        frozen
      />
      <Column
        field='type'
        header={<i className='pi pi-unlock' title='Open weights / API only' />}
        filter
        filterElement={typeRowFilterTemplate}
        showFilterMatchModes={false}
        body={typeBodyTemplate}
      />
      <Column
        field='size'
        header={null}
        filter
        filterElement={sizeFilterTemplate}
        showFilterMatchModes={false}
        sortable
        body={sizeBodyTemplate}
        style={{ minWidth: '5rem' }}
      />
      <Column
        field='average'
        header='Average'
        sortable
        body={scoreBodyTemplate('average', { minScore: 0.3, maxScore: 0.6 })}
        style={{ minWidth: '5rem', maxWidth: '10rem' }}
      />
      <Column
        field='translation_chrf'
        header='Translation'
        sortable
        body={scoreBodyTemplate('translation_chrf', {
          minScore: 0.3,
          maxScore: 0.7
        })}
        style={{ minWidth: '5rem', maxWidth: '10rem' }}
      />
      <Column
        field='classification_accuracy'
        header='Classification'
        sortable
        body={scoreBodyTemplate('classification_accuracy', {
          minScore: 0.3,
          maxScore: 0.8
        })}
        style={{ minWidth: '5rem', maxWidth: '10rem' }}
      />
      <Column
        field='language_modeling_chrf'
        header='Language Modeling'
        sortable
        body={scoreBodyTemplate('language_modeling_chrf', {
          minScore: 0.8,
          maxScore: 1
        })}
        style={{ minWidth: '5rem', maxWidth: '10rem' }}
      />
    </DataTable>
  )
}

export default ModelTable