Hugging Face's logo

Rostlab
/
prot_t5_xl_uniref50

Text2Text Generation
Transformers
PyTorch
t5
protein language model
text-generation-inference
Inference Endpoints
Model card Files Community
2
Ahmed Elnaggar commited on
Commit
871cef0
•
1 Parent(s): 9b727b6

Upload prot-t5 from elnaggar

Browse files
Files changed (6) hide show
  1. README.md +1742 -0
  2. config.json +25 -0
  3. pytorch_model.bin +3 -0
  4. special_tokens_map.json +1485 -0
  5. spiece.model +3 -0
  6. tokenizer_config.json +1 -0
README.md ADDED
@@ -0,0 +1,1742 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ <!DOCTYPE html>
2
+ <html>
3
+ <head>
4
+ <meta charset="utf-8">
5
+ <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no">
6
+ <meta name="description" content="We’re on a journey to solve and democratize artificial intelligence through natural language.">
7
+ <meta property="fb:app_id" content="1321688464574422">
8
+ <meta name="twitter:card" content="summary_large_image">
9
+ <meta name="twitter:site" content="@huggingface">
10
+ <meta property="og:title" content="README.md · Rostlab/prot_t5_xl_bfd at main">
11
+ <meta property="og:type" content="website">
12
+ <meta property="og:url" content="https://huggingface.co/Rostlab/prot_t5_xl_bfd/blob/main/README.md">
13
+ <meta property="og:image" content="https://huggingface.co/front/thumbnails/v2-2.png">
14
+
15
+ <link rel="stylesheet" href="/front/build/style.04f8ca9.css">
16
+
17
+ <link rel="preconnect" href="https://fonts.gstatic.com" />
18
+ <link
19
+ href="https://fonts.googleapis.com/css2?family=Source+Sans+Pro:ital,wght@0,200;0,300;0,400;0,600;0,700;0,900;1,200;1,300;1,400;1,600;1,700;1,900&display=swap"
20
+ rel="stylesheet"
21
+ />
22
+ <link
23
+ href="https://fonts.googleapis.com/css2?family=IBM+Plex+Mono:wght@400;600;700&display=swap"
24
+ rel="stylesheet"
25
+ />
26
+ <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/katex@0.12.0/dist/katex.min.css">
27
+
28
+ <title>
29
+ README.md · Rostlab/prot_t5_xl_bfd at main
30
+ </title>
31
+ </head>
32
+ <body class="flex flex-col min-h-screen viewer-blob">
33
+ <header class="border-b border-gray-100 z-10">
34
+ <div class="container flex items-center h-16">
35
+ <div class="flex flex-1 items-center">
36
+ <a class="flex flex-none items-center mr-5 lg:mr-6" href="/">
37
+ <img alt="Hugging Face's logo" class="md:mr-2 w-7" src="/front/assets/huggingface_logo.svg">
38
+ <span class="hidden text-lg font-bold whitespace-nowrap md:block">Hugging Face</span>
39
+ </a>
40
+
41
+ <div
42
+ class="v2-quick-search relative flex-1 lg:max-w-sm mr-2 md:mr-4"
43
+ search-type="all"
44
+ url="/api/quicksearch-html"
45
+ with-links="true"
46
+ >
47
+ <input
48
+ autocomplete="off"
49
+ class="v2-quick-search-input w-full h-9 pl-8 pr-3 border border-gray-200 shadow-inner rounded-lg outline-none focus:ring-2 focus:shadow-xl placeholder-gray-400 focus:ring-inset"
50
+ name=""
51
+ placeholder="Search models, datasets, users..."
52
+
53
+ spellcheck="false"
54
+ type="text"
55
+ />
56
+ <svg
57
+ alt=""
58
+ class="absolute left-2.5 top-2.5 text-gray-400"
59
+ xmlns="http://www.w3.org/2000/svg"
60
+ xmlns:xlink="http://www.w3.org/1999/xlink"
61
+ aria-hidden="true"
62
+ focusable="false"
63
+ role="img"
64
+ width="1em"
65
+ height="1em"
66
+ preserveAspectRatio="xMidYMid meet"
67
+ viewBox="0 0 32 32"
68
+ >
69
+ <path
70
+ d="M30 28.59L22.45 21A11 11 0 1 0 21 22.45L28.59 30zM5 14a9 9 0 1 1 9 9a9 9 0 0 1-9-9z"
71
+ fill="currentColor"
72
+ ></path>
73
+ </svg>
74
+ <ul
75
+ class="v2-quick-search-results z-40 hidden absolute w-full overflow-hidden text-sm bg-white border border-gray-100 rounded-lg shadow-lg divide-y divide-gray-100"
76
+ role="listbox"
77
+ ></ul>
78
+ </div>
79
+ <button
80
+ id="v2-phone-nav-button"
81
+ class="lg:hidden relative flex-none place-self-stretch flex items-center justify-center w-8"
82
+ type="button"
83
+ >
84
+ <svg
85
+ alt=""
86
+ class="v2-phone-nav-icon-open"
87
+ xmlns="http://www.w3.org/2000/svg"
88
+ xmlns:xlink="http://www.w3.org/1999/xlink"
89
+ aria-hidden="true"
90
+ focusable="false"
91
+ role="img"
92
+ width="22"
93
+ height="22"
94
+ preserveAspectRatio="xMidYMid meet"
95
+ viewBox="0 0 32 32"
96
+ >
97
+ <path d="M4 24h24v2H4z" fill="currentColor"></path>
98
+ <path d="M4 12h24v2H4z" fill="currentColor"></path>
99
+ <path d="M4 18h24v2H4z" fill="currentColor"></path>
100
+ <path d="M4 6h24v2H4z" fill="currentColor"></path>
101
+ </svg>
102
+ <svg
103
+ alt=""
104
+ class="v2-phone-nav-icon-close hidden"
105
+ xmlns="http://www.w3.org/2000/svg"
106
+ xmlns:xlink="http://www.w3.org/1999/xlink"
107
+ aria-hidden="true"
108
+ focusable="false"
109
+ role="img"
110
+ width="1.1em"
111
+ height="1.1em"
112
+ preserveAspectRatio="xMidYMid meet"
113
+ viewBox="0 0 32 32"
114
+ >
115
+ <path
116
+ d="M24 9.4L22.6 8L16 14.6L9.4 8L8 9.4l6.6 6.6L8 22.6L9.4 24l6.6-6.6l6.6 6.6l1.4-1.4l-6.6-6.6L24 9.4z"
117
+ fill="currentColor"
118
+ ></path>
119
+ </svg>
120
+ </button>
121
+ </div>
122
+ <nav
123
+ aria-label="Main"
124
+ class="ml-auto hidden lg:block"
125
+ >
126
+ <ul class="flex items-center space-x-6">
127
+ <li>
128
+ <a
129
+ class="flex items-center group hover:text-indigo-700"
130
+ href="/models"
131
+ >
132
+ <svg
133
+ alt=""
134
+ class="mr-1.5 text-gray-400 group-hover:text-indigo-500"
135
+ xmlns="http://www.w3.org/2000/svg"
136
+ xmlns:xlink="http://www.w3.org/1999/xlink"
137
+ aria-hidden="true"
138
+ focusable="false"
139
+ role="img"
140
+ width="1em"
141
+ height="1em"
142
+ preserveAspectRatio="xMidYMid meet"
143
+ viewBox="0 0 24 24"
144
+ >
145
+ <path
146
+ class="uim-quaternary"
147
+ d="M20.23 7.24L12 12L3.77 7.24a1.98 1.98 0 0 1 .7-.71L11 2.76c.62-.35 1.38-.35 2 0l6.53 3.77c.29.173.531.418.7.71z"
148
+ opacity=".25"
149
+ fill="currentColor"
150
+ ></path>
151
+ <path
152
+ class="uim-tertiary"
153
+ d="M12 12v9.5a2.09 2.09 0 0 1-.91-.21L4.5 17.48a2.003 2.003 0 0 1-1-1.73v-7.5a2.06 2.06 0 0 1 .27-1.01L12 12z"
154
+ opacity=".5"
155
+ fill="currentColor"
156
+ ></path>
157
+ <path
158
+ class="uim-primary"
159
+ d="M20.5 8.25v7.5a2.003 2.003 0 0 1-1 1.73l-6.62 3.82c-.275.13-.576.198-.88.2V12l8.23-4.76c.175.308.268.656.27 1.01z"
160
+ fill="currentColor"
161
+ ></path>
162
+ </svg>
163
+ Models
164
+ </a>
165
+ </li>
166
+ <li>
167
+ <a
168
+ class="flex items-center group hover:text-red-700"
169
+ href="/datasets"
170
+ >
171
+ <svg
172
+ class="mr-1.5 text-gray-400 group-hover:text-red-500"
173
+ xmlns="http://www.w3.org/2000/svg"
174
+ xmlns:xlink="http://www.w3.org/1999/xlink"
175
+ alt=""
176
+ aria-hidden="true"
177
+ focusable="false"
178
+ role="img"
179
+ width="1em"
180
+ height="1em"
181
+ preserveAspectRatio="xMidYMid meet"
182
+ viewBox="0 0 25 25"
183
+ >
184
+ <ellipse
185
+ cx="12.5"
186
+ cy="5"
187
+ fill="currentColor"
188
+ fill-opacity="0.25"
189
+ rx="7.5"
190
+ ry="2"
191
+ ></ellipse>
192
+ <path
193
+ d="M12.5 15C16.6421 15 20 14.1046 20 13V20C20 21.1046 16.6421 22 12.5 22C8.35786 22 5 21.1046 5 20V13C5 14.1046 8.35786 15 12.5 15Z"
194
+ fill="currentColor"
195
+ opacity="0.5"
196
+ ></path>
197
+ <path
198
+ d="M12.5 7C16.6421 7 20 6.10457 20 5V11.5C20 12.6046 16.6421 13.5 12.5 13.5C8.35786 13.5 5 12.6046 5 11.5V5C5 6.10457 8.35786 7 12.5 7Z"
199
+ fill="currentColor"
200
+ opacity="0.5"
201
+ ></path>
202
+ <path
203
+ d="M5.23628 12C5.08204 12.1598 5 12.8273 5 13C5 14.1046 8.35786 15 12.5 15C16.6421 15 20 14.1046 20 13C20 12.8273 19.918 12.1598 19.7637 12C18.9311 12.8626 15.9947 13.5 12.5 13.5C9.0053 13.5 6.06886 12.8626 5.23628 12Z"
204
+ fill="currentColor"
205
+ ></path>
206
+ </svg>
207
+ Datasets
208
+ </a>
209
+ </li>
210
+ <li>
211
+ <a
212
+ class="flex items-center group hover:text-gray-500"
213
+ href="/pricing"
214
+ >
215
+ Pricing
216
+ </a>
217
+ </li>
218
+ <li class="b-r">
219
+ <div
220
+ class="v2-dropdown relative "
221
+
222
+ >
223
+ <button
224
+ class="v2-dropdown-button cursor-pointer hover:text-gray-500 flex items-center"
225
+ slot="trigger"
226
+ type="button"
227
+ >
228
+ <svg alt=""
229
+ class="mr-2 text-gray-400 fill-current w-3"
230
+ xmlns="http://www.w3.org/2000/svg"
231
+ xmlns:xlink="http://www.w3.org/1999/xlink"
232
+ aria-hidden="true"
233
+ focusable="false"
234
+ role="img"
235
+ width="1em"
236
+ height="1em"
237
+ viewBox="0 0 11 8"
238
+ preserveAspectRatio="xMidYMid meet">
239
+ <path fill-rule="evenodd" clip-rule="evenodd" d="M11 1.5H0V0.5H11V1.5ZM11 7.5H0V6.5H11V7.5ZM0 4.5H11V3.5H0V4.5Z" />
240
+ </svg>
241
+ Resources
242
+ </button><div
243
+ class="v2-dropdown-menu hidden absolute mt-1 min-w-full bg-white rounded-xl overflow-hidden shadow-lg z-10 border border-gray-100 right-0 top-full "
244
+ >
245
+ <ul class="min-w-full w-52">
246
+ <li>
247
+ <div
248
+ class="col-span-2 -mx-2 px-4 flex items-center font-semibold bg-gradient-to-r to-white h-7 text-blue-800 from-blue-50"
249
+ >
250
+ Website
251
+ </div> <ul>
252
+ <li>
253
+ <a
254
+ class="v2-dropdown-entry flex items-center hover:bg-gray-50 cursor-pointer truncate
255
+ hover:underline
256
+ px-3 py-1.5
257
+
258
+ "
259
+
260
+
261
+ href="/metrics"
262
+
263
+ >
264
+ <svg
265
+ alt=""
266
+ class="text-gray-400 mr-1.5"
267
+ xmlns="http://www.w3.org/2000/svg"
268
+ xmlns:xlink="http://www.w3.org/1999/xlink"
269
+ aria-hidden="true"
270
+ focusable="false"
271
+ role="img"
272
+ width="1em"
273
+ height="1em"
274
+ preserveAspectRatio="xMidYMid meet"
275
+ viewBox="0 0 24 24"
276
+ >
277
+ <path
278
+ class="uim-quaternary"
279
+ d="M6 23H2a1 1 0 0 1-1-1v-8a1 1 0 0 1 1-1h4a1 1 0 0 1 1 1v8a1 1 0 0 1-1 1z"
280
+ opacity=".25"
281
+ fill="currentColor"
282
+ ></path>
283
+ <path
284
+ class="uim-primary"
285
+ d="M14 23h-4a1 1 0 0 1-1-1V2a1 1 0 0 1 1-1h4a1 1 0 0 1 1 1v20a1 1 0 0 1-1 1z"
286
+ fill="currentColor"
287
+ ></path>
288
+ <path
289
+ class="uim-tertiary"
290
+ d="M22 23h-4a1 1 0 0 1-1-1V10a1 1 0 0 1 1-1h4a1 1 0 0 1 1 1v12a1 1 0 0 1-1 1z"
291
+ opacity=".5"
292
+ fill="currentColor"
293
+ ></path>
294
+ </svg>
295
+ Metrics
296
+ </a>
297
+ </li>
298
+ <li>
299
+ <a
300
+ class="v2-dropdown-entry flex items-center hover:bg-gray-50 cursor-pointer truncate
301
+ hover:underline
302
+ px-3 py-1.5
303
+
304
+ "
305
+
306
+
307
+ href="/languages"
308
+
309
+ >
310
+ <svg
311
+ alt=""
312
+ class="text-gray-400 mr-1.5"
313
+ xmlns="http://www.w3.org/2000/svg"
314
+ xmlns:xlink="http://www.w3.org/1999/xlink"
315
+ aria-hidden="true"
316
+ focusable="false"
317
+ role="img"
318
+ width="1em"
319
+ height="1em"
320
+ preserveAspectRatio="xMidYMid meet"
321
+ viewBox="0 0 24 24"
322
+ >
323
+ <path
324
+ class="uim-primary"
325
+ d="M17 13H7a1 1 0 0 1 0-2h10a1 1 0 0 1 0 2z"
326
+ fill="currentColor"
327
+ ></path>
328
+ <path
329
+ class="uim-tertiary"
330
+ d="M12 2a10 10 0 0 0-7.743 16.33l-1.964 1.963A1 1 0 0 0 3 22h9a10 10 0 0 0 0-20zM9 7h6a1 1 0 0 1 0 2H9a1 1 0 0 1 0-2zm6 10H9a1 1 0 0 1 0-2h6a1 1 0 0 1 0 2zm2-4H7a1 1 0 0 1 0-2h10a1 1 0 0 1 0 2z"
331
+ opacity=".5"
332
+ fill="currentColor"
333
+ ></path>
334
+ <path
335
+ class="uim-primary"
336
+ d="M15 17H9a1 1 0 0 1 0-2h6a1 1 0 0 1 0 2zm0-8H9a1 1 0 0 1 0-2h6a1 1 0 0 1 0 2z"
337
+ fill="currentColor"
338
+ ></path>
339
+ </svg>
340
+ Languages
341
+ </a>
342
+ </li>
343
+ <li>
344
+ <a
345
+ class="v2-dropdown-entry flex items-center hover:bg-gray-50 cursor-pointer truncate
346
+ hover:underline
347
+ px-3 py-1.5
348
+
349
+ "
350
+
351
+
352
+ href="/organizations"
353
+
354
+ >
355
+ <svg
356
+ alt=""
357
+ class="text-gray-400 mr-1.5"
358
+ xmlns="http://www.w3.org/2000/svg"
359
+ xmlns:xlink="http://www.w3.org/1999/xlink"
360
+ aria-hidden="true"
361
+ focusable="false"
362
+ role="img"
363
+ width="1em"
364
+ height="1em"
365
+ preserveAspectRatio="xMidYMid meet"
366
+ viewBox="0 0 24 24"
367
+ >
368
+ <path
369
+ class="uim-tertiary"
370
+ d="M12 18a3.5 3.5 0 1 1 3.5-3.5A3.504 3.504 0 0 1 12 18z"
371
+ opacity=".5"
372
+ fill="currentColor"
373
+ ></path>
374
+ <path
375
+ class="uim-primary"
376
+ d="M14.64 16.772a3.452 3.452 0 0 1-5.28 0A4.988 4.988 0 0 0 7 21a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1a4.988 4.988 0 0 0-2.36-4.228z"
377
+ fill="currentColor"
378
+ ></path>
379
+ <path
380
+ class="uim-tertiary"
381
+ d="M21 12a.996.996 0 0 1-.664-.252L12 4.338l-8.336 7.41a1 1 0 0 1-1.328-1.496l9-8a.999.999 0 0 1 1.328 0l9 8A1 1 0 0 1 21 12z"
382
+ opacity=".5"
383
+ fill="currentColor"
384
+ ></path>
385
+ <path
386
+ class="uim-quaternary"
387
+ d="M12 4.338l-8 7.111V21a1 1 0 0 0 1 1h3a1 1 0 0 1-1-1a4.988 4.988 0 0 1 2.36-4.228A3.469 3.469 0 0 1 8.5 14.5a3.5 3.5 0 0 1 7 0a3.469 3.469 0 0 1-.86 2.272A4.988 4.988 0 0 1 17 21a1 1 0 0 1-1 1h3a1 1 0 0 0 1-1v-9.551z"
388
+ opacity=".25"
389
+ fill="currentColor"
390
+ ></path>
391
+ </svg>
392
+ Organizations
393
+ </a>
394
+ </li>
395
+ </ul>
396
+ </li>
397
+ <li>
398
+ <div
399
+ class="col-span-2 -mx-2 px-4 flex items-center font-semibold bg-gradient-to-r to-white h-7 text-yellow-800 from-yellow-50"
400
+ >
401
+ Community
402
+ </div> <ul>
403
+ <li>
404
+ <a
405
+ class="v2-dropdown-entry flex items-center hover:bg-gray-50 cursor-pointer truncate
406
+ hover:underline
407
+ px-3 py-1.5
408
+
409
+ "
410
+
411
+
412
+ href="https://discuss.huggingface.co/"
413
+ target="_blank"
414
+ >
415
+ Forum
416
+ </a>
417
+ </li>
418
+ <li>
419
+ <a
420
+ class="v2-dropdown-entry flex items-center hover:bg-gray-50 cursor-pointer truncate
421
+ hover:underline
422
+ px-3 py-1.5
423
+
424
+ "
425
+
426
+
427
+ href="/blog"
428
+
429
+ >
430
+ Blog
431
+ </a>
432
+ </li>
433
+ <li>
434
+ <a
435
+ class="v2-dropdown-entry flex items-center hover:bg-gray-50 cursor-pointer truncate
436
+ hover:underline
437
+ px-3 py-1.5
438
+
439
+ "
440
+
441
+
442
+ href="https://github.com/huggingface"
443
+ target="_blank"
444
+ >
445
+ GitHub
446
+ </a>
447
+ </li>
448
+ </ul>
449
+ </li>
450
+ <li>
451
+ <div
452
+ class="col-span-2 -mx-2 px-4 flex items-center font-semibold bg-gradient-to-r to-white h-7 text-green-800 from-green-50"
453
+ >
454
+ Documentation
455
+ </div> <ul>
456
+ <li>
457
+ <a
458
+ class="v2-dropdown-entry flex items-center hover:bg-gray-50 cursor-pointer truncate
459
+ hover:underline
460
+ px-3 py-1.5
461
+
462
+ "
463
+
464
+
465
+ href="/docs"
466
+
467
+ >
468
+ Model Hub doc
469
+ </a>
470
+ </li>
471
+ <li>
472
+ <a
473
+ class="v2-dropdown-entry flex items-center hover:bg-gray-50 cursor-pointer truncate
474
+ hover:underline
475
+ px-3 py-1.5
476
+
477
+ "
478
+
479
+
480
+ href="https://api-inference.huggingface.co/docs/"
481
+ target="_blank"
482
+ >
483
+ Inference API doc
484
+ </a>
485
+ </li>
486
+ <li>
487
+ <a
488
+ class="v2-dropdown-entry flex items-center hover:bg-gray-50 cursor-pointer truncate
489
+ hover:underline
490
+ px-3 py-1.5
491
+
492
+ "
493
+
494
+
495
+ href="/transformers/"
496
+
497
+ >
498
+ Transformers doc
499
+ </a>
500
+ </li>
501
+ <li>
502
+ <a
503
+ class="v2-dropdown-entry flex items-center hover:bg-gray-50 cursor-pointer truncate
504
+ hover:underline
505
+ px-3 py-1.5
506
+
507
+ "
508
+
509
+
510
+ href="/docs/tokenizers/python/latest/"
511
+
512
+ >
513
+ Tokenizers doc
514
+ </a>
515
+ </li>
516
+ <li>
517
+ <a
518
+ class="v2-dropdown-entry flex items-center hover:bg-gray-50 cursor-pointer truncate
519
+ hover:underline
520
+ px-3 py-1.5
521
+
522
+ "
523
+
524
+
525
+ href="/docs/datasets/"
526
+
527
+ >
528
+ Datasets doc
529
+ </a>
530
+ </li>
531
+ </ul>
532
+ </li>
533
+ </ul>
534
+ </div></div>
535
+ </li>
536
+ <li>
537
+ <hr class="w-0.5 h-5 bg-gray-100" />
538
+ </li>
539
+ <li>
540
+ <a
541
+ class="block cursor-pointer hover:text-gray-500"
542
+ href="/login"
543
+ >
544
+ Log In
545
+ </a>
546
+ </li>
547
+ <li>
548
+ <a
549
+ class="btn"
550
+ href="/join"
551
+ >
552
+ Sign Up
553
+ </a>
554
+ </li>
555
+ </ul>
556
+ </nav>
557
+ <div
558
+ id="v2-phone-nav-menu"
559
+ class="hidden lg:hidden z-20 fixed bg-white top-16 inset-0 overflow-y-auto"
560
+ >
561
+ <nav aria-label="Main">
562
+ <ul class="px-2 pb-4 space-y-4">
563
+ <li class="space-y-2.5">
564
+ <div
565
+ class="-mx-2 flex items-center px-2 font-semibold
566
+ text-purple-800 bg-gradient-to-r from-purple-50 to-white h-7"
567
+ >
568
+ Account
569
+ </div>
570
+ <ul class="grid gap-2.5 grid-cols-2 content-start">
571
+ <li>
572
+ <a class="btn w-full v2-dropdown-entry" href="/login">
573
+ Log In
574
+ </a>
575
+ </li>
576
+ <li>
577
+ <a class="btn w-full v2-dropdown-entry" href="/join">
578
+ Sign Up
579
+ </a>
580
+ </li>
581
+ </ul>
582
+ </li>
583
+ <li class="space-y-2.5">
584
+ <div
585
+ class="-mx-2 flex items-center px-2 font-semibold text-blue-800
586
+ bg-gradient-to-r from-blue-50 to-white h-7"
587
+ >
588
+ Website
589
+ </div>
590
+ <ul class="grid gap-2.5 grid-cols-2 content-start">
591
+ <li>
592
+ <a href="/models" class="btn w-full v2-dropdown-entry">
593
+ <svg
594
+ alt=""
595
+ class="text-gray-400 mr-1.5"
596
+ xmlns="http://www.w3.org/2000/svg"
597
+ xmlns:xlink="http://www.w3.org/1999/xlink"
598
+ aria-hidden="true"
599
+ focusable="false"
600
+ role="img"
601
+ width="1em"
602
+ height="1em"
603
+ preserveAspectRatio="xMidYMid meet"
604
+ viewBox="0 0 24 24"
605
+ >
606
+ <path
607
+ class="uim-quaternary"
608
+ d="M20.23 7.24L12 12L3.77 7.24a1.98 1.98 0 0 1 .7-.71L11 2.76c.62-.35 1.38-.35 2 0l6.53 3.77c.29.173.531.418.7.71z"
609
+ opacity=".25"
610
+ fill="currentColor"
611
+ ></path>
612
+ <path
613
+ class="uim-tertiary"
614
+ d="M12 12v9.5a2.09 2.09 0 0 1-.91-.21L4.5 17.48a2.003 2.003 0 0 1-1-1.73v-7.5a2.06 2.06 0 0 1 .27-1.01L12 12z"
615
+ opacity=".5"
616
+ fill="currentColor"
617
+ ></path>
618
+ <path
619
+ class="uim-primary"
620
+ d="M20.5 8.25v7.5a2.003 2.003 0 0 1-1 1.73l-6.62 3.82c-.275.13-.576.198-.88.2V12l8.23-4.76c.175.308.268.656.27 1.01z"
621
+ fill="currentColor"
622
+ ></path>
623
+ </svg>
624
+ Models
625
+ </a>
626
+ </li>
627
+ <li>
628
+ <a href="/datasets" class="btn w-full v2-dropdown-entry">
629
+ <svg
630
+ class="text-gray-400 mr-1.5"
631
+ xmlns="http://www.w3.org/2000/svg"
632
+ xmlns:xlink="http://www.w3.org/1999/xlink"
633
+ alt=""
634
+ aria-hidden="true"
635
+ focusable="false"
636
+ role="img"
637
+ width="1em"
638
+ height="1em"
639
+ preserveAspectRatio="xMidYMid meet"
640
+ viewBox="0 0 25 25"
641
+ >
642
+ <ellipse
643
+ cx="12.5"
644
+ cy="5"
645
+ fill="currentColor"
646
+ fill-opacity="0.25"
647
+ rx="7.5"
648
+ ry="2"
649
+ ></ellipse>
650
+ <path
651
+ d="M12.5 15C16.6421 15 20 14.1046 20 13V20C20 21.1046 16.6421 22 12.5 22C8.35786 22 5 21.1046 5 20V13C5 14.1046 8.35786 15 12.5 15Z"
652
+ fill="currentColor"
653
+ opacity="0.5"
654
+ ></path>
655
+ <path
656
+ d="M12.5 7C16.6421 7 20 6.10457 20 5V11.5C20 12.6046 16.6421 13.5 12.5 13.5C8.35786 13.5 5 12.6046 5 11.5V5C5 6.10457 8.35786 7 12.5 7Z"
657
+ fill="currentColor"
658
+ opacity="0.5"
659
+ ></path>
660
+ <path
661
+ d="M5.23628 12C5.08204 12.1598 5 12.8273 5 13C5 14.1046 8.35786 15 12.5 15C16.6421 15 20 14.1046 20 13C20 12.8273 19.918 12.1598 19.7637 12C18.9311 12.8626 15.9947 13.5 12.5 13.5C9.0053 13.5 6.06886 12.8626 5.23628 12Z"
662
+ fill="currentColor"
663
+ ></path>
664
+ </svg>
665
+ Datasets
666
+ </a>
667
+ </li>
668
+ <li>
669
+ <a href="/metrics" class="btn w-full v2-dropdown-entry">
670
+ <svg
671
+ alt=""
672
+ class="text-gray-400 mr-1.5"
673
+ xmlns="http://www.w3.org/2000/svg"
674
+ xmlns:xlink="http://www.w3.org/1999/xlink"
675
+ aria-hidden="true"
676
+ focusable="false"
677
+ role="img"
678
+ width="1em"
679
+ height="1em"
680
+ preserveAspectRatio="xMidYMid meet"
681
+ viewBox="0 0 24 24"
682
+ >
683
+ <path
684
+ class="uim-quaternary"
685
+ d="M6 23H2a1 1 0 0 1-1-1v-8a1 1 0 0 1 1-1h4a1 1 0 0 1 1 1v8a1 1 0 0 1-1 1z"
686
+ opacity=".25"
687
+ fill="currentColor"
688
+ ></path>
689
+ <path
690
+ class="uim-primary"
691
+ d="M14 23h-4a1 1 0 0 1-1-1V2a1 1 0 0 1 1-1h4a1 1 0 0 1 1 1v20a1 1 0 0 1-1 1z"
692
+ fill="currentColor"
693
+ ></path>
694
+ <path
695
+ class="uim-tertiary"
696
+ d="M22 23h-4a1 1 0 0 1-1-1V10a1 1 0 0 1 1-1h4a1 1 0 0 1 1 1v12a1 1 0 0 1-1 1z"
697
+ opacity=".5"
698
+ fill="currentColor"
699
+ ></path>
700
+ </svg>
701
+ Metrics
702
+ </a>
703
+ </li>
704
+ <li>
705
+ <a href="/languages" class="btn w-full v2-dropdown-entry">
706
+ <svg
707
+ alt=""
708
+ class="text-gray-400 mr-1.5"
709
+ xmlns="http://www.w3.org/2000/svg"
710
+ xmlns:xlink="http://www.w3.org/1999/xlink"
711
+ aria-hidden="true"
712
+ focusable="false"
713
+ role="img"
714
+ width="1em"
715
+ height="1em"
716
+ preserveAspectRatio="xMidYMid meet"
717
+ viewBox="0 0 24 24"
718
+ >
719
+ <path
720
+ class="uim-primary"
721
+ d="M17 13H7a1 1 0 0 1 0-2h10a1 1 0 0 1 0 2z"
722
+ fill="currentColor"
723
+ ></path>
724
+ <path
725
+ class="uim-tertiary"
726
+ d="M12 2a10 10 0 0 0-7.743 16.33l-1.964 1.963A1 1 0 0 0 3 22h9a10 10 0 0 0 0-20zM9 7h6a1 1 0 0 1 0 2H9a1 1 0 0 1 0-2zm6 10H9a1 1 0 0 1 0-2h6a1 1 0 0 1 0 2zm2-4H7a1 1 0 0 1 0-2h10a1 1 0 0 1 0 2z"
727
+ opacity=".5"
728
+ fill="currentColor"
729
+ ></path>
730
+ <path
731
+ class="uim-primary"
732
+ d="M15 17H9a1 1 0 0 1 0-2h6a1 1 0 0 1 0 2zm0-8H9a1 1 0 0 1 0-2h6a1 1 0 0 1 0 2z"
733
+ fill="currentColor"
734
+ ></path>
735
+ </svg>
736
+ Languages
737
+ </a>
738
+ </li>
739
+ <li>
740
+ <a href="/organizations" class="btn w-full v2-dropdown-entry">
741
+ <svg
742
+ alt=""
743
+ class="text-gray-400 mr-1.5"
744
+ xmlns="http://www.w3.org/2000/svg"
745
+ xmlns:xlink="http://www.w3.org/1999/xlink"
746
+ aria-hidden="true"
747
+ focusable="false"
748
+ role="img"
749
+ width="1em"
750
+ height="1em"
751
+ preserveAspectRatio="xMidYMid meet"
752
+ viewBox="0 0 24 24"
753
+ >
754
+ <path
755
+ class="uim-tertiary"
756
+ d="M12 18a3.5 3.5 0 1 1 3.5-3.5A3.504 3.504 0 0 1 12 18z"
757
+ opacity=".5"
758
+ fill="currentColor"
759
+ ></path>
760
+ <path
761
+ class="uim-primary"
762
+ d="M14.64 16.772a3.452 3.452 0 0 1-5.28 0A4.988 4.988 0 0 0 7 21a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1a4.988 4.988 0 0 0-2.36-4.228z"
763
+ fill="currentColor"
764
+ ></path>
765
+ <path
766
+ class="uim-tertiary"
767
+ d="M21 12a.996.996 0 0 1-.664-.252L12 4.338l-8.336 7.41a1 1 0 0 1-1.328-1.496l9-8a.999.999 0 0 1 1.328 0l9 8A1 1 0 0 1 21 12z"
768
+ opacity=".5"
769
+ fill="currentColor"
770
+ ></path>
771
+ <path
772
+ class="uim-quaternary"
773
+ d="M12 4.338l-8 7.111V21a1 1 0 0 0 1 1h3a1 1 0 0 1-1-1a4.988 4.988 0 0 1 2.36-4.228A3.469 3.469 0 0 1 8.5 14.5a3.5 3.5 0 0 1 7 0a3.469 3.469 0 0 1-.86 2.272A4.988 4.988 0 0 1 17 21a1 1 0 0 1-1 1h3a1 1 0 0 0 1-1v-9.551z"
774
+ opacity=".25"
775
+ fill="currentColor"
776
+ ></path>
777
+ </svg>
778
+ Organizations
779
+ </a>
780
+ </li>
781
+ <li>
782
+ <a href="/pricing" class="btn w-full v2-dropdown-entry">
783
+ Pricing
784
+ </a>
785
+ </li>
786
+ </ul>
787
+ </li>
788
+ <li class="space-y-2.5">
789
+ <div
790
+ class="-mx-2 flex items-center px-2 font-semibold
791
+ text-yellow-800 bg-gradient-to-r from-yellow-50 to-white h-7"
792
+ >
793
+ Community
794
+ </div>
795
+ <ul class="grid gap-2.5 grid-cols-2 content-start">
796
+ <li>
797
+ <a href="https://discuss.huggingface.co/" class="btn w-full v2-dropdown-entry">
798
+ Forum
799
+ </a>
800
+ </li>
801
+ <li>
802
+ <a href="/blog" class="btn w-full v2-dropdown-entry">
803
+ Blog
804
+ </a>
805
+ </li>
806
+ </ul>
807
+ </li>
808
+ <li class="space-y-2.5">
809
+ <div
810
+ class="-mx-2 flex items-center px-2 font-semibold
811
+ text-green-800 bg-gradient-to-r from-green-50 to-white h-7"
812
+ >
813
+ Documentation
814
+ </div>
815
+ <ul class="grid gap-2.5 grid-cols-2 content-start">
816
+ <li>
817
+ <a href="/docs" class="btn w-full v2-dropdown-entry">
818
+ Model Hub doc
819
+ </a>
820
+ </li>
821
+ <li>
822
+ <a href="https://api-inference.huggingface.co/docs/" class="btn w-full v2-dropdown-entry">
823
+ Inference API doc
824
+ </a>
825
+ </li>
826
+ <li>
827
+ <a href="/transformers/" class="btn w-full v2-dropdown-entry">
828
+ Transformers doc
829
+ </a>
830
+ </li>
831
+ <li>
832
+ <a href="/docs/tokenizers/python/latest/" class="btn w-full v2-dropdown-entry">
833
+ Tokenizers doc
834
+ </a>
835
+ </li>
836
+ <li>
837
+ <a href="/docs/datasets/" class="btn w-full v2-dropdown-entry">
838
+ Datasets doc
839
+ </a>
840
+ </li>
841
+ </ul>
842
+ </li>
843
+ </ul>
844
+ </nav>
845
+ </div>
846
+ </div>
847
+ </header> <main class="flex flex-col flex-1 ">
848
+ <header class="bg-gradient-to-t from-gray-50 via-white to-white pt-10">
849
+ <div class="container relative">
850
+ <h1 class="flex items-center flex-wrap font-mono text-lg md:text-xl mb-3">
851
+ <div class="inline-flex items-center">
852
+ <img
853
+ class="w-4 h-4 rounded mr-1.5"
854
+ alt="'s picture"
855
+ src="https://aeiljuispo.cloudimg.io/v7/https://s3.amazonaws.com/moonup/production/uploads/1597750407211-5f16d73c925b9863e28ad430.png?w&#x3D;200&amp;h&#x3D;200&amp;f&#x3D;face"
856
+ />
857
+ <a href="/Rostlab" class="font-sans text-gray-400 hover:text-blue-600">
858
+ Rostlab
859
+ </a>
860
+ <div class="text-gray-300 mx-0.5">/</div>
861
+ </div>
862
+ <div class="font-semibold">
863
+ <a href="/Rostlab/prot_t5_xl_bfd">
864
+ prot_t5_xl_bfd
865
+ </a>
866
+ </div>
867
+ </h1>
868
+ <div class="flex flex-wrap mb-5">
869
+ <a class="
870
+ tag
871
+
872
+ tag-white
873
+ "
874
+ href="/models?pipeline_tag=text2text-generation"
875
+ tag-id="text2text-generation"
876
+ >
877
+ <div class="tag-ico
878
+ tag-ico-indigo
879
+ ">
880
+ <svg
881
+ alt=""
882
+ class=""
883
+ xmlns="http://www.w3.org/2000/svg"
884
+ xmlns:xlink="http://www.w3.org/1999/xlink"
885
+ aria-hidden="true"
886
+ fill="currentColor"
887
+ focusable="false"
888
+ role="img"
889
+ width="1em"
890
+ height="1em"
891
+ preserveAspectRatio="xMidYMid meet"
892
+ viewBox="0 0 18 18"
893
+ >
894
+ <path
895
+ d="M4.00626 16.5125C3.46854 16.5125 2.9429 16.353 2.4958 16.0543C2.0487 15.7556 1.70024 15.3309 1.49446 14.8342C1.28868 14.3374 1.23484 13.7907 1.33975 13.2633C1.44465 12.7359 1.70359 12.2515 2.08381 11.8713C2.46403 11.4911 2.94847 11.2321 3.47586 11.1272C4.00324 11.0223 4.54989 11.0762 5.04668 11.2819C5.54346 11.4877 5.96807 11.8362 6.26681 12.2833C6.56555 12.7304 6.72501 13.256 6.72501 13.7937C6.72414 14.5145 6.43743 15.2055 5.92775 15.7152C5.41807 16.2249 4.72705 16.5116 4.00626 16.5125V16.5125ZM4.00626 12.1625C3.68363 12.1625 3.36824 12.2582 3.09998 12.4374C2.83173 12.6166 2.62264 12.8714 2.49918 13.1695C2.37571 13.4676 2.34341 13.7955 2.40635 14.112C2.46929 14.4284 2.62465 14.7191 2.85279 14.9472C3.08092 15.1753 3.37158 15.3307 3.68802 15.3936C4.00445 15.4566 4.33244 15.4243 4.63051 15.3008C4.92858 15.1773 5.18335 14.9683 5.36259 14.7C5.54184 14.4317 5.63751 14.1164 5.63751 13.7937C5.63708 13.3612 5.46507 12.9466 5.15925 12.6407C4.85342 12.3349 4.43876 12.1629 4.00626 12.1625Z"
896
+ ></path>
897
+ <path
898
+ d="M13.25 14.3375H7.81251V13.25H13.25V9.44371H4.55001C4.26167 9.44343 3.98523 9.32876 3.78135 9.12487C3.57747 8.92099 3.4628 8.64455 3.46251 8.35621V4.54996C3.4628 4.26163 3.57747 3.98519 3.78135 3.7813C3.98523 3.57742 4.26167 3.46275 4.55001 3.46246H9.98751V4.54996H4.55001V8.35621H13.25C13.5383 8.3565 13.8148 8.47117 14.0187 8.67505C14.2226 8.87894 14.3372 9.15538 14.3375 9.44371V13.25C14.3372 13.5383 14.2226 13.8147 14.0187 14.0186C13.8148 14.2225 13.5383 14.3372 13.25 14.3375V14.3375Z"
899
+ ></path>
900
+ <path
901
+ d="M15.425 6.72504H12.1625C11.8742 6.72475 11.5977 6.61008 11.3939 6.4062C11.19 6.20231 11.0753 5.92587 11.075 5.63754V2.37504C11.0753 2.0867 11.19 1.81026 11.3939 1.60638C11.5977 1.40249 11.8742 1.28782 12.1625 1.28754H15.425C15.7133 1.28782 15.9898 1.40249 16.1937 1.60638C16.3976 1.81026 16.5122 2.0867 16.5125 2.37504V5.63754C16.5122 5.92587 16.3976 6.20231 16.1937 6.4062C15.9898 6.61008 15.7133 6.72475 15.425 6.72504V6.72504ZM12.1625 2.37504V5.63754H15.425V2.37504H12.1625Z"
902
+ ></path>
903
+ </svg>
904
+ </div>
905
+ <span>
906
+ Text2Text Generation
907
+ </span>
908
+
909
+ </a>
910
+ <a class="
911
+ tag
912
+
913
+ tag-red
914
+ "
915
+ href="/models?filter=pytorch"
916
+ tag-id="pytorch"
917
+ >
918
+ <svg
919
+ alt=""
920
+ class="inline-block ml-2 text-sm"
921
+ xmlns="http://www.w3.org/2000/svg"
922
+ xmlns:xlink="http://www.w3.org/1999/xlink"
923
+ aria-hidden="true"
924
+ focusable="false"
925
+ role="img"
926
+ width="0.83em"
927
+ height="1em"
928
+ preserveAspectRatio="xMidYMid meet"
929
+ viewBox="0 0 256 310"
930
+ >
931
+ <path
932
+ d="M218.281 90.106c50.292 50.292 50.292 130.969 0 181.61c-49.244 50.292-130.27 50.292-180.562 0s-50.292-131.318 0-181.61L127.825 0v45.053l-8.382 8.382l-59.721 59.722c-37.72 37.02-37.72 97.79 0 135.509c37.02 37.719 97.79 37.719 135.509 0c37.719-37.02 37.719-97.79 0-135.51l23.05-23.05zm-45.053-5.588c-9.259 0-16.764-7.505-16.764-16.764c0-9.258 7.505-16.764 16.764-16.764c9.258 0 16.764 7.506 16.764 16.764c0 9.259-7.506 16.764-16.764 16.764z"
933
+ fill="#EE4C2C"
934
+ ></path>
935
+ </svg>
936
+ <span>
937
+ PyTorch
938
+ </span>
939
+
940
+ </a>
941
+ <a class="
942
+ tag
943
+
944
+ tag-red
945
+ "
946
+ href="/models?filter=tf"
947
+ tag-id="tf"
948
+ >
949
+ <svg
950
+ class="inline-block ml-2 text-sm"
951
+ xmlns="http://www.w3.org/2000/svg"
952
+ xmlns:xlink="http://www.w3.org/1999/xlink"
953
+ aria-hidden="true"
954
+ focusable="false"
955
+ role="img"
956
+ width="0.94em"
957
+ height="1em"
958
+ preserveAspectRatio="xMidYMid meet"
959
+ viewBox="0 0 256 274"
960
+ >
961
+ <path
962
+ d="M145.726 42.065v42.07l72.861 42.07v-42.07l-72.86-42.07zM0 84.135v42.07l36.43 21.03V105.17L0 84.135zm109.291 21.035l-36.43 21.034v126.2l36.43 21.035v-84.135l36.435 21.035v-42.07l-36.435-21.034V105.17z"
963
+ fill="#E55B2D"
964
+ ></path>
965
+ <path
966
+ d="M145.726 42.065L36.43 105.17v42.065l72.861-42.065v42.065l36.435-21.03v-84.14zM255.022 63.1l-36.435 21.035v42.07l36.435-21.035V63.1zm-72.865 84.135l-36.43 21.035v42.07l36.43-21.036v-42.07zm-36.43 63.104l-36.436-21.035v84.135l36.435-21.035V210.34z"
967
+ fill="#ED8E24"
968
+ ></path>
969
+ <path
970
+ d="M145.726 0L0 84.135l36.43 21.035l109.296-63.105l72.861 42.07L255.022 63.1L145.726 0zm0 126.204l-36.435 21.03l36.435 21.036l36.43-21.035l-36.43-21.03z"
971
+ fill="#F8BF3C"
972
+ ></path>
973
+ </svg>
974
+ <span>
975
+ TensorFlow
976
+ </span>
977
+
978
+ </a>
979
+ <a class="
980
+ tag
981
+
982
+ tag-indigo
983
+ "
984
+ href="/models?filter=dataset:BFD"
985
+ tag-id="dataset:BFD"
986
+ >
987
+ <span>
988
+ BFD
989
+ </span>
990
+
991
+ </a>
992
+ <a class="
993
+ tag
994
+
995
+ tag-green
996
+ "
997
+ href="/models?filter=protein"
998
+ tag-id="protein"
999
+ >
1000
+ <span>
1001
+ protein
1002
+ </span>
1003
+
1004
+ </a>
1005
+ <a class="
1006
+ tag
1007
+
1008
+ tag-purple
1009
+ "
1010
+ href="/models?filter=t5"
1011
+ tag-id="t5"
1012
+ >
1013
+ <span>
1014
+ t5
1015
+ </span>
1016
+
1017
+ </a>
1018
+ <a class="
1019
+ tag
1020
+
1021
+ tag-purple
1022
+ "
1023
+ href="/models?filter=lm-head"
1024
+ tag-id="lm-head"
1025
+ >
1026
+ <span>
1027
+ lm-head
1028
+ </span>
1029
+
1030
+ </a>
1031
+ <a class="
1032
+ tag
1033
+
1034
+ tag-purple
1035
+ "
1036
+ href="/models?filter=seq2seq"
1037
+ tag-id="seq2seq"
1038
+ >
1039
+ <span>
1040
+ seq2seq
1041
+ </span>
1042
+
1043
+ </a>
1044
+ <a class="
1045
+ tag
1046
+
1047
+ tag-purple
1048
+ "
1049
+ href="/models?filter=protein language model"
1050
+ tag-id="protein language model"
1051
+ >
1052
+ <span>
1053
+ protein language model
1054
+ </span>
1055
+
1056
+ </a>
1057
+ </div>
1058
+ <div class="border-b border-gray-100">
1059
+ <div class="flex items-center justify-between">
1060
+ <div class="flex items-center h-12 -mb-px overflow-x-auto overflow-y-hidden">
1061
+ <a
1062
+ class="tab-alternate "
1063
+ href="/Rostlab/prot_t5_xl_bfd"
1064
+ >
1065
+ <svg
1066
+ alt=""
1067
+ class="mr-1.5 text-gray-400"
1068
+ xmlns="http://www.w3.org/2000/svg"
1069
+ xmlns:xlink="http://www.w3.org/1999/xlink"
1070
+ aria-hidden="true"
1071
+ focusable="false"
1072
+ role="img"
1073
+ width="1em"
1074
+ height="1em"
1075
+ preserveAspectRatio="xMidYMid meet"
1076
+ viewBox="0 0 24 24"
1077
+ >
1078
+ <path
1079
+ class="uim-quaternary"
1080
+ d="M20.23 7.24L12 12L3.77 7.24a1.98 1.98 0 0 1 .7-.71L11 2.76c.62-.35 1.38-.35 2 0l6.53 3.77c.29.173.531.418.7.71z"
1081
+ opacity=".25"
1082
+ fill="currentColor"
1083
+ ></path>
1084
+ <path
1085
+ class="uim-tertiary"
1086
+ d="M12 12v9.5a2.09 2.09 0 0 1-.91-.21L4.5 17.48a2.003 2.003 0 0 1-1-1.73v-7.5a2.06 2.06 0 0 1 .27-1.01L12 12z"
1087
+ opacity=".5"
1088
+ fill="currentColor"
1089
+ ></path>
1090
+ <path
1091
+ class="uim-primary"
1092
+ d="M20.5 8.25v7.5a2.003 2.003 0 0 1-1 1.73l-6.62 3.82c-.275.13-.576.198-.88.2V12l8.23-4.76c.175.308.268.656.27 1.01z"
1093
+ fill="currentColor"
1094
+ ></path>
1095
+ </svg>
1096
+ Model card
1097
+ </a>
1098
+ <a
1099
+ class="tab-alternate active"
1100
+ href="/Rostlab/prot_t5_xl_bfd/tree/main"
1101
+ >
1102
+ <svg
1103
+ alt=""
1104
+ class="mr-1.5 text-gray-400"
1105
+ xmlns="http://www.w3.org/2000/svg"
1106
+ xmlns:xlink="http://www.w3.org/1999/xlink"
1107
+ aria-hidden="true"
1108
+ focusable="false"
1109
+ role="img"
1110
+ width="1em"
1111
+ height="1em"
1112
+ preserveAspectRatio="xMidYMid meet"
1113
+ viewBox="0 0 24 24"
1114
+ >
1115
+ <path
1116
+ class="uim-tertiary"
1117
+ d="M21 19h-8a1 1 0 0 1 0-2h8a1 1 0 0 1 0 2zm0-4h-8a1 1 0 0 1 0-2h8a1 1 0 0 1 0 2zm0-8h-8a1 1 0 0 1 0-2h8a1 1 0 0 1 0 2zm0 4h-8a1 1 0 0 1 0-2h8a1 1 0 0 1 0 2z"
1118
+ opacity=".5"
1119
+ fill="currentColor"
1120
+ ></path>
1121
+ <path
1122
+ class="uim-primary"
1123
+ d="M9 19a1 1 0 0 1-1-1V6a1 1 0 0 1 2 0v12a1 1 0 0 1-1 1zm-6-4.333a1 1 0 0 1-.64-1.769L3.438 12l-1.078-.898a1 1 0 0 1 1.28-1.538l2 1.667a1 1 0 0 1 0 1.538l-2 1.667a.999.999 0 0 1-.64.231z"
1124
+ fill="currentColor"
1125
+ ></path>
1126
+ </svg>
1127
+ Files and versions
1128
+ </a>
1129
+ </div>
1130
+ <div class="relative hidden space-x-1.5 md:flex">
1131
+ <div
1132
+ class="v2-dropdown relative "
1133
+
1134
+ >
1135
+ <button
1136
+ class="v2-dropdown-button cursor-pointer btn text-sm"
1137
+ slot="trigger"
1138
+ type="button"
1139
+ >
1140
+ <svg
1141
+ alt=""
1142
+ class="mr-1.5"
1143
+ xmlns="http://www.w3.org/2000/svg"
1144
+ xmlns:xlink="http://www.w3.org/1999/xlink"
1145
+ aria-hidden="true"
1146
+ focusable="false"
1147
+ role="img"
1148
+ width="1em"
1149
+ height="1em"
1150
+ preserveAspectRatio="xMidYMid meet"
1151
+ viewBox="0 0 32 32"
1152
+ style="transform: rotate(360deg);"
1153
+ >
1154
+ <path
1155
+ d="M31 16l-7 7l-1.41-1.41L28.17 16l-5.58-5.59L24 9l7 7z"
1156
+ fill="currentColor"
1157
+ ></path>
1158
+ <path
1159
+ d="M1 16l7-7l1.41 1.41L3.83 16l5.58 5.59L8 23l-7-7z"
1160
+ fill="currentColor"
1161
+ ></path>
1162
+ <path
1163
+ d="M12.419 25.484L17.639 6l1.932.518L14.35 26z"
1164
+ fill="currentColor"
1165
+ ></path>
1166
+ </svg>
1167
+ Use in transformers
1168
+ </button><div
1169
+ class="v2-dropdown-menu hidden absolute mt-1 min-w-full bg-white rounded-xl overflow-hidden shadow-lg z-10 border border-gray-100 right-0 top-full "
1170
+ >
1171
+ <ul class="min-w-full w-auto">
1172
+ <div class="v2-to-clipboard" style="width: 700px;">
1173
+ <div class="border-b px-4 py-2 bg-gradient-to-r from-gray-50 to-white border-gray-200 flex justify-between items-center h-11">
1174
+ <h3 class="font-semibold">
1175
+ How to use from the
1176
+ <a target="_blank" href="https://github.com/huggingface/transformers">🤗/transformers</a>
1177
+ library:
1178
+ </h3>
1179
+ <button
1180
+ class="v2-to-clipboard-button text-sm underline flex items-center cursor-pointer text-gray-500"
1181
+ >
1182
+ <svg
1183
+ alt=""
1184
+ class="mr-1"
1185
+ xmlns="http://www.w3.org/2000/svg"
1186
+ xmlns:xlink="http://www.w3.org/1999/xlink"
1187
+ aria-hidden="true"
1188
+ focusable="false"
1189
+ role="img"
1190
+ width="1em"
1191
+ height="1em"
1192
+ preserveAspectRatio="xMidYMid meet"
1193
+ viewBox="0 0 32 32"
1194
+ >
1195
+ <path
1196
+ d="M25.7 9.3l-7-7A.908.908 0 0 0 18 2H8a2.006 2.006 0 0 0-2 2v24a2.006 2.006 0 0 0 2 2h16a2.006 2.006 0 0 0 2-2V10a.908.908 0 0 0-.3-.7zM18 4.4l5.6 5.6H18zM24 28H8V4h8v6a2.006 2.006 0 0 0 2 2h6z"
1197
+ fill="currentColor"
1198
+ ></path>
1199
+ </svg>
1200
+ Copy to clipboard
1201
+ </button>
1202
+ </div>
1203
+ <pre class="v2-to-clipboard-content whitespace-pre-line text-sm p-4 text-gray-700">
1204
+ from transformers import AutoTokenizer, AutoModelWithLMHead
1205
+
1206
+ tokenizer = AutoTokenizer.from_pretrained("Rostlab/prot_t5_xl_bfd")
1207
+
1208
+ model = AutoModelWithLMHead.from_pretrained("Rostlab/prot_t5_xl_bfd")
1209
+ </pre>
1210
+
1211
+ <div class="border-b px-4 py-2 bg-gradient-to-r from-gray-50 to-white border-gray-200 flex justify-between items-center h-11">
1212
+ <h3 class="font-semibold">
1213
+ Or just clone the model repo
1214
+ </h3>
1215
+ </div>
1216
+ <pre class="whitespace-pre-line text-sm p-4 text-gray-700">
1217
+ git lfs install
1218
+ git clone https://huggingface.co/Rostlab/prot_t5_xl_bfd
1219
+ <div class="text-gray-500 text-xs">
1220
+ # if you want to clone without large files – just their pointers
1221
+ # prepend your git clone with the following env var:
1222
+ </div>
1223
+ GIT_LFS_SKIP_SMUDGE=1
1224
+ </pre>
1225
+
1226
+ </div>
1227
+ </ul>
1228
+ </div></div>
1229
+ </div>
1230
+ </div>
1231
+ </div>
1232
+ </div>
1233
+ </header>
1234
+ <div
1235
+ class="container relative space-y-4 flex flex-col md:grid md:space-y-0 overflow-hidden
1236
+ md:grid-cols-12
1237
+
1238
+ md:gap-6
1239
+
1240
+ "
1241
+
1242
+
1243
+ >
1244
+ <section class="pt-8 border-gray-100 col-span-full">
1245
+
1246
+ <header class="pb-4 flex items-center justify-between">
1247
+ <div class="flex items-center">
1248
+ <div
1249
+ class="v2-dropdown relative mr-6"
1250
+
1251
+ >
1252
+ <button
1253
+ class="v2-dropdown-button cursor-pointer btn"
1254
+ slot="trigger"
1255
+ type="button"
1256
+ >
1257
+ <svg
1258
+ alt=""
1259
+ class="mr-1 text-gray-700 dark:text-gray-400"
1260
+ xmlns="http://www.w3.org/2000/svg"
1261
+ xmlns:xlink="http://www.w3.org/1999/xlink"
1262
+ aria-hidden="true"
1263
+ focusable="false"
1264
+ role="img"
1265
+ width="1em"
1266
+ height="1em"
1267
+ preserveAspectRatio="xMidYMid meet"
1268
+ viewBox="0 0 24 24"
1269
+ style="transform: rotate(360deg);"
1270
+ >
1271
+ <path
1272
+ d="M13 14c-3.36 0-4.46 1.35-4.82 2.24C9.25 16.7 10 17.76 10 19a3 3 0 0 1-3 3a3 3 0 0 1-3-3c0-1.31.83-2.42 2-2.83V7.83A2.99 2.99 0 0 1 4 5a3 3 0 0 1 3-3a3 3 0 0 1 3 3c0 1.31-.83 2.42-2 2.83v5.29c.88-.65 2.16-1.12 4-1.12c2.67 0 3.56-1.34 3.85-2.23A3.006 3.006 0 0 1 14 7a3 3 0 0 1 3-3a3 3 0 0 1 3 3c0 1.34-.88 2.5-2.09 2.86C17.65 11.29 16.68 14 13 14m-6 4a1 1 0 0 0-1 1a1 1 0 0 0 1 1a1 1 0 0 0 1-1a1 1 0 0 0-1-1M7 4a1 1 0 0 0-1 1a1 1 0 0 0 1 1a1 1 0 0 0 1-1a1 1 0 0 0-1-1m10 2a1 1 0 0 0-1 1a1 1 0 0 0 1 1a1 1 0 0 0 1-1a1 1 0 0 0-1-1z"
1273
+ fill="currentColor"
1274
+ ></path>
1275
+ </svg>
1276
+ main
1277
+ <svg
1278
+ alt=""
1279
+ class="text-gray-500"
1280
+ xmlns="http://www.w3.org/2000/svg"
1281
+ xmlns:xlink="http://www.w3.org/1999/xlink"
1282
+ aria-hidden="true"
1283
+ focusable="false"
1284
+ role="img"
1285
+ width="1em"
1286
+ height="1em"
1287
+ preserveAspectRatio="xMidYMid meet"
1288
+ viewBox="0 0 24 24"
1289
+ style="transform: rotate(360deg);"
1290
+ >
1291
+ <path d="M7 10l5 5l5-5z" fill="currentColor"></path>
1292
+ </svg>
1293
+ </button><div
1294
+ class="v2-dropdown-menu hidden absolute mt-1 min-w-full bg-white rounded-xl overflow-hidden shadow-lg z-10 border border-gray-100 right-0 top-full "
1295
+ >
1296
+ <ul class="min-w-full w-auto">
1297
+ <li>
1298
+ <ul>
1299
+ <li>
1300
+ <div
1301
+ class="v2-dropdown-entry flex items-center hover:bg-gray-50 cursor-pointer truncate
1302
+ hover:underline
1303
+
1304
+
1305
+ "
1306
+
1307
+
1308
+
1309
+
1310
+ >
1311
+ <a
1312
+ class="px-3 py-1.5"
1313
+ href="/Rostlab/prot_t5_xl_bfd/blob/main/README.md"
1314
+ >
1315
+ main
1316
+ </a>
1317
+ </div>
1318
+ </li>
1319
+ </ul>
1320
+ </li>
1321
+ <li>
1322
+ <ul class="bg-yellow-50">
1323
+ </ul>
1324
+ </li>
1325
+ </ul>
1326
+ </div></div>
1327
+
1328
+ <a class="hover:underline text-gray-800 dark:text-gray-300" href="/Rostlab/prot_t5_xl_bfd/tree/main">
1329
+ Rostlab/prot_t5_xl_bfd
1330
+ </a>
1331
+ <span class="text-gray-300 mx-1 font-light">/</span>
1332
+
1333
+ <span class="font-light dark:text-gray-300">README.md</span>
1334
+
1335
+ </div>
1336
+
1337
+ <div class="flex justify-end">
1338
+ </div>
1339
+ </header>
1340
+
1341
+ <div class="border border-b-0 dark:border-gray-800 px-3 py-2 flex items-baseline rounded-t-lg bg-gradient-to-b from-white to-gray-100 dark:from-gray-800 dark:to-gray-900">
1342
+ <img
1343
+ class="w-4 h-4 rounded-full mr-2.5 self-center"
1344
+ alt="julien-c's picture"
1345
+ src="https://aeiljuispo.cloudimg.io/v7/https://s3.amazonaws.com/moonup/production/uploads/1583856843119-5dd96eb166059660ed1ee413.jpeg?w&#x3D;200&amp;h&#x3D;200&amp;f&#x3D;face"
1346
+ />
1347
+ <div class="mr-5 truncate flex-none">
1348
+ <a class="hover:underline" href="/julien-c">
1349
+ julien-c
1350
+ </a>
1351
+ </div>
1352
+ <a
1353
+ class="mr-4 font-mono text-sm text-gray-500 dark:text-gray-300 truncate hover:underline"
1354
+ href="/Rostlab/prot_t5_xl_bfd/commit/7ae1d5c1d148d6c65c7e294cc72807e5b454fdb7"
1355
+ >
1356
+ Migrate model card from transformers-repo
1357
+ </a>
1358
+ <a
1359
+ class="text-sm border dark:border-gray-800 px-1.5 rounded bg-gray-50 dark:bg-gray-900 hover:underline"
1360
+ href="/Rostlab/prot_t5_xl_bfd/commit/7ae1d5c1d148d6c65c7e294cc72807e5b454fdb7"
1361
+ >
1362
+ 7ae1d5c
1363
+ </a>
1364
+ <time
1365
+ datetime="2020-12-11T21:30:13"
1366
+ class="ml-auto hidden lg:block text-gray-500 dark:text-gray-400 truncate flex-none pl-2"
1367
+ >
1368
+ 2 months ago
1369
+ </time>
1370
+ </div>
1371
+
1372
+ <div class="flex items-center p-3 border dark:border-gray-800 text-sm text-gray-700 dark:bg-gray-900">
1373
+ <a class="flex items-center hover:underline mr-4" href="/Rostlab/prot_t5_xl_bfd/raw/main/README.md">
1374
+ <svg
1375
+ alt=""
1376
+ class="mr-1.5 "
1377
+ xmlns="http://www.w3.org/2000/svg"
1378
+ xmlns:xlink="http://www.w3.org/1999/xlink"
1379
+ aria-hidden="true"
1380
+ focusable="false"
1381
+ role="img"
1382
+ width="1em"
1383
+ height="1em"
1384
+ preserveAspectRatio="xMidYMid meet"
1385
+ viewBox="0 0 32 32"
1386
+ style="transform: rotate(360deg);"
1387
+ >
1388
+ <path
1389
+ d="M31 16l-7 7l-1.41-1.41L28.17 16l-5.58-5.59L24 9l7 7z"
1390
+ fill="currentColor"
1391
+ ></path>
1392
+ <path
1393
+ d="M1 16l7-7l1.41 1.41L3.83 16l5.58 5.59L8 23l-7-7z"
1394
+ fill="currentColor"
1395
+ ></path>
1396
+ <path
1397
+ d="M12.419 25.484L17.639 6l1.932.518L14.35 26z"
1398
+ fill="currentColor"
1399
+ ></path>
1400
+ </svg>
1401
+ raw
1402
+ </a>
1403
+ <a class="flex items-center hover:underline mr-4" href="/Rostlab/prot_t5_xl_bfd/commits/main/README.md">
1404
+ <svg
1405
+ alt=""
1406
+ class="mr-1.5"
1407
+ xmlns="http://www.w3.org/2000/svg"
1408
+ xmlns:xlink="http://www.w3.org/1999/xlink"
1409
+ aria-hidden="true"
1410
+ focusable="false"
1411
+ role="img"
1412
+ width="1em"
1413
+ height="1em"
1414
+ preserveAspectRatio="xMidYMid meet"
1415
+ viewBox="0 0 32 32"
1416
+ style="transform: rotate(360deg);"
1417
+ >
1418
+ <path
1419
+ d="M16 4C9.383 4 4 9.383 4 16s5.383 12 12 12s12-5.383 12-12S22.617 4 16 4zm0 2c5.535 0 10 4.465 10 10s-4.465 10-10 10S6 21.535 6 16S10.465 6 16 6zm-1 2v9h7v-2h-5V8z"
1420
+ fill="currentColor"
1421
+ ></path>
1422
+ </svg>
1423
+ history
1424
+ </a>
1425
+ <a class="flex items-center hover:underline mr-4" href="/Rostlab/prot_t5_xl_bfd/blame/main/README.md">
1426
+ <svg
1427
+ alt=""
1428
+ class="mr-1.5"
1429
+ xmlns="http://www.w3.org/2000/svg"
1430
+ xmlns:xlink="http://www.w3.org/1999/xlink"
1431
+ aria-hidden="true"
1432
+ focusable="false"
1433
+ role="img"
1434
+ class=""
1435
+ width="1em"
1436
+ height="1em"
1437
+ preserveAspectRatio="xMidYMid meet"
1438
+ viewBox="0 0 32 32"
1439
+ style="transform: rotate(360deg);"
1440
+ >
1441
+ <path
1442
+ d="M16 2a14 14 0 1 0 14 14A14 14 0 0 0 16 2zm0 26a12 12 0 1 1 12-12a12 12 0 0 1-12 12z"
1443
+ fill="currentColor"
1444
+ ></path>
1445
+ <path
1446
+ d="M11.5 11a2.5 2.5 0 1 0 2.5 2.5a2.48 2.48 0 0 0-2.5-2.5z"
1447
+ fill="currentColor"
1448
+ ></path>
1449
+ <path
1450
+ d="M20.5 11a2.5 2.5 0 1 0 2.5 2.5a2.48 2.48 0 0 0-2.5-2.5z"
1451
+ fill="currentColor"
1452
+ ></path>
1453
+ </svg>
1454
+ blame
1455
+ </a>
1456
+ <div class="ml-auto dark:text-gray-300">
1457
+ 7,009 Bytes
1458
+ </div>
1459
+ </div>
1460
+
1461
+ <div class="border border-t-0 rounded-b-lg dark:bg-gray-900 dark:border-gray-800 overflow-x-auto">
1462
+ <table>
1463
+ <tr>
1464
+ <td class="align-top text-right select-none">
1465
+ <pre class="p-3 text-sm overflow-x-auto">1
1466
+ 2
1467
+ 3
1468
+ 4
1469
+ 5
1470
+ 6
1471
+ 7
1472
+ 8
1473
+ 9
1474
+ 10
1475
+ 11
1476
+ 12
1477
+ 13
1478
+ 14
1479
+ 15
1480
+ 16
1481
+ 17
1482
+ 18
1483
+ 19
1484
+ 20
1485
+ 21
1486
+ 22
1487
+ 23
1488
+ 24
1489
+ 25
1490
+ 26
1491
+ 27
1492
+ 28
1493
+ 29
1494
+ 30
1495
+ 31
1496
+ 32
1497
+ 33
1498
+ 34
1499
+ 35
1500
+ 36
1501
+ 37
1502
+ 38
1503
+ 39
1504
+ 40
1505
+ 41
1506
+ 42
1507
+ 43
1508
+ 44
1509
+ 45
1510
+ 46
1511
+ 47
1512
+ 48
1513
+ 49
1514
+ 50
1515
+ 51
1516
+ 52
1517
+ 53
1518
+ 54
1519
+ 55
1520
+ 56
1521
+ 57
1522
+ 58
1523
+ 59
1524
+ 60
1525
+ 61
1526
+ 62
1527
+ 63
1528
+ 64
1529
+ 65
1530
+ 66
1531
+ 67
1532
+ 68
1533
+ 69
1534
+ 70
1535
+ 71
1536
+ 72
1537
+ 73
1538
+ 74
1539
+ 75
1540
+ 76
1541
+ 77
1542
+ 78
1543
+ 79
1544
+ 80
1545
+ 81
1546
+ 82
1547
+ 83
1548
+ 84
1549
+ 85
1550
+ 86
1551
+ 87
1552
+ 88
1553
+ 89
1554
+ 90
1555
+ 91
1556
+ 92
1557
+ 93
1558
+ 94
1559
+ 95
1560
+ 96
1561
+ 97
1562
+ 98
1563
+ 99
1564
+ 100
1565
+ 101
1566
+ 102
1567
+ 103
1568
+ 104
1569
+ 105
1570
+ 106
1571
+ 107
1572
+ 108
1573
+ 109
1574
+ 110
1575
+ 111
1576
+ 112
1577
+ 113
1578
+ 114
1579
+ 115
1580
+ 116
1581
+ 117
1582
+ 118
1583
+ 119
1584
+ 120
1585
+ 121
1586
+ 122
1587
+ 123
1588
+ 124
1589
+ 125
1590
+ 126</pre>
1591
+ </td>
1592
+ <td class="align-top w-full">
1593
+ <pre class="p-3 text-sm overflow-x-auto">---
1594
+ language: protein
1595
+ tags:
1596
+ <span class="hljs-bullet">-</span> protein language model
1597
+ datasets:
1598
+ <span class="hljs-section">- BFD
1599
+ ---</span>
1600
+
1601
+ <span class="hljs-section"># ProtT5-XL-BFD model</span>
1602
+
1603
+ Pretrained model on protein sequences using a masked language modeling (MLM) objective. It was introduced in
1604
+ [<span class="hljs-string">this paper</span>](<span class="hljs-link">https://doi.org/10.1101/2020.07.12.199554</span>) and first released in
1605
+ [<span class="hljs-string">this repository</span>](<span class="hljs-link">https://github.com/agemagician/ProtTrans</span>). This model is trained on uppercase amino acids: it only works with capital letter amino acids.
1606
+
1607
+
1608
+ <span class="hljs-section">## Model description</span>
1609
+
1610
+ ProtT5-XL-BFD is based on the <span class="hljs-code">`t5-3b`</span> model and was pretrained on a large corpus of protein sequences in a self-supervised fashion.
1611
+ This means it was pretrained on the raw protein sequences only, with no humans labelling them in any way (which is why it can use lots of
1612
+ publicly available data) with an automatic process to generate inputs and labels from those protein sequences.
1613
+
1614
+ One important difference between this T5 model and the original T5 version is the denosing objective.
1615
+ The original T5-3B model was pretrained using a span denosing objective, while this model was pre-trained with a Bart-like MLM denosing objective.
1616
+ The masking probability is consistent with the original T5 training by randomly masking 15% of the amino acids in the input.
1617
+
1618
+ It has been shown that the features extracted from this self-supervised model (LM-embeddings) captured important biophysical properties governing protein shape.
1619
+ shape.
1620
+ This implied learning some of the grammar of the language of life realized in protein sequences.
1621
+
1622
+ <span class="hljs-section">## Intended uses &amp; limitations</span>
1623
+
1624
+ The model could be used for protein feature extraction or to be fine-tuned on downstream tasks.
1625
+ We have noticed in some tasks on can gain more accuracy by fine-tuning the model rather than using it as a feature extractor.
1626
+ We have also noticed that for feature extraction, its better to use the feature extracted from the encoder not from the decoder.
1627
+
1628
+ <span class="hljs-section">### How to use</span>
1629
+
1630
+ Here is how to use this model to extract the features of a given protein sequence in PyTorch:
1631
+
1632
+ <span class="hljs-code">```python
1633
+ from transformers import T5Tokenizer, T5Model
1634
+ import re
1635
+ import torch
1636
+
1637
+ tokenizer = T5Tokenizer.from_pretrained(&#x27;Rostlab/prot_t5_xl_bfd&#x27;, do_lower_case=False)
1638
+
1639
+ model = T5Model.from_pretrained(&quot;Rostlab/prot_t5_xl_bfd&quot;)
1640
+
1641
+ sequences_Example = [&quot;A E T C Z A O&quot;,&quot;S K T Z P&quot;]
1642
+
1643
+ sequences_Example = [re.sub(r&quot;[UZOB]&quot;, &quot;X&quot;, sequence) for sequence in sequences_Example]
1644
+
1645
+ ids = tokenizer.batch_encode_plus(sequences_Example, add_special_tokens=True, padding=True)
1646
+
1647
+ input_ids = torch.tensor(ids[&#x27;input_ids&#x27;])
1648
+ attention_mask = torch.tensor(ids[&#x27;attention_mask&#x27;])
1649
+
1650
+ with torch.no_grad():
1651
+ embedding = model(input_ids=input_ids,attention_mask=attention_mask,decoder_input_ids=None)
1652
+
1653
+ # For feature extraction we recommend to use the encoder embedding
1654
+ encoder_embedding = embedding[2].cpu().numpy()
1655
+ decoder_embedding = embedding[0].cpu().numpy()
1656
+ ```</span>
1657
+
1658
+ <span class="hljs-section">## Training data</span>
1659
+
1660
+ The ProtT5-XL-BFD model was pretrained on [<span class="hljs-string">BFD</span>](<span class="hljs-link">https://bfd.mmseqs.com/</span>), a dataset consisting of 2.1 billion protein sequences.
1661
+
1662
+ <span class="hljs-section">## Training procedure</span>
1663
+
1664
+ <span class="hljs-section">### Preprocessing</span>
1665
+
1666
+ The protein sequences are uppercased and tokenized using a single space and a vocabulary size of 21. The rare amino acids &quot;U,Z,O,B&quot; were mapped to &quot;X&quot;.
1667
+ The inputs of the model are then of the form:
1668
+
1669
+ <span class="hljs-code">```
1670
+ Protein Sequence [EOS]
1671
+ ```</span>
1672
+
1673
+ The preprocessing step was performed on the fly, by cutting and padding the protein sequences up to 512 tokens.
1674
+
1675
+ The details of the masking procedure for each sequence are as follows:
1676
+ <span class="hljs-bullet">-</span> 15% of the amino acids are masked.
1677
+ <span class="hljs-bullet">-</span> In 90% of the cases, the masked amino acids are replaced by <span class="hljs-code">`[MASK]`</span> token.
1678
+ <span class="hljs-bullet">-</span> In 10% of the cases, the masked amino acids are replaced by a random amino acid (different) from the one they replace.
1679
+
1680
+ <span class="hljs-section">### Pretraining</span>
1681
+
1682
+ The model was trained on a single TPU Pod V3-1024 for 1.2 million steps in total, using sequence length 512 (batch size 4k).
1683
+ It has a total of approximately 3B parameters and was trained using the encoder-decoder architecture.
1684
+ The optimizer used is AdaFactor with inverse square root learning rate schedule for pre-training.
1685
+
1686
+
1687
+ <span class="hljs-section">## Evaluation results</span>
1688
+
1689
+ When the model is used for feature etraction, this model achieves the following results:
1690
+
1691
+ Test results :
1692
+
1693
+ | Task/Dataset | secondary structure (3-states) | secondary structure (8-states) | Localization | Membrane |
1694
+ |:-----:|:-----:|:-----:|:-----:|:-----:|
1695
+ | CASP12 | 77 | 66 | | |
1696
+ | TS115 | 85 | 74 | | |
1697
+ | CB513 | 84 | 71 | | |
1698
+ | DeepLoc | | | 77 | 91 |
1699
+
1700
+ <span class="hljs-section">### BibTeX entry and citation info</span>
1701
+
1702
+ <span class="hljs-code">```bibtex
1703
+ @article {Elnaggar2020.07.12.199554,
1704
+ author = {Elnaggar, Ahmed and Heinzinger, Michael and Dallago, Christian and Rehawi, Ghalia and Wang, Yu and Jones, Llion and Gibbs, Tom and Feher, Tamas and Angerer, Christoph and Steinegger, Martin and BHOWMIK, DEBSINDHU and Rost, Burkhard},
1705
+ title = {ProtTrans: Towards Cracking the Language of Life{\textquoteright}s Code Through Self-Supervised Deep Learning and High Performance Computing},
1706
+ elocation-id = {2020.07.12.199554},
1707
+ year = {2020},
1708
+ doi = {10.1101/2020.07.12.199554},
1709
+ publisher = {Cold Spring Harbor Laboratory},
1710
+ abstract = {Computational biology and bioinformatics provide vast data gold-mines from protein sequences, ideal for Language Models (LMs) taken from Natural Language Processing (NLP). These LMs reach for new prediction frontiers at low inference costs. Here, we trained two auto-regressive language models (Transformer-XL, XLNet) and two auto-encoder models (Bert, Albert) on data from UniRef and BFD containing up to 393 billion amino acids (words) from 2.1 billion protein sequences (22- and 112 times the entire English Wikipedia). The LMs were trained on the Summit supercomputer at Oak Ridge National Laboratory (ORNL), using 936 nodes (total 5616 GPUs) and one TPU Pod (V3-512 or V3-1024). We validated the advantage of up-scaling LMs to larger models supported by bigger data by predicting secondary structure (3-states: Q3=76-84, 8 states: Q8=65-73), sub-cellular localization for 10 cellular compartments (Q10=74) and whether a protein is membrane-bound or water-soluble (Q2=89). Dimensionality reduction revealed that the LM-embeddings from unlabeled data (only protein sequences) captured important biophysical properties governing protein shape. This implied learning some of the grammar of the language of life realized in protein sequences. The successful up-scaling of protein LMs through HPC to larger data sets slightly reduced the gap between models trained on evolutionary information and LMs. Availability ProtTrans: \&amp;lt;a href=&quot;https://github.com/agemagician/ProtTrans&quot;\&amp;gt;https://github.com/agemagician/ProtTrans\&amp;lt;/a\&amp;gt;Competing Interest StatementThe authors have declared no competing interest.},
1711
+ URL = {https://www.biorxiv.org/content/early/2020/07/21/2020.07.12.199554},
1712
+ eprint = {https://www.biorxiv.org/content/early/2020/07/21/2020.07.12.199554.full.pdf},
1713
+ journal = {bioRxiv}
1714
+ }
1715
+ ```</span>
1716
+
1717
+ <span class="hljs-quote">&gt; Created by [<span class="hljs-string">Ahmed Elnaggar/@Elnaggar_AI</span>](<span class="hljs-link">https://twitter.com/Elnaggar_AI</span>) | [<span class="hljs-string">LinkedIn</span>](<span class="hljs-link">https://www.linkedin.com/in/prof-ahmed-elnaggar/</span>)</span>
1718
+ </pre>
1719
+ </td>
1720
+ </tr>
1721
+ </table>
1722
+ </div>
1723
+ </section>
1724
+ </div>
1725
+ </main>
1726
+
1727
+ <script defer src="/front/build/bundle.04f8ca9.js"></script>
1728
+ <script>
1729
+ if (! (
1730
+ ['localhost', 'huggingface.test'].includes(window.location.hostname)
1731
+ || window.location.hostname.includes('ngrok.io')
1732
+ )) {
1733
+ (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
1734
+ (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
1735
+ m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
1736
+ })(window,document,'script','https://www.google-analytics.com/analytics.js','ganalytics');
1737
+ ganalytics('create', 'UA-83738774-2', 'auto');
1738
+ ganalytics('send', 'pageview');
1739
+ }
1740
+ </script>
1741
+ </body>
1742
+ </html>
config.json ADDED
@@ -0,0 +1,25 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "architectures": [
3
+ "T5ForConditionalGeneration"
4
+ ],
5
+ "d_ff": 16384,
6
+ "d_kv": 128,
7
+ "d_model": 1024,
8
+ "decoder_start_token_id": 0,
9
+ "dropout_rate": 0.1,
10
+ "eos_token_id": 1,
11
+ "feed_forward_proj": "relu",
12
+ "initializer_factor": 1.0,
13
+ "is_encoder_decoder": true,
14
+ "layer_norm_epsilon": 1e-06,
15
+ "model_type": "t5",
16
+ "n_positions": 512,
17
+ "num_decoder_layers": 24,
18
+ "num_heads": 32,
19
+ "num_layers": 24,
20
+ "output_past": true,
21
+ "pad_token_id": 0,
22
+ "relative_attention_num_buckets": 32,
23
+ "use_cache": true,
24
+ "vocab_size": 128
25
+ }
pytorch_model.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e7f35dee1572e6da60ce797f86383828817e4ef21b6bae6fe7b5bba143fe62a1
3
+ size 11275562604
special_tokens_map.json ADDED
@@ -0,0 +1,1485 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ <!DOCTYPE html>
2
+ <html>
3
+ <head>
4
+ <meta charset="utf-8">
5
+ <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no">
6
+ <meta name="description" content="We’re on a journey to solve and democratize artificial intelligence through natural language.">
7
+ <meta property="fb:app_id" content="1321688464574422">
8
+ <meta name="twitter:card" content="summary_large_image">
9
+ <meta name="twitter:site" content="@huggingface">
10
+ <meta property="og:title" content="special_tokens_map.json · Rostlab/prot_t5_xl_bfd at main">
11
+ <meta property="og:type" content="website">
12
+ <meta property="og:url" content="https://huggingface.co/Rostlab/prot_t5_xl_bfd/blob/main/special_tokens_map.json">
13
+ <meta property="og:image" content="https://huggingface.co/front/thumbnails/v2-2.png">
14
+
15
+ <link rel="stylesheet" href="/front/build/style.04f8ca9.css">
16
+
17
+ <link rel="preconnect" href="https://fonts.gstatic.com" />
18
+ <link
19
+ href="https://fonts.googleapis.com/css2?family=Source+Sans+Pro:ital,wght@0,200;0,300;0,400;0,600;0,700;0,900;1,200;1,300;1,400;1,600;1,700;1,900&display=swap"
20
+ rel="stylesheet"
21
+ />
22
+ <link
23
+ href="https://fonts.googleapis.com/css2?family=IBM+Plex+Mono:wght@400;600;700&display=swap"
24
+ rel="stylesheet"
25
+ />
26
+ <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/katex@0.12.0/dist/katex.min.css">
27
+
28
+ <title>
29
+ special_tokens_map.json · Rostlab/prot_t5_xl_bfd at main
30
+ </title>
31
+ </head>
32
+ <body class="flex flex-col min-h-screen viewer-blob">
33
+ <header class="border-b border-gray-100 z-10">
34
+ <div class="container flex items-center h-16">
35
+ <div class="flex flex-1 items-center">
36
+ <a class="flex flex-none items-center mr-5 lg:mr-6" href="/">
37
+ <img alt="Hugging Face's logo" class="md:mr-2 w-7" src="/front/assets/huggingface_logo.svg">
38
+ <span class="hidden text-lg font-bold whitespace-nowrap md:block">Hugging Face</span>
39
+ </a>
40
+
41
+ <div
42
+ class="v2-quick-search relative flex-1 lg:max-w-sm mr-2 md:mr-4"
43
+ search-type="all"
44
+ url="/api/quicksearch-html"
45
+ with-links="true"
46
+ >
47
+ <input
48
+ autocomplete="off"
49
+ class="v2-quick-search-input w-full h-9 pl-8 pr-3 border border-gray-200 shadow-inner rounded-lg outline-none focus:ring-2 focus:shadow-xl placeholder-gray-400 focus:ring-inset"
50
+ name=""
51
+ placeholder="Search models, datasets, users..."
52
+
53
+ spellcheck="false"
54
+ type="text"
55
+ />
56
+ <svg
57
+ alt=""
58
+ class="absolute left-2.5 top-2.5 text-gray-400"
59
+ xmlns="http://www.w3.org/2000/svg"
60
+ xmlns:xlink="http://www.w3.org/1999/xlink"
61
+ aria-hidden="true"
62
+ focusable="false"
63
+ role="img"
64
+ width="1em"
65
+ height="1em"
66
+ preserveAspectRatio="xMidYMid meet"
67
+ viewBox="0 0 32 32"
68
+ >
69
+ <path
70
+ d="M30 28.59L22.45 21A11 11 0 1 0 21 22.45L28.59 30zM5 14a9 9 0 1 1 9 9a9 9 0 0 1-9-9z"
71
+ fill="currentColor"
72
+ ></path>
73
+ </svg>
74
+ <ul
75
+ class="v2-quick-search-results z-40 hidden absolute w-full overflow-hidden text-sm bg-white border border-gray-100 rounded-lg shadow-lg divide-y divide-gray-100"
76
+ role="listbox"
77
+ ></ul>
78
+ </div>
79
+ <button
80
+ id="v2-phone-nav-button"
81
+ class="lg:hidden relative flex-none place-self-stretch flex items-center justify-center w-8"
82
+ type="button"
83
+ >
84
+ <svg
85
+ alt=""
86
+ class="v2-phone-nav-icon-open"
87
+ xmlns="http://www.w3.org/2000/svg"
88
+ xmlns:xlink="http://www.w3.org/1999/xlink"
89
+ aria-hidden="true"
90
+ focusable="false"
91
+ role="img"
92
+ width="22"
93
+ height="22"
94
+ preserveAspectRatio="xMidYMid meet"
95
+ viewBox="0 0 32 32"
96
+ >
97
+ <path d="M4 24h24v2H4z" fill="currentColor"></path>
98
+ <path d="M4 12h24v2H4z" fill="currentColor"></path>
99
+ <path d="M4 18h24v2H4z" fill="currentColor"></path>
100
+ <path d="M4 6h24v2H4z" fill="currentColor"></path>
101
+ </svg>
102
+ <svg
103
+ alt=""
104
+ class="v2-phone-nav-icon-close hidden"
105
+ xmlns="http://www.w3.org/2000/svg"
106
+ xmlns:xlink="http://www.w3.org/1999/xlink"
107
+ aria-hidden="true"
108
+ focusable="false"
109
+ role="img"
110
+ width="1.1em"
111
+ height="1.1em"
112
+ preserveAspectRatio="xMidYMid meet"
113
+ viewBox="0 0 32 32"
114
+ >
115
+ <path
116
+ d="M24 9.4L22.6 8L16 14.6L9.4 8L8 9.4l6.6 6.6L8 22.6L9.4 24l6.6-6.6l6.6 6.6l1.4-1.4l-6.6-6.6L24 9.4z"
117
+ fill="currentColor"
118
+ ></path>
119
+ </svg>
120
+ </button>
121
+ </div>
122
+ <nav
123
+ aria-label="Main"
124
+ class="ml-auto hidden lg:block"
125
+ >
126
+ <ul class="flex items-center space-x-6">
127
+ <li>
128
+ <a
129
+ class="flex items-center group hover:text-indigo-700"
130
+ href="/models"
131
+ >
132
+ <svg
133
+ alt=""
134
+ class="mr-1.5 text-gray-400 group-hover:text-indigo-500"
135
+ xmlns="http://www.w3.org/2000/svg"
136
+ xmlns:xlink="http://www.w3.org/1999/xlink"
137
+ aria-hidden="true"
138
+ focusable="false"
139
+ role="img"
140
+ width="1em"
141
+ height="1em"
142
+ preserveAspectRatio="xMidYMid meet"
143
+ viewBox="0 0 24 24"
144
+ >
145
+ <path
146
+ class="uim-quaternary"
147
+ d="M20.23 7.24L12 12L3.77 7.24a1.98 1.98 0 0 1 .7-.71L11 2.76c.62-.35 1.38-.35 2 0l6.53 3.77c.29.173.531.418.7.71z"
148
+ opacity=".25"
149
+ fill="currentColor"
150
+ ></path>
151
+ <path
152
+ class="uim-tertiary"
153
+ d="M12 12v9.5a2.09 2.09 0 0 1-.91-.21L4.5 17.48a2.003 2.003 0 0 1-1-1.73v-7.5a2.06 2.06 0 0 1 .27-1.01L12 12z"
154
+ opacity=".5"
155
+ fill="currentColor"
156
+ ></path>
157
+ <path
158
+ class="uim-primary"
159
+ d="M20.5 8.25v7.5a2.003 2.003 0 0 1-1 1.73l-6.62 3.82c-.275.13-.576.198-.88.2V12l8.23-4.76c.175.308.268.656.27 1.01z"
160
+ fill="currentColor"
161
+ ></path>
162
+ </svg>
163
+ Models
164
+ </a>
165
+ </li>
166
+ <li>
167
+ <a
168
+ class="flex items-center group hover:text-red-700"
169
+ href="/datasets"
170
+ >
171
+ <svg
172
+ class="mr-1.5 text-gray-400 group-hover:text-red-500"
173
+ xmlns="http://www.w3.org/2000/svg"
174
+ xmlns:xlink="http://www.w3.org/1999/xlink"
175
+ alt=""
176
+ aria-hidden="true"
177
+ focusable="false"
178
+ role="img"
179
+ width="1em"
180
+ height="1em"
181
+ preserveAspectRatio="xMidYMid meet"
182
+ viewBox="0 0 25 25"
183
+ >
184
+ <ellipse
185
+ cx="12.5"
186
+ cy="5"
187
+ fill="currentColor"
188
+ fill-opacity="0.25"
189
+ rx="7.5"
190
+ ry="2"
191
+ ></ellipse>
192
+ <path
193
+ d="M12.5 15C16.6421 15 20 14.1046 20 13V20C20 21.1046 16.6421 22 12.5 22C8.35786 22 5 21.1046 5 20V13C5 14.1046 8.35786 15 12.5 15Z"
194
+ fill="currentColor"
195
+ opacity="0.5"
196
+ ></path>
197
+ <path
198
+ d="M12.5 7C16.6421 7 20 6.10457 20 5V11.5C20 12.6046 16.6421 13.5 12.5 13.5C8.35786 13.5 5 12.6046 5 11.5V5C5 6.10457 8.35786 7 12.5 7Z"
199
+ fill="currentColor"
200
+ opacity="0.5"
201
+ ></path>
202
+ <path
203
+ d="M5.23628 12C5.08204 12.1598 5 12.8273 5 13C5 14.1046 8.35786 15 12.5 15C16.6421 15 20 14.1046 20 13C20 12.8273 19.918 12.1598 19.7637 12C18.9311 12.8626 15.9947 13.5 12.5 13.5C9.0053 13.5 6.06886 12.8626 5.23628 12Z"
204
+ fill="currentColor"
205
+ ></path>
206
+ </svg>
207
+ Datasets
208
+ </a>
209
+ </li>
210
+ <li>
211
+ <a
212
+ class="flex items-center group hover:text-gray-500"
213
+ href="/pricing"
214
+ >
215
+ Pricing
216
+ </a>
217
+ </li>
218
+ <li class="b-r">
219
+ <div
220
+ class="v2-dropdown relative "
221
+
222
+ >
223
+ <button
224
+ class="v2-dropdown-button cursor-pointer hover:text-gray-500 flex items-center"
225
+ slot="trigger"
226
+ type="button"
227
+ >
228
+ <svg alt=""
229
+ class="mr-2 text-gray-400 fill-current w-3"
230
+ xmlns="http://www.w3.org/2000/svg"
231
+ xmlns:xlink="http://www.w3.org/1999/xlink"
232
+ aria-hidden="true"
233
+ focusable="false"
234
+ role="img"
235
+ width="1em"
236
+ height="1em"
237
+ viewBox="0 0 11 8"
238
+ preserveAspectRatio="xMidYMid meet">
239
+ <path fill-rule="evenodd" clip-rule="evenodd" d="M11 1.5H0V0.5H11V1.5ZM11 7.5H0V6.5H11V7.5ZM0 4.5H11V3.5H0V4.5Z" />
240
+ </svg>
241
+ Resources
242
+ </button><div
243
+ class="v2-dropdown-menu hidden absolute mt-1 min-w-full bg-white rounded-xl overflow-hidden shadow-lg z-10 border border-gray-100 right-0 top-full "
244
+ >
245
+ <ul class="min-w-full w-52">
246
+ <li>
247
+ <div
248
+ class="col-span-2 -mx-2 px-4 flex items-center font-semibold bg-gradient-to-r to-white h-7 text-blue-800 from-blue-50"
249
+ >
250
+ Website
251
+ </div> <ul>
252
+ <li>
253
+ <a
254
+ class="v2-dropdown-entry flex items-center hover:bg-gray-50 cursor-pointer truncate
255
+ hover:underline
256
+ px-3 py-1.5
257
+
258
+ "
259
+
260
+
261
+ href="/metrics"
262
+
263
+ >
264
+ <svg
265
+ alt=""
266
+ class="text-gray-400 mr-1.5"
267
+ xmlns="http://www.w3.org/2000/svg"
268
+ xmlns:xlink="http://www.w3.org/1999/xlink"
269
+ aria-hidden="true"
270
+ focusable="false"
271
+ role="img"
272
+ width="1em"
273
+ height="1em"
274
+ preserveAspectRatio="xMidYMid meet"
275
+ viewBox="0 0 24 24"
276
+ >
277
+ <path
278
+ class="uim-quaternary"
279
+ d="M6 23H2a1 1 0 0 1-1-1v-8a1 1 0 0 1 1-1h4a1 1 0 0 1 1 1v8a1 1 0 0 1-1 1z"
280
+ opacity=".25"
281
+ fill="currentColor"
282
+ ></path>
283
+ <path
284
+ class="uim-primary"
285
+ d="M14 23h-4a1 1 0 0 1-1-1V2a1 1 0 0 1 1-1h4a1 1 0 0 1 1 1v20a1 1 0 0 1-1 1z"
286
+ fill="currentColor"
287
+ ></path>
288
+ <path
289
+ class="uim-tertiary"
290
+ d="M22 23h-4a1 1 0 0 1-1-1V10a1 1 0 0 1 1-1h4a1 1 0 0 1 1 1v12a1 1 0 0 1-1 1z"
291
+ opacity=".5"
292
+ fill="currentColor"
293
+ ></path>
294
+ </svg>
295
+ Metrics
296
+ </a>
297
+ </li>
298
+ <li>
299
+ <a
300
+ class="v2-dropdown-entry flex items-center hover:bg-gray-50 cursor-pointer truncate
301
+ hover:underline
302
+ px-3 py-1.5
303
+
304
+ "
305
+
306
+
307
+ href="/languages"
308
+
309
+ >
310
+ <svg
311
+ alt=""
312
+ class="text-gray-400 mr-1.5"
313
+ xmlns="http://www.w3.org/2000/svg"
314
+ xmlns:xlink="http://www.w3.org/1999/xlink"
315
+ aria-hidden="true"
316
+ focusable="false"
317
+ role="img"
318
+ width="1em"
319
+ height="1em"
320
+ preserveAspectRatio="xMidYMid meet"
321
+ viewBox="0 0 24 24"
322
+ >
323
+ <path
324
+ class="uim-primary"
325
+ d="M17 13H7a1 1 0 0 1 0-2h10a1 1 0 0 1 0 2z"
326
+ fill="currentColor"
327
+ ></path>
328
+ <path
329
+ class="uim-tertiary"
330
+ d="M12 2a10 10 0 0 0-7.743 16.33l-1.964 1.963A1 1 0 0 0 3 22h9a10 10 0 0 0 0-20zM9 7h6a1 1 0 0 1 0 2H9a1 1 0 0 1 0-2zm6 10H9a1 1 0 0 1 0-2h6a1 1 0 0 1 0 2zm2-4H7a1 1 0 0 1 0-2h10a1 1 0 0 1 0 2z"
331
+ opacity=".5"
332
+ fill="currentColor"
333
+ ></path>
334
+ <path
335
+ class="uim-primary"
336
+ d="M15 17H9a1 1 0 0 1 0-2h6a1 1 0 0 1 0 2zm0-8H9a1 1 0 0 1 0-2h6a1 1 0 0 1 0 2z"
337
+ fill="currentColor"
338
+ ></path>
339
+ </svg>
340
+ Languages
341
+ </a>
342
+ </li>
343
+ <li>
344
+ <a
345
+ class="v2-dropdown-entry flex items-center hover:bg-gray-50 cursor-pointer truncate
346
+ hover:underline
347
+ px-3 py-1.5
348
+
349
+ "
350
+
351
+
352
+ href="/organizations"
353
+
354
+ >
355
+ <svg
356
+ alt=""
357
+ class="text-gray-400 mr-1.5"
358
+ xmlns="http://www.w3.org/2000/svg"
359
+ xmlns:xlink="http://www.w3.org/1999/xlink"
360
+ aria-hidden="true"
361
+ focusable="false"
362
+ role="img"
363
+ width="1em"
364
+ height="1em"
365
+ preserveAspectRatio="xMidYMid meet"
366
+ viewBox="0 0 24 24"
367
+ >
368
+ <path
369
+ class="uim-tertiary"
370
+ d="M12 18a3.5 3.5 0 1 1 3.5-3.5A3.504 3.504 0 0 1 12 18z"
371
+ opacity=".5"
372
+ fill="currentColor"
373
+ ></path>
374
+ <path
375
+ class="uim-primary"
376
+ d="M14.64 16.772a3.452 3.452 0 0 1-5.28 0A4.988 4.988 0 0 0 7 21a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1a4.988 4.988 0 0 0-2.36-4.228z"
377
+ fill="currentColor"
378
+ ></path>
379
+ <path
380
+ class="uim-tertiary"
381
+ d="M21 12a.996.996 0 0 1-.664-.252L12 4.338l-8.336 7.41a1 1 0 0 1-1.328-1.496l9-8a.999.999 0 0 1 1.328 0l9 8A1 1 0 0 1 21 12z"
382
+ opacity=".5"
383
+ fill="currentColor"
384
+ ></path>
385
+ <path
386
+ class="uim-quaternary"
387
+ d="M12 4.338l-8 7.111V21a1 1 0 0 0 1 1h3a1 1 0 0 1-1-1a4.988 4.988 0 0 1 2.36-4.228A3.469 3.469 0 0 1 8.5 14.5a3.5 3.5 0 0 1 7 0a3.469 3.469 0 0 1-.86 2.272A4.988 4.988 0 0 1 17 21a1 1 0 0 1-1 1h3a1 1 0 0 0 1-1v-9.551z"
388
+ opacity=".25"
389
+ fill="currentColor"
390
+ ></path>
391
+ </svg>
392
+ Organizations
393
+ </a>
394
+ </li>
395
+ </ul>
396
+ </li>
397
+ <li>
398
+ <div
399
+ class="col-span-2 -mx-2 px-4 flex items-center font-semibold bg-gradient-to-r to-white h-7 text-yellow-800 from-yellow-50"
400
+ >
401
+ Community
402
+ </div> <ul>
403
+ <li>
404
+ <a
405
+ class="v2-dropdown-entry flex items-center hover:bg-gray-50 cursor-pointer truncate
406
+ hover:underline
407
+ px-3 py-1.5
408
+
409
+ "
410
+
411
+
412
+ href="https://discuss.huggingface.co/"
413
+ target="_blank"
414
+ >
415
+ Forum
416
+ </a>
417
+ </li>
418
+ <li>
419
+ <a
420
+ class="v2-dropdown-entry flex items-center hover:bg-gray-50 cursor-pointer truncate
421
+ hover:underline
422
+ px-3 py-1.5
423
+
424
+ "
425
+
426
+
427
+ href="/blog"
428
+
429
+ >
430
+ Blog
431
+ </a>
432
+ </li>
433
+ <li>
434
+ <a
435
+ class="v2-dropdown-entry flex items-center hover:bg-gray-50 cursor-pointer truncate
436
+ hover:underline
437
+ px-3 py-1.5
438
+
439
+ "
440
+
441
+
442
+ href="https://github.com/huggingface"
443
+ target="_blank"
444
+ >
445
+ GitHub
446
+ </a>
447
+ </li>
448
+ </ul>
449
+ </li>
450
+ <li>
451
+ <div
452
+ class="col-span-2 -mx-2 px-4 flex items-center font-semibold bg-gradient-to-r to-white h-7 text-green-800 from-green-50"
453
+ >
454
+ Documentation
455
+ </div> <ul>
456
+ <li>
457
+ <a
458
+ class="v2-dropdown-entry flex items-center hover:bg-gray-50 cursor-pointer truncate
459
+ hover:underline
460
+ px-3 py-1.5
461
+
462
+ "
463
+
464
+
465
+ href="/docs"
466
+
467
+ >
468
+ Model Hub doc
469
+ </a>
470
+ </li>
471
+ <li>
472
+ <a
473
+ class="v2-dropdown-entry flex items-center hover:bg-gray-50 cursor-pointer truncate
474
+ hover:underline
475
+ px-3 py-1.5
476
+
477
+ "
478
+
479
+
480
+ href="https://api-inference.huggingface.co/docs/"
481
+ target="_blank"
482
+ >
483
+ Inference API doc
484
+ </a>
485
+ </li>
486
+ <li>
487
+ <a
488
+ class="v2-dropdown-entry flex items-center hover:bg-gray-50 cursor-pointer truncate
489
+ hover:underline
490
+ px-3 py-1.5
491
+
492
+ "
493
+
494
+
495
+ href="/transformers/"
496
+
497
+ >
498
+ Transformers doc
499
+ </a>
500
+ </li>
501
+ <li>
502
+ <a
503
+ class="v2-dropdown-entry flex items-center hover:bg-gray-50 cursor-pointer truncate
504
+ hover:underline
505
+ px-3 py-1.5
506
+
507
+ "
508
+
509
+
510
+ href="/docs/tokenizers/python/latest/"
511
+
512
+ >
513
+ Tokenizers doc
514
+ </a>
515
+ </li>
516
+ <li>
517
+ <a
518
+ class="v2-dropdown-entry flex items-center hover:bg-gray-50 cursor-pointer truncate
519
+ hover:underline
520
+ px-3 py-1.5
521
+
522
+ "
523
+
524
+
525
+ href="/docs/datasets/"
526
+
527
+ >
528
+ Datasets doc
529
+ </a>
530
+ </li>
531
+ </ul>
532
+ </li>
533
+ </ul>
534
+ </div></div>
535
+ </li>
536
+ <li>
537
+ <hr class="w-0.5 h-5 bg-gray-100" />
538
+ </li>
539
+ <li>
540
+ <a
541
+ class="block cursor-pointer hover:text-gray-500"
542
+ href="/login"
543
+ >
544
+ Log In
545
+ </a>
546
+ </li>
547
+ <li>
548
+ <a
549
+ class="btn"
550
+ href="/join"
551
+ >
552
+ Sign Up
553
+ </a>
554
+ </li>
555
+ </ul>
556
+ </nav>
557
+ <div
558
+ id="v2-phone-nav-menu"
559
+ class="hidden lg:hidden z-20 fixed bg-white top-16 inset-0 overflow-y-auto"
560
+ >
561
+ <nav aria-label="Main">
562
+ <ul class="px-2 pb-4 space-y-4">
563
+ <li class="space-y-2.5">
564
+ <div
565
+ class="-mx-2 flex items-center px-2 font-semibold
566
+ text-purple-800 bg-gradient-to-r from-purple-50 to-white h-7"
567
+ >
568
+ Account
569
+ </div>
570
+ <ul class="grid gap-2.5 grid-cols-2 content-start">
571
+ <li>
572
+ <a class="btn w-full v2-dropdown-entry" href="/login">
573
+ Log In
574
+ </a>
575
+ </li>
576
+ <li>
577
+ <a class="btn w-full v2-dropdown-entry" href="/join">
578
+ Sign Up
579
+ </a>
580
+ </li>
581
+ </ul>
582
+ </li>
583
+ <li class="space-y-2.5">
584
+ <div
585
+ class="-mx-2 flex items-center px-2 font-semibold text-blue-800
586
+ bg-gradient-to-r from-blue-50 to-white h-7"
587
+ >
588
+ Website
589
+ </div>
590
+ <ul class="grid gap-2.5 grid-cols-2 content-start">
591
+ <li>
592
+ <a href="/models" class="btn w-full v2-dropdown-entry">
593
+ <svg
594
+ alt=""
595
+ class="text-gray-400 mr-1.5"
596
+ xmlns="http://www.w3.org/2000/svg"
597
+ xmlns:xlink="http://www.w3.org/1999/xlink"
598
+ aria-hidden="true"
599
+ focusable="false"
600
+ role="img"
601
+ width="1em"
602
+ height="1em"
603
+ preserveAspectRatio="xMidYMid meet"
604
+ viewBox="0 0 24 24"
605
+ >
606
+ <path
607
+ class="uim-quaternary"
608
+ d="M20.23 7.24L12 12L3.77 7.24a1.98 1.98 0 0 1 .7-.71L11 2.76c.62-.35 1.38-.35 2 0l6.53 3.77c.29.173.531.418.7.71z"
609
+ opacity=".25"
610
+ fill="currentColor"
611
+ ></path>
612
+ <path
613
+ class="uim-tertiary"
614
+ d="M12 12v9.5a2.09 2.09 0 0 1-.91-.21L4.5 17.48a2.003 2.003 0 0 1-1-1.73v-7.5a2.06 2.06 0 0 1 .27-1.01L12 12z"
615
+ opacity=".5"
616
+ fill="currentColor"
617
+ ></path>
618
+ <path
619
+ class="uim-primary"
620
+ d="M20.5 8.25v7.5a2.003 2.003 0 0 1-1 1.73l-6.62 3.82c-.275.13-.576.198-.88.2V12l8.23-4.76c.175.308.268.656.27 1.01z"
621
+ fill="currentColor"
622
+ ></path>
623
+ </svg>
624
+ Models
625
+ </a>
626
+ </li>
627
+ <li>
628
+ <a href="/datasets" class="btn w-full v2-dropdown-entry">
629
+ <svg
630
+ class="text-gray-400 mr-1.5"
631
+ xmlns="http://www.w3.org/2000/svg"
632
+ xmlns:xlink="http://www.w3.org/1999/xlink"
633
+ alt=""
634
+ aria-hidden="true"
635
+ focusable="false"
636
+ role="img"
637
+ width="1em"
638
+ height="1em"
639
+ preserveAspectRatio="xMidYMid meet"
640
+ viewBox="0 0 25 25"
641
+ >
642
+ <ellipse
643
+ cx="12.5"
644
+ cy="5"
645
+ fill="currentColor"
646
+ fill-opacity="0.25"
647
+ rx="7.5"
648
+ ry="2"
649
+ ></ellipse>
650
+ <path
651
+ d="M12.5 15C16.6421 15 20 14.1046 20 13V20C20 21.1046 16.6421 22 12.5 22C8.35786 22 5 21.1046 5 20V13C5 14.1046 8.35786 15 12.5 15Z"
652
+ fill="currentColor"
653
+ opacity="0.5"
654
+ ></path>
655
+ <path
656
+ d="M12.5 7C16.6421 7 20 6.10457 20 5V11.5C20 12.6046 16.6421 13.5 12.5 13.5C8.35786 13.5 5 12.6046 5 11.5V5C5 6.10457 8.35786 7 12.5 7Z"
657
+ fill="currentColor"
658
+ opacity="0.5"
659
+ ></path>
660
+ <path
661
+ d="M5.23628 12C5.08204 12.1598 5 12.8273 5 13C5 14.1046 8.35786 15 12.5 15C16.6421 15 20 14.1046 20 13C20 12.8273 19.918 12.1598 19.7637 12C18.9311 12.8626 15.9947 13.5 12.5 13.5C9.0053 13.5 6.06886 12.8626 5.23628 12Z"
662
+ fill="currentColor"
663
+ ></path>
664
+ </svg>
665
+ Datasets
666
+ </a>
667
+ </li>
668
+ <li>
669
+ <a href="/metrics" class="btn w-full v2-dropdown-entry">
670
+ <svg
671
+ alt=""
672
+ class="text-gray-400 mr-1.5"
673
+ xmlns="http://www.w3.org/2000/svg"
674
+ xmlns:xlink="http://www.w3.org/1999/xlink"
675
+ aria-hidden="true"
676
+ focusable="false"
677
+ role="img"
678
+ width="1em"
679
+ height="1em"
680
+ preserveAspectRatio="xMidYMid meet"
681
+ viewBox="0 0 24 24"
682
+ >
683
+ <path
684
+ class="uim-quaternary"
685
+ d="M6 23H2a1 1 0 0 1-1-1v-8a1 1 0 0 1 1-1h4a1 1 0 0 1 1 1v8a1 1 0 0 1-1 1z"
686
+ opacity=".25"
687
+ fill="currentColor"
688
+ ></path>
689
+ <path
690
+ class="uim-primary"
691
+ d="M14 23h-4a1 1 0 0 1-1-1V2a1 1 0 0 1 1-1h4a1 1 0 0 1 1 1v20a1 1 0 0 1-1 1z"
692
+ fill="currentColor"
693
+ ></path>
694
+ <path
695
+ class="uim-tertiary"
696
+ d="M22 23h-4a1 1 0 0 1-1-1V10a1 1 0 0 1 1-1h4a1 1 0 0 1 1 1v12a1 1 0 0 1-1 1z"
697
+ opacity=".5"
698
+ fill="currentColor"
699
+ ></path>
700
+ </svg>
701
+ Metrics
702
+ </a>
703
+ </li>
704
+ <li>
705
+ <a href="/languages" class="btn w-full v2-dropdown-entry">
706
+ <svg
707
+ alt=""
708
+ class="text-gray-400 mr-1.5"
709
+ xmlns="http://www.w3.org/2000/svg"
710
+ xmlns:xlink="http://www.w3.org/1999/xlink"
711
+ aria-hidden="true"
712
+ focusable="false"
713
+ role="img"
714
+ width="1em"
715
+ height="1em"
716
+ preserveAspectRatio="xMidYMid meet"
717
+ viewBox="0 0 24 24"
718
+ >
719
+ <path
720
+ class="uim-primary"
721
+ d="M17 13H7a1 1 0 0 1 0-2h10a1 1 0 0 1 0 2z"
722
+ fill="currentColor"
723
+ ></path>
724
+ <path
725
+ class="uim-tertiary"
726
+ d="M12 2a10 10 0 0 0-7.743 16.33l-1.964 1.963A1 1 0 0 0 3 22h9a10 10 0 0 0 0-20zM9 7h6a1 1 0 0 1 0 2H9a1 1 0 0 1 0-2zm6 10H9a1 1 0 0 1 0-2h6a1 1 0 0 1 0 2zm2-4H7a1 1 0 0 1 0-2h10a1 1 0 0 1 0 2z"
727
+ opacity=".5"
728
+ fill="currentColor"
729
+ ></path>
730
+ <path
731
+ class="uim-primary"
732
+ d="M15 17H9a1 1 0 0 1 0-2h6a1 1 0 0 1 0 2zm0-8H9a1 1 0 0 1 0-2h6a1 1 0 0 1 0 2z"
733
+ fill="currentColor"
734
+ ></path>
735
+ </svg>
736
+ Languages
737
+ </a>
738
+ </li>
739
+ <li>
740
+ <a href="/organizations" class="btn w-full v2-dropdown-entry">
741
+ <svg
742
+ alt=""
743
+ class="text-gray-400 mr-1.5"
744
+ xmlns="http://www.w3.org/2000/svg"
745
+ xmlns:xlink="http://www.w3.org/1999/xlink"
746
+ aria-hidden="true"
747
+ focusable="false"
748
+ role="img"
749
+ width="1em"
750
+ height="1em"
751
+ preserveAspectRatio="xMidYMid meet"
752
+ viewBox="0 0 24 24"
753
+ >
754
+ <path
755
+ class="uim-tertiary"
756
+ d="M12 18a3.5 3.5 0 1 1 3.5-3.5A3.504 3.504 0 0 1 12 18z"
757
+ opacity=".5"
758
+ fill="currentColor"
759
+ ></path>
760
+ <path
761
+ class="uim-primary"
762
+ d="M14.64 16.772a3.452 3.452 0 0 1-5.28 0A4.988 4.988 0 0 0 7 21a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1a4.988 4.988 0 0 0-2.36-4.228z"
763
+ fill="currentColor"
764
+ ></path>
765
+ <path
766
+ class="uim-tertiary"
767
+ d="M21 12a.996.996 0 0 1-.664-.252L12 4.338l-8.336 7.41a1 1 0 0 1-1.328-1.496l9-8a.999.999 0 0 1 1.328 0l9 8A1 1 0 0 1 21 12z"
768
+ opacity=".5"
769
+ fill="currentColor"
770
+ ></path>
771
+ <path
772
+ class="uim-quaternary"
773
+ d="M12 4.338l-8 7.111V21a1 1 0 0 0 1 1h3a1 1 0 0 1-1-1a4.988 4.988 0 0 1 2.36-4.228A3.469 3.469 0 0 1 8.5 14.5a3.5 3.5 0 0 1 7 0a3.469 3.469 0 0 1-.86 2.272A4.988 4.988 0 0 1 17 21a1 1 0 0 1-1 1h3a1 1 0 0 0 1-1v-9.551z"
774
+ opacity=".25"
775
+ fill="currentColor"
776
+ ></path>
777
+ </svg>
778
+ Organizations
779
+ </a>
780
+ </li>
781
+ <li>
782
+ <a href="/pricing" class="btn w-full v2-dropdown-entry">
783
+ Pricing
784
+ </a>
785
+ </li>
786
+ </ul>
787
+ </li>
788
+ <li class="space-y-2.5">
789
+ <div
790
+ class="-mx-2 flex items-center px-2 font-semibold
791
+ text-yellow-800 bg-gradient-to-r from-yellow-50 to-white h-7"
792
+ >
793
+ Community
794
+ </div>
795
+ <ul class="grid gap-2.5 grid-cols-2 content-start">
796
+ <li>
797
+ <a href="https://discuss.huggingface.co/" class="btn w-full v2-dropdown-entry">
798
+ Forum
799
+ </a>
800
+ </li>
801
+ <li>
802
+ <a href="/blog" class="btn w-full v2-dropdown-entry">
803
+ Blog
804
+ </a>
805
+ </li>
806
+ </ul>
807
+ </li>
808
+ <li class="space-y-2.5">
809
+ <div
810
+ class="-mx-2 flex items-center px-2 font-semibold
811
+ text-green-800 bg-gradient-to-r from-green-50 to-white h-7"
812
+ >
813
+ Documentation
814
+ </div>
815
+ <ul class="grid gap-2.5 grid-cols-2 content-start">
816
+ <li>
817
+ <a href="/docs" class="btn w-full v2-dropdown-entry">
818
+ Model Hub doc
819
+ </a>
820
+ </li>
821
+ <li>
822
+ <a href="https://api-inference.huggingface.co/docs/" class="btn w-full v2-dropdown-entry">
823
+ Inference API doc
824
+ </a>
825
+ </li>
826
+ <li>
827
+ <a href="/transformers/" class="btn w-full v2-dropdown-entry">
828
+ Transformers doc
829
+ </a>
830
+ </li>
831
+ <li>
832
+ <a href="/docs/tokenizers/python/latest/" class="btn w-full v2-dropdown-entry">
833
+ Tokenizers doc
834
+ </a>
835
+ </li>
836
+ <li>
837
+ <a href="/docs/datasets/" class="btn w-full v2-dropdown-entry">
838
+ Datasets doc
839
+ </a>
840
+ </li>
841
+ </ul>
842
+ </li>
843
+ </ul>
844
+ </nav>
845
+ </div>
846
+ </div>
847
+ </header> <main class="flex flex-col flex-1 ">
848
+ <header class="bg-gradient-to-t from-gray-50 via-white to-white pt-10">
849
+ <div class="container relative">
850
+ <h1 class="flex items-center flex-wrap font-mono text-lg md:text-xl mb-3">
851
+ <div class="inline-flex items-center">
852
+ <img
853
+ class="w-4 h-4 rounded mr-1.5"
854
+ alt="'s picture"
855
+ src="https://aeiljuispo.cloudimg.io/v7/https://s3.amazonaws.com/moonup/production/uploads/1597750407211-5f16d73c925b9863e28ad430.png?w&#x3D;200&amp;h&#x3D;200&amp;f&#x3D;face"
856
+ />
857
+ <a href="/Rostlab" class="font-sans text-gray-400 hover:text-blue-600">
858
+ Rostlab
859
+ </a>
860
+ <div class="text-gray-300 mx-0.5">/</div>
861
+ </div>
862
+ <div class="font-semibold">
863
+ <a href="/Rostlab/prot_t5_xl_bfd">
864
+ prot_t5_xl_bfd
865
+ </a>
866
+ </div>
867
+ </h1>
868
+ <div class="flex flex-wrap mb-5">
869
+ <a class="
870
+ tag
871
+
872
+ tag-white
873
+ "
874
+ href="/models?pipeline_tag=text2text-generation"
875
+ tag-id="text2text-generation"
876
+ >
877
+ <div class="tag-ico
878
+ tag-ico-indigo
879
+ ">
880
+ <svg
881
+ alt=""
882
+ class=""
883
+ xmlns="http://www.w3.org/2000/svg"
884
+ xmlns:xlink="http://www.w3.org/1999/xlink"
885
+ aria-hidden="true"
886
+ fill="currentColor"
887
+ focusable="false"
888
+ role="img"
889
+ width="1em"
890
+ height="1em"
891
+ preserveAspectRatio="xMidYMid meet"
892
+ viewBox="0 0 18 18"
893
+ >
894
+ <path
895
+ d="M4.00626 16.5125C3.46854 16.5125 2.9429 16.353 2.4958 16.0543C2.0487 15.7556 1.70024 15.3309 1.49446 14.8342C1.28868 14.3374 1.23484 13.7907 1.33975 13.2633C1.44465 12.7359 1.70359 12.2515 2.08381 11.8713C2.46403 11.4911 2.94847 11.2321 3.47586 11.1272C4.00324 11.0223 4.54989 11.0762 5.04668 11.2819C5.54346 11.4877 5.96807 11.8362 6.26681 12.2833C6.56555 12.7304 6.72501 13.256 6.72501 13.7937C6.72414 14.5145 6.43743 15.2055 5.92775 15.7152C5.41807 16.2249 4.72705 16.5116 4.00626 16.5125V16.5125ZM4.00626 12.1625C3.68363 12.1625 3.36824 12.2582 3.09998 12.4374C2.83173 12.6166 2.62264 12.8714 2.49918 13.1695C2.37571 13.4676 2.34341 13.7955 2.40635 14.112C2.46929 14.4284 2.62465 14.7191 2.85279 14.9472C3.08092 15.1753 3.37158 15.3307 3.68802 15.3936C4.00445 15.4566 4.33244 15.4243 4.63051 15.3008C4.92858 15.1773 5.18335 14.9683 5.36259 14.7C5.54184 14.4317 5.63751 14.1164 5.63751 13.7937C5.63708 13.3612 5.46507 12.9466 5.15925 12.6407C4.85342 12.3349 4.43876 12.1629 4.00626 12.1625Z"
896
+ ></path>
897
+ <path
898
+ d="M13.25 14.3375H7.81251V13.25H13.25V9.44371H4.55001C4.26167 9.44343 3.98523 9.32876 3.78135 9.12487C3.57747 8.92099 3.4628 8.64455 3.46251 8.35621V4.54996C3.4628 4.26163 3.57747 3.98519 3.78135 3.7813C3.98523 3.57742 4.26167 3.46275 4.55001 3.46246H9.98751V4.54996H4.55001V8.35621H13.25C13.5383 8.3565 13.8148 8.47117 14.0187 8.67505C14.2226 8.87894 14.3372 9.15538 14.3375 9.44371V13.25C14.3372 13.5383 14.2226 13.8147 14.0187 14.0186C13.8148 14.2225 13.5383 14.3372 13.25 14.3375V14.3375Z"
899
+ ></path>
900
+ <path
901
+ d="M15.425 6.72504H12.1625C11.8742 6.72475 11.5977 6.61008 11.3939 6.4062C11.19 6.20231 11.0753 5.92587 11.075 5.63754V2.37504C11.0753 2.0867 11.19 1.81026 11.3939 1.60638C11.5977 1.40249 11.8742 1.28782 12.1625 1.28754H15.425C15.7133 1.28782 15.9898 1.40249 16.1937 1.60638C16.3976 1.81026 16.5122 2.0867 16.5125 2.37504V5.63754C16.5122 5.92587 16.3976 6.20231 16.1937 6.4062C15.9898 6.61008 15.7133 6.72475 15.425 6.72504V6.72504ZM12.1625 2.37504V5.63754H15.425V2.37504H12.1625Z"
902
+ ></path>
903
+ </svg>
904
+ </div>
905
+ <span>
906
+ Text2Text Generation
907
+ </span>
908
+
909
+ </a>
910
+ <a class="
911
+ tag
912
+
913
+ tag-red
914
+ "
915
+ href="/models?filter=pytorch"
916
+ tag-id="pytorch"
917
+ >
918
+ <svg
919
+ alt=""
920
+ class="inline-block ml-2 text-sm"
921
+ xmlns="http://www.w3.org/2000/svg"
922
+ xmlns:xlink="http://www.w3.org/1999/xlink"
923
+ aria-hidden="true"
924
+ focusable="false"
925
+ role="img"
926
+ width="0.83em"
927
+ height="1em"
928
+ preserveAspectRatio="xMidYMid meet"
929
+ viewBox="0 0 256 310"
930
+ >
931
+ <path
932
+ d="M218.281 90.106c50.292 50.292 50.292 130.969 0 181.61c-49.244 50.292-130.27 50.292-180.562 0s-50.292-131.318 0-181.61L127.825 0v45.053l-8.382 8.382l-59.721 59.722c-37.72 37.02-37.72 97.79 0 135.509c37.02 37.719 97.79 37.719 135.509 0c37.719-37.02 37.719-97.79 0-135.51l23.05-23.05zm-45.053-5.588c-9.259 0-16.764-7.505-16.764-16.764c0-9.258 7.505-16.764 16.764-16.764c9.258 0 16.764 7.506 16.764 16.764c0 9.259-7.506 16.764-16.764 16.764z"
933
+ fill="#EE4C2C"
934
+ ></path>
935
+ </svg>
936
+ <span>
937
+ PyTorch
938
+ </span>
939
+
940
+ </a>
941
+ <a class="
942
+ tag
943
+
944
+ tag-red
945
+ "
946
+ href="/models?filter=tf"
947
+ tag-id="tf"
948
+ >
949
+ <svg
950
+ class="inline-block ml-2 text-sm"
951
+ xmlns="http://www.w3.org/2000/svg"
952
+ xmlns:xlink="http://www.w3.org/1999/xlink"
953
+ aria-hidden="true"
954
+ focusable="false"
955
+ role="img"
956
+ width="0.94em"
957
+ height="1em"
958
+ preserveAspectRatio="xMidYMid meet"
959
+ viewBox="0 0 256 274"
960
+ >
961
+ <path
962
+ d="M145.726 42.065v42.07l72.861 42.07v-42.07l-72.86-42.07zM0 84.135v42.07l36.43 21.03V105.17L0 84.135zm109.291 21.035l-36.43 21.034v126.2l36.43 21.035v-84.135l36.435 21.035v-42.07l-36.435-21.034V105.17z"
963
+ fill="#E55B2D"
964
+ ></path>
965
+ <path
966
+ d="M145.726 42.065L36.43 105.17v42.065l72.861-42.065v42.065l36.435-21.03v-84.14zM255.022 63.1l-36.435 21.035v42.07l36.435-21.035V63.1zm-72.865 84.135l-36.43 21.035v42.07l36.43-21.036v-42.07zm-36.43 63.104l-36.436-21.035v84.135l36.435-21.035V210.34z"
967
+ fill="#ED8E24"
968
+ ></path>
969
+ <path
970
+ d="M145.726 0L0 84.135l36.43 21.035l109.296-63.105l72.861 42.07L255.022 63.1L145.726 0zm0 126.204l-36.435 21.03l36.435 21.036l36.43-21.035l-36.43-21.03z"
971
+ fill="#F8BF3C"
972
+ ></path>
973
+ </svg>
974
+ <span>
975
+ TensorFlow
976
+ </span>
977
+
978
+ </a>
979
+ <a class="
980
+ tag
981
+
982
+ tag-indigo
983
+ "
984
+ href="/models?filter=dataset:BFD"
985
+ tag-id="dataset:BFD"
986
+ >
987
+ <span>
988
+ BFD
989
+ </span>
990
+
991
+ </a>
992
+ <a class="
993
+ tag
994
+
995
+ tag-green
996
+ "
997
+ href="/models?filter=protein"
998
+ tag-id="protein"
999
+ >
1000
+ <span>
1001
+ protein
1002
+ </span>
1003
+
1004
+ </a>
1005
+ <a class="
1006
+ tag
1007
+
1008
+ tag-purple
1009
+ "
1010
+ href="/models?filter=t5"
1011
+ tag-id="t5"
1012
+ >
1013
+ <span>
1014
+ t5
1015
+ </span>
1016
+
1017
+ </a>
1018
+ <a class="
1019
+ tag
1020
+
1021
+ tag-purple
1022
+ "
1023
+ href="/models?filter=lm-head"
1024
+ tag-id="lm-head"
1025
+ >
1026
+ <span>
1027
+ lm-head
1028
+ </span>
1029
+
1030
+ </a>
1031
+ <a class="
1032
+ tag
1033
+
1034
+ tag-purple
1035
+ "
1036
+ href="/models?filter=seq2seq"
1037
+ tag-id="seq2seq"
1038
+ >
1039
+ <span>
1040
+ seq2seq
1041
+ </span>
1042
+
1043
+ </a>
1044
+ <a class="
1045
+ tag
1046
+
1047
+ tag-purple
1048
+ "
1049
+ href="/models?filter=protein language model"
1050
+ tag-id="protein language model"
1051
+ >
1052
+ <span>
1053
+ protein language model
1054
+ </span>
1055
+
1056
+ </a>
1057
+ </div>
1058
+ <div class="border-b border-gray-100">
1059
+ <div class="flex items-center justify-between">
1060
+ <div class="flex items-center h-12 -mb-px overflow-x-auto overflow-y-hidden">
1061
+ <a
1062
+ class="tab-alternate "
1063
+ href="/Rostlab/prot_t5_xl_bfd"
1064
+ >
1065
+ <svg
1066
+ alt=""
1067
+ class="mr-1.5 text-gray-400"
1068
+ xmlns="http://www.w3.org/2000/svg"
1069
+ xmlns:xlink="http://www.w3.org/1999/xlink"
1070
+ aria-hidden="true"
1071
+ focusable="false"
1072
+ role="img"
1073
+ width="1em"
1074
+ height="1em"
1075
+ preserveAspectRatio="xMidYMid meet"
1076
+ viewBox="0 0 24 24"
1077
+ >
1078
+ <path
1079
+ class="uim-quaternary"
1080
+ d="M20.23 7.24L12 12L3.77 7.24a1.98 1.98 0 0 1 .7-.71L11 2.76c.62-.35 1.38-.35 2 0l6.53 3.77c.29.173.531.418.7.71z"
1081
+ opacity=".25"
1082
+ fill="currentColor"
1083
+ ></path>
1084
+ <path
1085
+ class="uim-tertiary"
1086
+ d="M12 12v9.5a2.09 2.09 0 0 1-.91-.21L4.5 17.48a2.003 2.003 0 0 1-1-1.73v-7.5a2.06 2.06 0 0 1 .27-1.01L12 12z"
1087
+ opacity=".5"
1088
+ fill="currentColor"
1089
+ ></path>
1090
+ <path
1091
+ class="uim-primary"
1092
+ d="M20.5 8.25v7.5a2.003 2.003 0 0 1-1 1.73l-6.62 3.82c-.275.13-.576.198-.88.2V12l8.23-4.76c.175.308.268.656.27 1.01z"
1093
+ fill="currentColor"
1094
+ ></path>
1095
+ </svg>
1096
+ Model card
1097
+ </a>
1098
+ <a
1099
+ class="tab-alternate active"
1100
+ href="/Rostlab/prot_t5_xl_bfd/tree/main"
1101
+ >
1102
+ <svg
1103
+ alt=""
1104
+ class="mr-1.5 text-gray-400"
1105
+ xmlns="http://www.w3.org/2000/svg"
1106
+ xmlns:xlink="http://www.w3.org/1999/xlink"
1107
+ aria-hidden="true"
1108
+ focusable="false"
1109
+ role="img"
1110
+ width="1em"
1111
+ height="1em"
1112
+ preserveAspectRatio="xMidYMid meet"
1113
+ viewBox="0 0 24 24"
1114
+ >
1115
+ <path
1116
+ class="uim-tertiary"
1117
+ d="M21 19h-8a1 1 0 0 1 0-2h8a1 1 0 0 1 0 2zm0-4h-8a1 1 0 0 1 0-2h8a1 1 0 0 1 0 2zm0-8h-8a1 1 0 0 1 0-2h8a1 1 0 0 1 0 2zm0 4h-8a1 1 0 0 1 0-2h8a1 1 0 0 1 0 2z"
1118
+ opacity=".5"
1119
+ fill="currentColor"
1120
+ ></path>
1121
+ <path
1122
+ class="uim-primary"
1123
+ d="M9 19a1 1 0 0 1-1-1V6a1 1 0 0 1 2 0v12a1 1 0 0 1-1 1zm-6-4.333a1 1 0 0 1-.64-1.769L3.438 12l-1.078-.898a1 1 0 0 1 1.28-1.538l2 1.667a1 1 0 0 1 0 1.538l-2 1.667a.999.999 0 0 1-.64.231z"
1124
+ fill="currentColor"
1125
+ ></path>
1126
+ </svg>
1127
+ Files and versions
1128
+ </a>
1129
+ </div>
1130
+ <div class="relative hidden space-x-1.5 md:flex">
1131
+ <div
1132
+ class="v2-dropdown relative "
1133
+
1134
+ >
1135
+ <button
1136
+ class="v2-dropdown-button cursor-pointer btn text-sm"
1137
+ slot="trigger"
1138
+ type="button"
1139
+ >
1140
+ <svg
1141
+ alt=""
1142
+ class="mr-1.5"
1143
+ xmlns="http://www.w3.org/2000/svg"
1144
+ xmlns:xlink="http://www.w3.org/1999/xlink"
1145
+ aria-hidden="true"
1146
+ focusable="false"
1147
+ role="img"
1148
+ width="1em"
1149
+ height="1em"
1150
+ preserveAspectRatio="xMidYMid meet"
1151
+ viewBox="0 0 32 32"
1152
+ style="transform: rotate(360deg);"
1153
+ >
1154
+ <path
1155
+ d="M31 16l-7 7l-1.41-1.41L28.17 16l-5.58-5.59L24 9l7 7z"
1156
+ fill="currentColor"
1157
+ ></path>
1158
+ <path
1159
+ d="M1 16l7-7l1.41 1.41L3.83 16l5.58 5.59L8 23l-7-7z"
1160
+ fill="currentColor"
1161
+ ></path>
1162
+ <path
1163
+ d="M12.419 25.484L17.639 6l1.932.518L14.35 26z"
1164
+ fill="currentColor"
1165
+ ></path>
1166
+ </svg>
1167
+ Use in transformers
1168
+ </button><div
1169
+ class="v2-dropdown-menu hidden absolute mt-1 min-w-full bg-white rounded-xl overflow-hidden shadow-lg z-10 border border-gray-100 right-0 top-full "
1170
+ >
1171
+ <ul class="min-w-full w-auto">
1172
+ <div class="v2-to-clipboard" style="width: 700px;">
1173
+ <div class="border-b px-4 py-2 bg-gradient-to-r from-gray-50 to-white border-gray-200 flex justify-between items-center h-11">
1174
+ <h3 class="font-semibold">
1175
+ How to use from the
1176
+ <a target="_blank" href="https://github.com/huggingface/transformers">🤗/transformers</a>
1177
+ library:
1178
+ </h3>
1179
+ <button
1180
+ class="v2-to-clipboard-button text-sm underline flex items-center cursor-pointer text-gray-500"
1181
+ >
1182
+ <svg
1183
+ alt=""
1184
+ class="mr-1"
1185
+ xmlns="http://www.w3.org/2000/svg"
1186
+ xmlns:xlink="http://www.w3.org/1999/xlink"
1187
+ aria-hidden="true"
1188
+ focusable="false"
1189
+ role="img"
1190
+ width="1em"
1191
+ height="1em"
1192
+ preserveAspectRatio="xMidYMid meet"
1193
+ viewBox="0 0 32 32"
1194
+ >
1195
+ <path
1196
+ d="M25.7 9.3l-7-7A.908.908 0 0 0 18 2H8a2.006 2.006 0 0 0-2 2v24a2.006 2.006 0 0 0 2 2h16a2.006 2.006 0 0 0 2-2V10a.908.908 0 0 0-.3-.7zM18 4.4l5.6 5.6H18zM24 28H8V4h8v6a2.006 2.006 0 0 0 2 2h6z"
1197
+ fill="currentColor"
1198
+ ></path>
1199
+ </svg>
1200
+ Copy to clipboard
1201
+ </button>
1202
+ </div>
1203
+ <pre class="v2-to-clipboard-content whitespace-pre-line text-sm p-4 text-gray-700">
1204
+ from transformers import AutoTokenizer, AutoModelWithLMHead
1205
+
1206
+ tokenizer = AutoTokenizer.from_pretrained("Rostlab/prot_t5_xl_bfd")
1207
+
1208
+ model = AutoModelWithLMHead.from_pretrained("Rostlab/prot_t5_xl_bfd")
1209
+ </pre>
1210
+
1211
+ <div class="border-b px-4 py-2 bg-gradient-to-r from-gray-50 to-white border-gray-200 flex justify-between items-center h-11">
1212
+ <h3 class="font-semibold">
1213
+ Or just clone the model repo
1214
+ </h3>
1215
+ </div>
1216
+ <pre class="whitespace-pre-line text-sm p-4 text-gray-700">
1217
+ git lfs install
1218
+ git clone https://huggingface.co/Rostlab/prot_t5_xl_bfd
1219
+ <div class="text-gray-500 text-xs">
1220
+ # if you want to clone without large files – just their pointers
1221
+ # prepend your git clone with the following env var:
1222
+ </div>
1223
+ GIT_LFS_SKIP_SMUDGE=1
1224
+ </pre>
1225
+
1226
+ </div>
1227
+ </ul>
1228
+ </div></div>
1229
+ </div>
1230
+ </div>
1231
+ </div>
1232
+ </div>
1233
+ </header>
1234
+ <div
1235
+ class="container relative space-y-4 flex flex-col md:grid md:space-y-0 overflow-hidden
1236
+ md:grid-cols-12
1237
+
1238
+ md:gap-6
1239
+
1240
+ "
1241
+
1242
+
1243
+ >
1244
+ <section class="pt-8 border-gray-100 col-span-full">
1245
+
1246
+ <header class="pb-4 flex items-center justify-between">
1247
+ <div class="flex items-center">
1248
+ <div
1249
+ class="v2-dropdown relative mr-6"
1250
+
1251
+ >
1252
+ <button
1253
+ class="v2-dropdown-button cursor-pointer btn"
1254
+ slot="trigger"
1255
+ type="button"
1256
+ >
1257
+ <svg
1258
+ alt=""
1259
+ class="mr-1 text-gray-700 dark:text-gray-400"
1260
+ xmlns="http://www.w3.org/2000/svg"
1261
+ xmlns:xlink="http://www.w3.org/1999/xlink"
1262
+ aria-hidden="true"
1263
+ focusable="false"
1264
+ role="img"
1265
+ width="1em"
1266
+ height="1em"
1267
+ preserveAspectRatio="xMidYMid meet"
1268
+ viewBox="0 0 24 24"
1269
+ style="transform: rotate(360deg);"
1270
+ >
1271
+ <path
1272
+ d="M13 14c-3.36 0-4.46 1.35-4.82 2.24C9.25 16.7 10 17.76 10 19a3 3 0 0 1-3 3a3 3 0 0 1-3-3c0-1.31.83-2.42 2-2.83V7.83A2.99 2.99 0 0 1 4 5a3 3 0 0 1 3-3a3 3 0 0 1 3 3c0 1.31-.83 2.42-2 2.83v5.29c.88-.65 2.16-1.12 4-1.12c2.67 0 3.56-1.34 3.85-2.23A3.006 3.006 0 0 1 14 7a3 3 0 0 1 3-3a3 3 0 0 1 3 3c0 1.34-.88 2.5-2.09 2.86C17.65 11.29 16.68 14 13 14m-6 4a1 1 0 0 0-1 1a1 1 0 0 0 1 1a1 1 0 0 0 1-1a1 1 0 0 0-1-1M7 4a1 1 0 0 0-1 1a1 1 0 0 0 1 1a1 1 0 0 0 1-1a1 1 0 0 0-1-1m10 2a1 1 0 0 0-1 1a1 1 0 0 0 1 1a1 1 0 0 0 1-1a1 1 0 0 0-1-1z"
1273
+ fill="currentColor"
1274
+ ></path>
1275
+ </svg>
1276
+ main
1277
+ <svg
1278
+ alt=""
1279
+ class="text-gray-500"
1280
+ xmlns="http://www.w3.org/2000/svg"
1281
+ xmlns:xlink="http://www.w3.org/1999/xlink"
1282
+ aria-hidden="true"
1283
+ focusable="false"
1284
+ role="img"
1285
+ width="1em"
1286
+ height="1em"
1287
+ preserveAspectRatio="xMidYMid meet"
1288
+ viewBox="0 0 24 24"
1289
+ style="transform: rotate(360deg);"
1290
+ >
1291
+ <path d="M7 10l5 5l5-5z" fill="currentColor"></path>
1292
+ </svg>
1293
+ </button><div
1294
+ class="v2-dropdown-menu hidden absolute mt-1 min-w-full bg-white rounded-xl overflow-hidden shadow-lg z-10 border border-gray-100 right-0 top-full "
1295
+ >
1296
+ <ul class="min-w-full w-auto">
1297
+ <li>
1298
+ <ul>
1299
+ <li>
1300
+ <div
1301
+ class="v2-dropdown-entry flex items-center hover:bg-gray-50 cursor-pointer truncate
1302
+ hover:underline
1303
+
1304
+
1305
+ "
1306
+
1307
+
1308
+
1309
+
1310
+ >
1311
+ <a
1312
+ class="px-3 py-1.5"
1313
+ href="/Rostlab/prot_t5_xl_bfd/blob/main/special_tokens_map.json"
1314
+ >
1315
+ main
1316
+ </a>
1317
+ </div>
1318
+ </li>
1319
+ </ul>
1320
+ </li>
1321
+ <li>
1322
+ <ul class="bg-yellow-50">
1323
+ </ul>
1324
+ </li>
1325
+ </ul>
1326
+ </div></div>
1327
+
1328
+ <a class="hover:underline text-gray-800 dark:text-gray-300" href="/Rostlab/prot_t5_xl_bfd/tree/main">
1329
+ Rostlab/prot_t5_xl_bfd
1330
+ </a>
1331
+ <span class="text-gray-300 mx-1 font-light">/</span>
1332
+
1333
+ <span class="font-light dark:text-gray-300">special_tokens_map.json</span>
1334
+
1335
+ </div>
1336
+
1337
+ <div class="flex justify-end">
1338
+ </div>
1339
+ </header>
1340
+
1341
+ <div class="border border-b-0 dark:border-gray-800 px-3 py-2 flex items-baseline rounded-t-lg bg-gradient-to-b from-white to-gray-100 dark:from-gray-800 dark:to-gray-900">
1342
+ <div class="mr-5 truncate flex-none">
1343
+ system
1344
+ </div>
1345
+ <a
1346
+ class="mr-4 font-mono text-sm text-gray-500 dark:text-gray-300 truncate hover:underline"
1347
+ href="/Rostlab/prot_t5_xl_bfd/commit/459da522a657f58fa70bdfc39afc7b0e3d247f3e"
1348
+ >
1349
+ Update special_tokens_map.json
1350
+ </a>
1351
+ <a
1352
+ class="text-sm border dark:border-gray-800 px-1.5 rounded bg-gray-50 dark:bg-gray-900 hover:underline"
1353
+ href="/Rostlab/prot_t5_xl_bfd/commit/459da522a657f58fa70bdfc39afc7b0e3d247f3e"
1354
+ >
1355
+ 459da52
1356
+ </a>
1357
+ <time
1358
+ datetime="2020-10-01T17:17:06"
1359
+ class="ml-auto hidden lg:block text-gray-500 dark:text-gray-400 truncate flex-none pl-2"
1360
+ >
1361
+ 4 months ago
1362
+ </time>
1363
+ </div>
1364
+
1365
+ <div class="flex items-center p-3 border dark:border-gray-800 text-sm text-gray-700 dark:bg-gray-900">
1366
+ <a class="flex items-center hover:underline mr-4" href="/Rostlab/prot_t5_xl_bfd/raw/main/special_tokens_map.json">
1367
+ <svg
1368
+ alt=""
1369
+ class="mr-1.5 "
1370
+ xmlns="http://www.w3.org/2000/svg"
1371
+ xmlns:xlink="http://www.w3.org/1999/xlink"
1372
+ aria-hidden="true"
1373
+ focusable="false"
1374
+ role="img"
1375
+ width="1em"
1376
+ height="1em"
1377
+ preserveAspectRatio="xMidYMid meet"
1378
+ viewBox="0 0 32 32"
1379
+ style="transform: rotate(360deg);"
1380
+ >
1381
+ <path
1382
+ d="M31 16l-7 7l-1.41-1.41L28.17 16l-5.58-5.59L24 9l7 7z"
1383
+ fill="currentColor"
1384
+ ></path>
1385
+ <path
1386
+ d="M1 16l7-7l1.41 1.41L3.83 16l5.58 5.59L8 23l-7-7z"
1387
+ fill="currentColor"
1388
+ ></path>
1389
+ <path
1390
+ d="M12.419 25.484L17.639 6l1.932.518L14.35 26z"
1391
+ fill="currentColor"
1392
+ ></path>
1393
+ </svg>
1394
+ raw
1395
+ </a>
1396
+ <a class="flex items-center hover:underline mr-4" href="/Rostlab/prot_t5_xl_bfd/commits/main/special_tokens_map.json">
1397
+ <svg
1398
+ alt=""
1399
+ class="mr-1.5"
1400
+ xmlns="http://www.w3.org/2000/svg"
1401
+ xmlns:xlink="http://www.w3.org/1999/xlink"
1402
+ aria-hidden="true"
1403
+ focusable="false"
1404
+ role="img"
1405
+ width="1em"
1406
+ height="1em"
1407
+ preserveAspectRatio="xMidYMid meet"
1408
+ viewBox="0 0 32 32"
1409
+ style="transform: rotate(360deg);"
1410
+ >
1411
+ <path
1412
+ d="M16 4C9.383 4 4 9.383 4 16s5.383 12 12 12s12-5.383 12-12S22.617 4 16 4zm0 2c5.535 0 10 4.465 10 10s-4.465 10-10 10S6 21.535 6 16S10.465 6 16 6zm-1 2v9h7v-2h-5V8z"
1413
+ fill="currentColor"
1414
+ ></path>
1415
+ </svg>
1416
+ history
1417
+ </a>
1418
+ <a class="flex items-center hover:underline mr-4" href="/Rostlab/prot_t5_xl_bfd/blame/main/special_tokens_map.json">
1419
+ <svg
1420
+ alt=""
1421
+ class="mr-1.5"
1422
+ xmlns="http://www.w3.org/2000/svg"
1423
+ xmlns:xlink="http://www.w3.org/1999/xlink"
1424
+ aria-hidden="true"
1425
+ focusable="false"
1426
+ role="img"
1427
+ class=""
1428
+ width="1em"
1429
+ height="1em"
1430
+ preserveAspectRatio="xMidYMid meet"
1431
+ viewBox="0 0 32 32"
1432
+ style="transform: rotate(360deg);"
1433
+ >
1434
+ <path
1435
+ d="M16 2a14 14 0 1 0 14 14A14 14 0 0 0 16 2zm0 26a12 12 0 1 1 12-12a12 12 0 0 1-12 12z"
1436
+ fill="currentColor"
1437
+ ></path>
1438
+ <path
1439
+ d="M11.5 11a2.5 2.5 0 1 0 2.5 2.5a2.48 2.48 0 0 0-2.5-2.5z"
1440
+ fill="currentColor"
1441
+ ></path>
1442
+ <path
1443
+ d="M20.5 11a2.5 2.5 0 1 0 2.5 2.5a2.48 2.48 0 0 0-2.5-2.5z"
1444
+ fill="currentColor"
1445
+ ></path>
1446
+ </svg>
1447
+ blame
1448
+ </a>
1449
+ <div class="ml-auto dark:text-gray-300">
1450
+ 1,786 Bytes
1451
+ </div>
1452
+ </div>
1453
+
1454
+ <div class="border border-t-0 rounded-b-lg dark:bg-gray-900 dark:border-gray-800 overflow-x-auto">
1455
+ <table>
1456
+ <tr>
1457
+ <td class="align-top text-right select-none">
1458
+ <pre class="p-3 text-sm overflow-x-auto">1</pre>
1459
+ </td>
1460
+ <td class="align-top w-full">
1461
+ <pre class="p-3 text-sm overflow-x-auto">{<span class="hljs-attr">&quot;eos_token&quot;</span>: <span class="hljs-string">&quot;&lt;/s&gt;&quot;</span>, <span class="hljs-attr">&quot;unk_token&quot;</span>: <span class="hljs-string">&quot;&lt;unk&gt;&quot;</span>, <span class="hljs-attr">&quot;pad_token&quot;</span>: <span class="hljs-string">&quot;&lt;pad&gt;&quot;</span>, <span class="hljs-attr">&quot;additional_special_tokens&quot;</span>: [<span class="hljs-string">&quot;&lt;extra_id_0&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_1&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_2&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_3&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_4&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_5&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_6&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_7&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_8&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_9&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_10&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_11&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_12&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_13&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_14&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_15&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_16&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_17&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_18&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_19&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_20&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_21&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_22&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_23&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_24&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_25&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_26&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_27&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_28&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_29&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_30&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_31&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_32&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_33&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_34&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_35&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_36&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_37&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_38&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_39&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_40&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_41&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_42&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_43&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_44&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_45&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_46&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_47&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_48&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_49&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_50&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_51&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_52&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_53&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_54&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_55&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_56&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_57&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_58&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_59&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_60&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_61&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_62&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_63&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_64&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_65&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_66&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_67&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_68&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_69&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_70&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_71&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_72&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_73&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_74&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_75&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_76&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_77&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_78&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_79&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_80&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_81&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_82&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_83&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_84&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_85&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_86&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_87&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_88&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_89&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_90&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_91&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_92&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_93&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_94&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_95&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_96&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_97&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_98&gt;&quot;</span>, <span class="hljs-string">&quot;&lt;extra_id_99&gt;&quot;</span>]}</pre>
1462
+ </td>
1463
+ </tr>
1464
+ </table>
1465
+ </div>
1466
+ </section>
1467
+ </div>
1468
+ </main>
1469
+
1470
+ <script defer src="/front/build/bundle.04f8ca9.js"></script>
1471
+ <script>
1472
+ if (! (
1473
+ ['localhost', 'huggingface.test'].includes(window.location.hostname)
1474
+ || window.location.hostname.includes('ngrok.io')
1475
+ )) {
1476
+ (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
1477
+ (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
1478
+ m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
1479
+ })(window,document,'script','https://www.google-analytics.com/analytics.js','ganalytics');
1480
+ ganalytics('create', 'UA-83738774-2', 'auto');
1481
+ ganalytics('send', 'pageview');
1482
+ }
1483
+ </script>
1484
+ </body>
1485
+ </html>
spiece.model ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a60ef1aec4d10bf051490433cc1a618b7b5165b1feca09a9cf0bbeb7fb78a244
3
+ size 40648
tokenizer_config.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"do_lower_case": false}