Upload 3 files
Browse files- splinter_json.py +2113 -0
- tokenization_splinter.py +216 -0
- tokenizer_config.json +4 -1
splinter_json.py
ADDED
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@@ -0,0 +1,2113 @@
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|
| 1 |
+
splinter_data = {
|
| 2 |
+
"new_unicode_chars": {
|
| 3 |
+
"-10:\u05d7": "\u5000",
|
| 4 |
+
"-1:\u05d0": "\u5001",
|
| 5 |
+
"-1:\u05d1": "\u5002",
|
| 6 |
+
"-1:\u05d2": "\u5003",
|
| 7 |
+
"-1:\u05d3": "\u5004",
|
| 8 |
+
"-1:\u05d4": "\u5005",
|
| 9 |
+
"-1:\u05d5": "\u5006",
|
| 10 |
+
"-1:\u05d6": "\u5007",
|
| 11 |
+
"-1:\u05d7": "\u5008",
|
| 12 |
+
"-1:\u05d8": "\u5009",
|
| 13 |
+
"-1:\u05d9": "\u500a",
|
| 14 |
+
"-1:\u05da": "\u500b",
|
| 15 |
+
"-1:\u05db": "\u500c",
|
| 16 |
+
"-1:\u05dc": "\u500d",
|
| 17 |
+
"-1:\u05dd": "\u500e",
|
| 18 |
+
"-1:\u05de": "\u500f",
|
| 19 |
+
"-1:\u05df": "\u5010",
|
| 20 |
+
"-1:\u05e0": "\u5011",
|
| 21 |
+
"-1:\u05e1": "\u5012",
|
| 22 |
+
"-1:\u05e2": "\u5013",
|
| 23 |
+
"-1:\u05e3": "\u5014",
|
| 24 |
+
"-1:\u05e4": "\u5015",
|
| 25 |
+
"-1:\u05e5": "\u5016",
|
| 26 |
+
"-1:\u05e6": "\u5017",
|
| 27 |
+
"-1:\u05e7": "\u5018",
|
| 28 |
+
"-1:\u05e8": "\u5019",
|
| 29 |
+
"-1:\u05e9": "\u501a",
|
| 30 |
+
"-1:\u05ea": "\u501b",
|
| 31 |
+
"-2:\u05d0": "\u501c",
|
| 32 |
+
"-2:\u05d1": "\u501d",
|
| 33 |
+
"-2:\u05d2": "\u501e",
|
| 34 |
+
"-2:\u05d3": "\u501f",
|
| 35 |
+
"-2:\u05d4": "\u5020",
|
| 36 |
+
"-2:\u05d5": "\u5021",
|
| 37 |
+
"-2:\u05d6": "\u5022",
|
| 38 |
+
"-2:\u05d7": "\u5023",
|
| 39 |
+
"-2:\u05d8": "\u5024",
|
| 40 |
+
"-2:\u05d9": "\u5025",
|
| 41 |
+
"-2:\u05da": "\u5026",
|
| 42 |
+
"-2:\u05db": "\u5027",
|
| 43 |
+
"-2:\u05dc": "\u5028",
|
| 44 |
+
"-2:\u05dd": "\u5029",
|
| 45 |
+
"-2:\u05de": "\u502a",
|
| 46 |
+
"-2:\u05df": "\u502b",
|
| 47 |
+
"-2:\u05e0": "\u502c",
|
| 48 |
+
"-2:\u05e1": "\u502d",
|
| 49 |
+
"-2:\u05e2": "\u502e",
|
| 50 |
+
"-2:\u05e3": "\u502f",
|
| 51 |
+
"-2:\u05e4": "\u5030",
|
| 52 |
+
"-2:\u05e5": "\u5031",
|
| 53 |
+
"-2:\u05e6": "\u5032",
|
| 54 |
+
"-2:\u05e7": "\u5033",
|
| 55 |
+
"-2:\u05e8": "\u5034",
|
| 56 |
+
"-2:\u05e9": "\u5035",
|
| 57 |
+
"-2:\u05ea": "\u5036",
|
| 58 |
+
"-3:\u05d0": "\u5037",
|
| 59 |
+
"-3:\u05d1": "\u5038",
|
| 60 |
+
"-3:\u05d2": "\u5039",
|
| 61 |
+
"-3:\u05d3": "\u503a",
|
| 62 |
+
"-3:\u05d4": "\u503b",
|
| 63 |
+
"-3:\u05d5": "\u503c",
|
| 64 |
+
"-3:\u05d6": "\u503d",
|
| 65 |
+
"-3:\u05d7": "\u503e",
|
| 66 |
+
"-3:\u05d8": "\u503f",
|
| 67 |
+
"-3:\u05d9": "\u5040",
|
| 68 |
+
"-3:\u05da": "\u5041",
|
| 69 |
+
"-3:\u05db": "\u5042",
|
| 70 |
+
"-3:\u05dc": "\u5043",
|
| 71 |
+
"-3:\u05dd": "\u5044",
|
| 72 |
+
"-3:\u05de": "\u5045",
|
| 73 |
+
"-3:\u05df": "\u5046",
|
| 74 |
+
"-3:\u05e0": "\u5047",
|
| 75 |
+
"-3:\u05e1": "\u5048",
|
| 76 |
+
"-3:\u05e2": "\u5049",
|
| 77 |
+
"-3:\u05e4": "\u504a",
|
| 78 |
+
"-3:\u05e5": "\u504b",
|
| 79 |
+
"-3:\u05e6": "\u504c",
|
| 80 |
+
"-3:\u05e7": "\u504d",
|
| 81 |
+
"-3:\u05e8": "\u504e",
|
| 82 |
+
"-3:\u05e9": "\u504f",
|
| 83 |
+
"-3:\u05ea": "\u5050",
|
| 84 |
+
"-4:\u05d0": "\u5051",
|
| 85 |
+
"-4:\u05d1": "\u5052",
|
| 86 |
+
"-4:\u05d2": "\u5053",
|
| 87 |
+
"-4:\u05d3": "\u5054",
|
| 88 |
+
"-4:\u05d4": "\u5055",
|
| 89 |
+
"-4:\u05d5": "\u5056",
|
| 90 |
+
"-4:\u05d6": "\u5057",
|
| 91 |
+
"-4:\u05d7": "\u5058",
|
| 92 |
+
"-4:\u05d8": "\u5059",
|
| 93 |
+
"-4:\u05d9": "\u505a",
|
| 94 |
+
"-4:\u05db": "\u505b",
|
| 95 |
+
"-4:\u05dc": "\u505c",
|
| 96 |
+
"-4:\u05de": "\u505d",
|
| 97 |
+
"-4:\u05e0": "\u505e",
|
| 98 |
+
"-4:\u05e1": "\u505f",
|
| 99 |
+
"-4:\u05e2": "\u5060",
|
| 100 |
+
"-4:\u05e4": "\u5061",
|
| 101 |
+
"-4:\u05e6": "\u5062",
|
| 102 |
+
"-4:\u05e7": "\u5063",
|
| 103 |
+
"-4:\u05e8": "\u5064",
|
| 104 |
+
"-4:\u05e9": "\u5065",
|
| 105 |
+
"-4:\u05ea": "\u5066",
|
| 106 |
+
"-5:\u05d0": "\u5067",
|
| 107 |
+
"-5:\u05d1": "\u5068",
|
| 108 |
+
"-5:\u05d2": "\u5069",
|
| 109 |
+
"-5:\u05d3": "\u506a",
|
| 110 |
+
"-5:\u05d4": "\u506b",
|
| 111 |
+
"-5:\u05d5": "\u506c",
|
| 112 |
+
"-5:\u05d6": "\u506d",
|
| 113 |
+
"-5:\u05d7": "\u506e",
|
| 114 |
+
"-5:\u05d8": "\u506f",
|
| 115 |
+
"-5:\u05d9": "\u5070",
|
| 116 |
+
"-5:\u05db": "\u5071",
|
| 117 |
+
"-5:\u05dc": "\u5072",
|
| 118 |
+
"-5:\u05de": "\u5073",
|
| 119 |
+
"-5:\u05e0": "\u5074",
|
| 120 |
+
"-5:\u05e1": "\u5075",
|
| 121 |
+
"-5:\u05e2": "\u5076",
|
| 122 |
+
"-5:\u05e4": "\u5077",
|
| 123 |
+
"-5:\u05e6": "\u5078",
|
| 124 |
+
"-5:\u05e7": "\u5079",
|
| 125 |
+
"-5:\u05e8": "\u507a",
|
| 126 |
+
"-5:\u05e9": "\u507b",
|
| 127 |
+
"-5:\u05ea": "\u507c",
|
| 128 |
+
"-6:\u05d0": "\u507d",
|
| 129 |
+
"-6:\u05d1": "\u507e",
|
| 130 |
+
"-6:\u05d2": "\u507f",
|
| 131 |
+
"-6:\u05d4": "\u5080",
|
| 132 |
+
"-6:\u05d5": "\u5081",
|
| 133 |
+
"-6:\u05d9": "\u5082",
|
| 134 |
+
"-6:\u05dc": "\u5083",
|
| 135 |
+
"-6:\u05e0": "\u5084",
|
| 136 |
+
"-6:\u05e1": "\u5085",
|
| 137 |
+
"-6:\u05e8": "\u5086",
|
| 138 |
+
"-7:\u05d0": "\u5087",
|
| 139 |
+
"-7:\u05d5": "\u5088",
|
| 140 |
+
"-7:\u05d9": "\u5089",
|
| 141 |
+
"-8:\u05d0": "\u508a",
|
| 142 |
+
"-8:\u05d9": "\u508b",
|
| 143 |
+
"-8:\u05e6": "\u508c",
|
| 144 |
+
"0:\u05d0": "\u508d",
|
| 145 |
+
"0:\u05d1": "\u508e",
|
| 146 |
+
"0:\u05d2": "\u508f",
|
| 147 |
+
"0:\u05d3": "\u5090",
|
| 148 |
+
"0:\u05d4": "\u5091",
|
| 149 |
+
"0:\u05d5": "\u5092",
|
| 150 |
+
"0:\u05d6": "\u5093",
|
| 151 |
+
"0:\u05d7": "\u5094",
|
| 152 |
+
"0:\u05d8": "\u5095",
|
| 153 |
+
"0:\u05d9": "\u5096",
|
| 154 |
+
"0:\u05da": "\u5097",
|
| 155 |
+
"0:\u05db": "\u5098",
|
| 156 |
+
"0:\u05dc": "\u5099",
|
| 157 |
+
"0:\u05dd": "\u509a",
|
| 158 |
+
"0:\u05de": "\u509b",
|
| 159 |
+
"0:\u05df": "\u509c",
|
| 160 |
+
"0:\u05e0": "\u509d",
|
| 161 |
+
"0:\u05e1": "\u509e",
|
| 162 |
+
"0:\u05e2": "\u509f",
|
| 163 |
+
"0:\u05e4": "\u50a0",
|
| 164 |
+
"0:\u05e5": "\u50a1",
|
| 165 |
+
"0:\u05e6": "\u50a2",
|
| 166 |
+
"0:\u05e7": "\u50a3",
|
| 167 |
+
"0:\u05e8": "\u50a4",
|
| 168 |
+
"0:\u05e9": "\u50a5",
|
| 169 |
+
"0:\u05ea": "\u50a6",
|
| 170 |
+
"1:\u05d0": "\u50a7",
|
| 171 |
+
"1:\u05d1": "\u50a8",
|
| 172 |
+
"1:\u05d2": "\u50a9",
|
| 173 |
+
"1:\u05d3": "\u50aa",
|
| 174 |
+
"1:\u05d4": "\u50ab",
|
| 175 |
+
"1:\u05d5": "\u50ac",
|
| 176 |
+
"1:\u05d6": "\u50ad",
|
| 177 |
+
"1:\u05d7": "\u50ae",
|
| 178 |
+
"1:\u05d8": "\u50af",
|
| 179 |
+
"1:\u05d9": "\u50b0",
|
| 180 |
+
"1:\u05da": "\u50b1",
|
| 181 |
+
"1:\u05db": "\u50b2",
|
| 182 |
+
"1:\u05dc": "\u50b3",
|
| 183 |
+
"1:\u05dd": "\u50b4",
|
| 184 |
+
"1:\u05de": "\u50b5",
|
| 185 |
+
"1:\u05df": "\u50b6",
|
| 186 |
+
"1:\u05e0": "\u50b7",
|
| 187 |
+
"1:\u05e1": "\u50b8",
|
| 188 |
+
"1:\u05e2": "\u50b9",
|
| 189 |
+
"1:\u05e3": "\u50ba",
|
| 190 |
+
"1:\u05e4": "\u50bb",
|
| 191 |
+
"1:\u05e5": "\u50bc",
|
| 192 |
+
"1:\u05e6": "\u50bd",
|
| 193 |
+
"1:\u05e7": "\u50be",
|
| 194 |
+
"1:\u05e8": "\u50bf",
|
| 195 |
+
"1:\u05e9": "\u50c0",
|
| 196 |
+
"1:\u05ea": "\u50c1",
|
| 197 |
+
"2:\u05d0": "\u50c2",
|
| 198 |
+
"2:\u05d1": "\u50c3",
|
| 199 |
+
"2:\u05d2": "\u50c4",
|
| 200 |
+
"2:\u05d3": "\u50c5",
|
| 201 |
+
"2:\u05d4": "\u50c6",
|
| 202 |
+
"2:\u05d5": "\u50c7",
|
| 203 |
+
"2:\u05d6": "\u50c8",
|
| 204 |
+
"2:\u05d7": "\u50c9",
|
| 205 |
+
"2:\u05d8": "\u50ca",
|
| 206 |
+
"2:\u05d9": "\u50cb",
|
| 207 |
+
"2:\u05da": "\u50cc",
|
| 208 |
+
"2:\u05db": "\u50cd",
|
| 209 |
+
"2:\u05dc": "\u50ce",
|
| 210 |
+
"2:\u05dd": "\u50cf",
|
| 211 |
+
"2:\u05de": "\u50d0",
|
| 212 |
+
"2:\u05df": "\u50d1",
|
| 213 |
+
"2:\u05e0": "\u50d2",
|
| 214 |
+
"2:\u05e1": "\u50d3",
|
| 215 |
+
"2:\u05e2": "\u50d4",
|
| 216 |
+
"2:\u05e3": "\u50d5",
|
| 217 |
+
"2:\u05e4": "\u50d6",
|
| 218 |
+
"2:\u05e5": "\u50d7",
|
| 219 |
+
"2:\u05e6": "\u50d8",
|
| 220 |
+
"2:\u05e7": "\u50d9",
|
| 221 |
+
"2:\u05e8": "\u50da",
|
| 222 |
+
"2:\u05e9": "\u50db",
|
| 223 |
+
"2:\u05ea": "\u50dc",
|
| 224 |
+
"3:\u05d0": "\u50dd",
|
| 225 |
+
"3:\u05d1": "\u50de",
|
| 226 |
+
"3:\u05d2": "\u50df",
|
| 227 |
+
"3:\u05d3": "\u50e0",
|
| 228 |
+
"3:\u05d4": "\u50e1",
|
| 229 |
+
"3:\u05d5": "\u50e2",
|
| 230 |
+
"3:\u05d6": "\u50e3",
|
| 231 |
+
"3:\u05d7": "\u50e4",
|
| 232 |
+
"3:\u05d8": "\u50e5",
|
| 233 |
+
"3:\u05d9": "\u50e6",
|
| 234 |
+
"3:\u05da": "\u50e7",
|
| 235 |
+
"3:\u05db": "\u50e8",
|
| 236 |
+
"3:\u05dc": "\u50e9",
|
| 237 |
+
"3:\u05dd": "\u50ea",
|
| 238 |
+
"3:\u05de": "\u50eb",
|
| 239 |
+
"3:\u05df": "\u50ec",
|
| 240 |
+
"3:\u05e0": "\u50ed",
|
| 241 |
+
"3:\u05e1": "\u50ee",
|
| 242 |
+
"3:\u05e2": "\u50ef",
|
| 243 |
+
"3:\u05e3": "\u50f0",
|
| 244 |
+
"3:\u05e4": "\u50f1",
|
| 245 |
+
"3:\u05e6": "\u50f2",
|
| 246 |
+
"3:\u05e7": "\u50f3",
|
| 247 |
+
"3:\u05e8": "\u50f4",
|
| 248 |
+
"3:\u05e9": "\u50f5",
|
| 249 |
+
"3:\u05ea": "\u50f6",
|
| 250 |
+
"4:\u05d0": "\u50f7",
|
| 251 |
+
"4:\u05d1": "\u50f8",
|
| 252 |
+
"4:\u05d2": "\u50f9",
|
| 253 |
+
"4:\u05d3": "\u50fa",
|
| 254 |
+
"4:\u05d4": "\u50fb",
|
| 255 |
+
"4:\u05d5": "\u50fc",
|
| 256 |
+
"4:\u05d6": "\u50fd",
|
| 257 |
+
"4:\u05d7": "\u50fe",
|
| 258 |
+
"4:\u05d8": "\u50ff",
|
| 259 |
+
"4:\u05d9": "\u5100",
|
| 260 |
+
"4:\u05db": "\u5101",
|
| 261 |
+
"4:\u05dc": "\u5102",
|
| 262 |
+
"4:\u05de": "\u5103",
|
| 263 |
+
"4:\u05e0": "\u5104",
|
| 264 |
+
"4:\u05e1": "\u5105",
|
| 265 |
+
"4:\u05e2": "\u5106",
|
| 266 |
+
"4:\u05e4": "\u5107",
|
| 267 |
+
"4:\u05e6": "\u5108",
|
| 268 |
+
"4:\u05e7": "\u5109",
|
| 269 |
+
"4:\u05e8": "\u510a",
|
| 270 |
+
"4:\u05e9": "\u510b",
|
| 271 |
+
"4:\u05ea": "\u510c",
|
| 272 |
+
"5:\u05d0": "\u510d",
|
| 273 |
+
"5:\u05d1": "\u510e",
|
| 274 |
+
"5:\u05d2": "\u510f",
|
| 275 |
+
"5:\u05d3": "\u5110",
|
| 276 |
+
"5:\u05d4": "\u5111",
|
| 277 |
+
"5:\u05d5": "\u5112",
|
| 278 |
+
"5:\u05d8": "\u5113",
|
| 279 |
+
"5:\u05d9": "\u5114",
|
| 280 |
+
"5:\u05db": "\u5115",
|
| 281 |
+
"5:\u05dc": "\u5116",
|
| 282 |
+
"5:\u05de": "\u5117",
|
| 283 |
+
"5:\u05df": "\u5118",
|
| 284 |
+
"5:\u05e0": "\u5119",
|
| 285 |
+
"5:\u05e1": "\u511a",
|
| 286 |
+
"5:\u05e2": "\u511b",
|
| 287 |
+
"5:\u05e6": "\u511c",
|
| 288 |
+
"5:\u05e7": "\u511d",
|
| 289 |
+
"5:\u05e8": "\u511e",
|
| 290 |
+
"5:\u05ea": "\u511f",
|
| 291 |
+
"6:\u05d0": "\u5120",
|
| 292 |
+
"6:\u05d5": "\u5121",
|
| 293 |
+
"6:\u05d8": "\u5122",
|
| 294 |
+
"6:\u05d9": "\u5123",
|
| 295 |
+
"6:\u05de": "\u5124",
|
| 296 |
+
"6:\u05e0": "\u5125",
|
| 297 |
+
"6:\u05e1": "\u5126",
|
| 298 |
+
"6:\u05ea": "\u5127",
|
| 299 |
+
"7:\u05d0": "\u5128",
|
| 300 |
+
"7:\u05e8": "\u5129",
|
| 301 |
+
"8:\u05e6": "\u512a",
|
| 302 |
+
"\u05d0": "\u512b",
|
| 303 |
+
"\u05d1": "\u512c",
|
| 304 |
+
"\u05d2": "\u512d",
|
| 305 |
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"\u05d3": "\u512e",
|
| 306 |
+
"\u05d4": "\u512f",
|
| 307 |
+
"\u05d5": "\u5130",
|
| 308 |
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"\u05d6": "\u5131",
|
| 309 |
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"\u05d7": "\u5132",
|
| 310 |
+
"\u05d8": "\u5133",
|
| 311 |
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"\u05d9": "\u5134",
|
| 312 |
+
"\u05da": "\u5135",
|
| 313 |
+
"\u05db": "\u5136",
|
| 314 |
+
"\u05dc": "\u5137",
|
| 315 |
+
"\u05dd": "\u5138",
|
| 316 |
+
"\u05de": "\u5139",
|
| 317 |
+
"\u05df": "\u513a",
|
| 318 |
+
"\u05e0": "\u513b",
|
| 319 |
+
"\u05e1": "\u513c",
|
| 320 |
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"\u05e2": "\u513d",
|
| 321 |
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"\u05e3": "\u513e",
|
| 322 |
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"\u05e4": "\u513f",
|
| 323 |
+
"\u05e5": "\u5140",
|
| 324 |
+
"\u05e6": "\u5141",
|
| 325 |
+
"\u05e7": "\u5142",
|
| 326 |
+
"\u05e8": "\u5143",
|
| 327 |
+
"\u05e9": "\u5144",
|
| 328 |
+
"\u05ea": "\u5145"
|
| 329 |
+
},
|
| 330 |
+
"reductions_map": {
|
| 331 |
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"1": {
|
| 332 |
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"\u05d0": 1,
|
| 333 |
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|
| 334 |
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|
| 335 |
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|
| 336 |
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|
| 337 |
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|
| 338 |
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|
| 339 |
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|
| 340 |
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|
| 341 |
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|
| 342 |
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|
| 343 |
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|
| 344 |
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|
| 345 |
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|
| 346 |
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|
| 347 |
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|
| 348 |
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| 349 |
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| 350 |
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| 351 |
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| 352 |
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| 353 |
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| 354 |
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| 355 |
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| 356 |
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| 357 |
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|
| 358 |
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| 359 |
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},
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| 360 |
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| 467 |
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},
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| 468 |
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"5": {
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|
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| 2026 |
+
"0:\u05d1": 0.11589403973509933,
|
| 2027 |
+
"0:\u05dc": 0.0695364238410596,
|
| 2028 |
+
"-1:\u05ea": 0.06291390728476821,
|
| 2029 |
+
"-2:\u05d5": 0.059602649006622516,
|
| 2030 |
+
"0:\u05de": 0.039735099337748346,
|
| 2031 |
+
"-1:\u05de": 0.033112582781456956,
|
| 2032 |
+
"0:\u05e9": 0.033112582781456956,
|
| 2033 |
+
"-2:\u05d9": 0.023178807947019868,
|
| 2034 |
+
"-1:\u05d4": 0.019867549668874173,
|
| 2035 |
+
"-5:\u05d0": 0.016556291390728478,
|
| 2036 |
+
"0:\u05db": 0.009933774834437087,
|
| 2037 |
+
"-1:\u05d9": 0.006622516556291391,
|
| 2038 |
+
"-4:\u05d5": 0.006622516556291391,
|
| 2039 |
+
"-7:\u05d0": 0.006622516556291391,
|
| 2040 |
+
"-8:\u05e6": 0.006622516556291391,
|
| 2041 |
+
"2:\u05d5": 0.006622516556291391,
|
| 2042 |
+
"4:\u05e8": 0.006622516556291391,
|
| 2043 |
+
"-1:\u05d7": 0.0033112582781456954,
|
| 2044 |
+
"-3:\u05d0": 0.0033112582781456954,
|
| 2045 |
+
"-3:\u05d4": 0.0033112582781456954,
|
| 2046 |
+
"-3:\u05dc": 0.0033112582781456954,
|
| 2047 |
+
"-4:\u05d0": 0.0033112582781456954,
|
| 2048 |
+
"-8:\u05d0": 0.0033112582781456954,
|
| 2049 |
+
"-8:\u05d9": 0.0033112582781456954,
|
| 2050 |
+
"1:\u05d3": 0.0033112582781456954,
|
| 2051 |
+
"1:\u05d9": 0.0033112582781456954,
|
| 2052 |
+
"3:\u05d9": 0.0033112582781456954,
|
| 2053 |
+
"6:\u05d0": 0.0033112582781456954,
|
| 2054 |
+
"6:\u05d9": 0.0033112582781456954
|
| 2055 |
+
},
|
| 2056 |
+
"17": {
|
| 2057 |
+
"0:\u05d4": 0.2857142857142857,
|
| 2058 |
+
"0:\u05d5": 0.2,
|
| 2059 |
+
"0:\u05d1": 0.10714285714285714,
|
| 2060 |
+
"-2:\u05d5": 0.08571428571428572,
|
| 2061 |
+
"0:\u05dc": 0.08571428571428572,
|
| 2062 |
+
"-1:\u05de": 0.04285714285714286,
|
| 2063 |
+
"-2:\u05d9": 0.02857142857142857,
|
| 2064 |
+
"0:\u05de": 0.02142857142857143,
|
| 2065 |
+
"0:\u05e9": 0.02142857142857143,
|
| 2066 |
+
"-1:\u05ea": 0.014285714285714285,
|
| 2067 |
+
"-4:\u05d0": 0.014285714285714285,
|
| 2068 |
+
"4:\u05d9": 0.014285714285714285,
|
| 2069 |
+
"-1:\u05d7": 0.007142857142857143,
|
| 2070 |
+
"-3:\u05d0": 0.007142857142857143,
|
| 2071 |
+
"-7:\u05d0": 0.007142857142857143,
|
| 2072 |
+
"-8:\u05d9": 0.007142857142857143,
|
| 2073 |
+
"0:\u05d3": 0.007142857142857143,
|
| 2074 |
+
"0:\u05db": 0.007142857142857143,
|
| 2075 |
+
"1:\u05d3": 0.007142857142857143,
|
| 2076 |
+
"1:\u05db": 0.007142857142857143,
|
| 2077 |
+
"2:\u05d9": 0.007142857142857143,
|
| 2078 |
+
"7:\u05d0": 0.007142857142857143,
|
| 2079 |
+
"8:\u05e6": 0.007142857142857143
|
| 2080 |
+
},
|
| 2081 |
+
"18": {
|
| 2082 |
+
"0:\u05d4": 0.24528301886792453,
|
| 2083 |
+
"0:\u05d5": 0.20754716981132076,
|
| 2084 |
+
"-2:\u05d5": 0.16981132075471697,
|
| 2085 |
+
"-2:\u05d9": 0.09433962264150944,
|
| 2086 |
+
"0:\u05d1": 0.09433962264150944,
|
| 2087 |
+
"0:\u05dc": 0.03773584905660377,
|
| 2088 |
+
"-1:\u05d7": 0.018867924528301886,
|
| 2089 |
+
"-1:\u05de": 0.018867924528301886,
|
| 2090 |
+
"-1:\u05ea": 0.018867924528301886,
|
| 2091 |
+
"-4:\u05d0": 0.018867924528301886,
|
| 2092 |
+
"-5:\u05d0": 0.018867924528301886,
|
| 2093 |
+
"-8:\u05d9": 0.018867924528301886,
|
| 2094 |
+
"1:\u05d3": 0.018867924528301886,
|
| 2095 |
+
"8:\u05e6": 0.018867924528301886
|
| 2096 |
+
},
|
| 2097 |
+
"19": {
|
| 2098 |
+
"0:\u05d4": 0.4,
|
| 2099 |
+
"0:\u05d1": 0.2,
|
| 2100 |
+
"0:\u05d5": 0.13333333333333333,
|
| 2101 |
+
"-1:\u05d7": 0.06666666666666667,
|
| 2102 |
+
"-1:\u05de": 0.06666666666666667,
|
| 2103 |
+
"-2:\u05d5": 0.06666666666666667,
|
| 2104 |
+
"1:\u05e8": 0.06666666666666667
|
| 2105 |
+
},
|
| 2106 |
+
"20": {
|
| 2107 |
+
"-10:\u05d7": 1.0
|
| 2108 |
+
},
|
| 2109 |
+
"22": {
|
| 2110 |
+
"0:\u05d4": 1.0
|
| 2111 |
+
}
|
| 2112 |
+
}
|
| 2113 |
+
}
|
tokenization_splinter.py
ADDED
|
@@ -0,0 +1,216 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from typing import List
|
| 2 |
+
import json
|
| 3 |
+
from tokenizers import NormalizedString, PreTokenizedString
|
| 4 |
+
import re
|
| 5 |
+
from transformers import BertTokenizerFast
|
| 6 |
+
from .splinter_json import splinter_data
|
| 7 |
+
from tokenizers.pre_tokenizers import PreTokenizer, Sequence as PreTokenizerSequence
|
| 8 |
+
from tokenizers.decoders import Decoder
|
| 9 |
+
|
| 10 |
+
final_letters_map = {
|
| 11 |
+
'ך': 'כ',
|
| 12 |
+
'ם': 'מ',
|
| 13 |
+
'ץ': 'צ',
|
| 14 |
+
'ף': 'פ',
|
| 15 |
+
'ן': 'נ',
|
| 16 |
+
'כ': 'ך',
|
| 17 |
+
'מ': 'ם',
|
| 18 |
+
'צ': 'ץ',
|
| 19 |
+
'פ': 'ף',
|
| 20 |
+
'נ': 'ן'
|
| 21 |
+
}
|
| 22 |
+
|
| 23 |
+
def get_permutation(word, position, word_length):
|
| 24 |
+
if position < 0:
|
| 25 |
+
permutation = word[:word_length + position] + word[(word_length + position + 1):]
|
| 26 |
+
else:
|
| 27 |
+
permutation = word[:position] + word[(position + 1):]
|
| 28 |
+
return permutation
|
| 29 |
+
|
| 30 |
+
def replace_final_letters(text):
|
| 31 |
+
if text == '': return text
|
| 32 |
+
if text[-1] in final_letters_map:
|
| 33 |
+
return replace_last_letter(text, final_letters_map[text[-1]])
|
| 34 |
+
return text
|
| 35 |
+
|
| 36 |
+
def replace_last_letter(text, replacement):
|
| 37 |
+
return text[:-1] + replacement
|
| 38 |
+
|
| 39 |
+
def is_hebrew_letter(char):
|
| 40 |
+
return '\u05D0' <= char <= '\u05EA'
|
| 41 |
+
|
| 42 |
+
def is_word_contains_non_hebrew_letters(word) -> str:
|
| 43 |
+
return re.search(r'[^\u05D0-\u05EA]', word) is not None
|
| 44 |
+
|
| 45 |
+
class Splinter:
|
| 46 |
+
def __init__(self, path, use_cache=True):
|
| 47 |
+
if type(path) == str:
|
| 48 |
+
with open(path, 'r', encoding='utf-8-sig') as r:
|
| 49 |
+
parsed = json.loads(r.read())
|
| 50 |
+
else:
|
| 51 |
+
parsed = path
|
| 52 |
+
|
| 53 |
+
self.reductions_map = {int(key): value for key, value in parsed['reductions_map'].items()}
|
| 54 |
+
self.new_unicode_chars_map = parsed['new_unicode_chars']
|
| 55 |
+
self.new_unicode_chars_inverted_map = {v:k for k,v in self.new_unicode_chars_map.items()}
|
| 56 |
+
self.word_reductions_cache = dict()
|
| 57 |
+
self.use_cache = use_cache
|
| 58 |
+
|
| 59 |
+
def splinter_word(self, word: str):
|
| 60 |
+
if self.use_cache:
|
| 61 |
+
ret = self.word_reductions_cache.get(word, None)
|
| 62 |
+
if ret: return self.word_reductions_cache[word]
|
| 63 |
+
|
| 64 |
+
clean_word = replace_final_letters(word)
|
| 65 |
+
# if a word contains non-Hebrew characters, convert only the Hebrew.
|
| 66 |
+
if len(clean_word) > 15 or is_word_contains_non_hebrew_letters(clean_word):
|
| 67 |
+
encoded_word = self.get_word_with_non_hebrew_chars_reduction(clean_word)
|
| 68 |
+
else:
|
| 69 |
+
word_reductions = self.get_word_reductions(clean_word)
|
| 70 |
+
encoded_word = ''.join([self.new_unicode_chars_map[reduction] for reduction in word_reductions])
|
| 71 |
+
if self.use_cache:
|
| 72 |
+
self.word_reductions_cache[word] = encoded_word
|
| 73 |
+
return encoded_word
|
| 74 |
+
|
| 75 |
+
def unsplinter_word(self, word: str):
|
| 76 |
+
decoded_word = self.decode_word(word)
|
| 77 |
+
return self.rebuild_reduced_word(decoded_word)
|
| 78 |
+
|
| 79 |
+
def decode_word(self, word: str):
|
| 80 |
+
return [self.new_unicode_chars_inverted_map.get(char, char) for char in word]
|
| 81 |
+
|
| 82 |
+
|
| 83 |
+
def rebuild_reduced_word(self, decoded_word):
|
| 84 |
+
original_word = ""
|
| 85 |
+
for reduction in decoded_word:
|
| 86 |
+
if ':' in reduction and len(reduction) > 1:
|
| 87 |
+
position, letter = reduction.split(':')
|
| 88 |
+
position = int(position)
|
| 89 |
+
if position < 0:
|
| 90 |
+
position = len(original_word) + position + 1
|
| 91 |
+
if len(original_word) == position - 1:
|
| 92 |
+
original_word += reduction
|
| 93 |
+
else:
|
| 94 |
+
original_word = original_word[:position] + letter + original_word[position:]
|
| 95 |
+
else:
|
| 96 |
+
original_word += reduction
|
| 97 |
+
|
| 98 |
+
original_word = replace_final_letters(original_word)
|
| 99 |
+
return original_word
|
| 100 |
+
|
| 101 |
+
|
| 102 |
+
def get_word_reductions(self, word):
|
| 103 |
+
reduced_word = word
|
| 104 |
+
reductions = []
|
| 105 |
+
while len(reduced_word) > 3:
|
| 106 |
+
# if this word length has no known reductions - return what's left of the word as is
|
| 107 |
+
if len(reduced_word) not in self.reductions_map:
|
| 108 |
+
reductions.extend(self.get_single_chars_reductions(reduced_word))
|
| 109 |
+
break
|
| 110 |
+
reduction = self.get_reduction(reduced_word, 3, 3)
|
| 111 |
+
if reduction is not None:
|
| 112 |
+
position = int(reduction.split(':')[0])
|
| 113 |
+
reductions.append(reduction)
|
| 114 |
+
reduced_word = get_permutation(reduced_word, position, len(reduced_word))
|
| 115 |
+
# if we couldn't find a reduction - return what's left of the word as is
|
| 116 |
+
else:
|
| 117 |
+
reductions.extend(self.get_single_chars_reductions(reduced_word))
|
| 118 |
+
break
|
| 119 |
+
|
| 120 |
+
# if we found all reductions and left only with the suspected root - keep it as is
|
| 121 |
+
if len(reduced_word) < 4:
|
| 122 |
+
reductions.extend(self.get_single_chars_reductions(reduced_word))
|
| 123 |
+
|
| 124 |
+
reductions.reverse()
|
| 125 |
+
return reductions
|
| 126 |
+
|
| 127 |
+
def get_reduction(self, word, depth, width):
|
| 128 |
+
curr_step_reductions = [{"word": word, "reduction": None, "root_reduction": None, "score": 1}]
|
| 129 |
+
word_length = len(word)
|
| 130 |
+
i = 0
|
| 131 |
+
while i < depth and len(curr_step_reductions) > 0 and word_length > 3:
|
| 132 |
+
next_step_reductions = list()
|
| 133 |
+
for reduction in curr_step_reductions:
|
| 134 |
+
possible_reductions = self.get_most_frequent_reduction_keys(
|
| 135 |
+
reduction["word"],
|
| 136 |
+
reduction["root_reduction"],
|
| 137 |
+
reduction["score"],
|
| 138 |
+
width,
|
| 139 |
+
word_length
|
| 140 |
+
)
|
| 141 |
+
next_step_reductions += possible_reductions
|
| 142 |
+
curr_step_reductions = list(next_step_reductions)
|
| 143 |
+
i += 1
|
| 144 |
+
word_length -= 1
|
| 145 |
+
|
| 146 |
+
max_score_reduction = None
|
| 147 |
+
if len(curr_step_reductions) > 0:
|
| 148 |
+
max_score_reduction = max(curr_step_reductions, key=lambda x: x["score"])["root_reduction"]
|
| 149 |
+
return max_score_reduction
|
| 150 |
+
|
| 151 |
+
def get_most_frequent_reduction_keys(self, word, root_reduction, parent_score, number_of_reductions, word_length):
|
| 152 |
+
possible_reductions = list()
|
| 153 |
+
for reduction, score in self.reductions_map[len(word)].items():
|
| 154 |
+
position, letter = reduction.split(':')
|
| 155 |
+
position = int(position)
|
| 156 |
+
if word[position] == letter:
|
| 157 |
+
permutation = get_permutation(word, position, word_length)
|
| 158 |
+
possible_reductions.append({
|
| 159 |
+
"word": permutation,
|
| 160 |
+
"reduction": reduction,
|
| 161 |
+
"root_reduction": root_reduction if root_reduction is not None else reduction,
|
| 162 |
+
"score": parent_score * score
|
| 163 |
+
})
|
| 164 |
+
if len(possible_reductions) >= number_of_reductions:
|
| 165 |
+
break
|
| 166 |
+
return possible_reductions
|
| 167 |
+
|
| 168 |
+
def get_word_with_non_hebrew_chars_reduction(self, word):
|
| 169 |
+
return ''.join(self.new_unicode_chars_map[char] if is_hebrew_letter(char) else char for char in word)
|
| 170 |
+
|
| 171 |
+
@staticmethod
|
| 172 |
+
def get_single_chars_reductions(reduced_word):
|
| 173 |
+
reductions = []
|
| 174 |
+
for char in reduced_word[::-1]:
|
| 175 |
+
reductions.append(char)
|
| 176 |
+
return reductions
|
| 177 |
+
|
| 178 |
+
class SplinterPreTokenizer:
|
| 179 |
+
def __init__(self, splinter: Splinter):
|
| 180 |
+
super().__init__()
|
| 181 |
+
self.splinter = splinter
|
| 182 |
+
|
| 183 |
+
def splinter_split(self, i: int, str: NormalizedString):
|
| 184 |
+
# create the split
|
| 185 |
+
splintered_word = iter(self.splinter.splinter_word(str.normalized))
|
| 186 |
+
str.map(lambda _: next(splintered_word, ' '))
|
| 187 |
+
str.strip()
|
| 188 |
+
return [str]
|
| 189 |
+
|
| 190 |
+
def pre_tokenize(self, pretok: PreTokenizedString):
|
| 191 |
+
pretok.split(self.splinter_split)
|
| 192 |
+
|
| 193 |
+
class SplinterDecoder:
|
| 194 |
+
def __init__(self, splinter: Splinter):
|
| 195 |
+
self.splinter = splinter
|
| 196 |
+
|
| 197 |
+
def decode_chain(self, tokens: List[str]) -> List[str]:
|
| 198 |
+
# combine the wordpieces
|
| 199 |
+
combined_tokens = []
|
| 200 |
+
for token in tokens:
|
| 201 |
+
if token.startswith('##') and combined_tokens:
|
| 202 |
+
combined_tokens[-1] += token[2:]
|
| 203 |
+
else: combined_tokens.append(token)
|
| 204 |
+
|
| 205 |
+
return [f' {t}' for t in map(self.splinter.unsplinter_word, combined_tokens)]
|
| 206 |
+
|
| 207 |
+
|
| 208 |
+
class SplinterBertTokenizerFast(BertTokenizerFast):
|
| 209 |
+
def __init__(self, *args, use_cache=False, **kwargs):
|
| 210 |
+
super().__init__(*args, **kwargs)
|
| 211 |
+
self.splinter = Splinter(splinter_data, use_cache=use_cache)
|
| 212 |
+
self._tokenizer.pre_tokenizer = PreTokenizerSequence([
|
| 213 |
+
self._tokenizer.pre_tokenizer,
|
| 214 |
+
PreTokenizer.custom(SplinterPreTokenizer(self.splinter))
|
| 215 |
+
])
|
| 216 |
+
self._tokenizer.decoder = Decoder.custom(SplinterDecoder(self.splinter))
|
tokenizer_config.json
CHANGED
|
@@ -58,6 +58,9 @@
|
|
| 58 |
"sep_token": "[SEP]",
|
| 59 |
"strip_accents": null,
|
| 60 |
"tokenize_chinese_chars": true,
|
| 61 |
-
"
|
|
|
|
|
|
|
|
|
|
| 62 |
"unk_token": "[UNK]"
|
| 63 |
}
|
|
|
|
| 58 |
"sep_token": "[SEP]",
|
| 59 |
"strip_accents": null,
|
| 60 |
"tokenize_chinese_chars": true,
|
| 61 |
+
"auto_map": {
|
| 62 |
+
"AutoTokenizer": ["", "tokenization_splinter.SplinterBertTokenizerFast"]
|
| 63 |
+
},
|
| 64 |
+
"tokenizer_class": "SplinterBertTokenizerFast",
|
| 65 |
"unk_token": "[UNK]"
|
| 66 |
}
|