File size: 20,776 Bytes
1033c08 e84ed90 1033c08 e84ed90 1033c08 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756 757 758 759 760 761 762 763 764 765 766 767 |
{
"_name_or_path": "microsoft/deberta-v3-small",
"architectures": [
"DebertaV2ForSequenceClassification"
],
"attention_probs_dropout_prob": 0.1,
"hidden_act": "gelu",
"hidden_dropout_prob": 0.1,
"hidden_size": 768,
"id2label": {
"0": "Environment",
"1": "Conservation",
"2": "Water Resources",
"3": "Natural Resources",
"4": "Land Management",
"5": "Wildlife",
"6": "Ecosystems",
"7": "Forestry",
"8": "Food",
"9": "Agriculture",
"10": "Business",
"11": "Marketing",
"12": "Economy",
"13": "Sustainability",
"14": "Environmental Conservation",
"15": "Water Quality",
"16": "Invasive Species",
"17": "Wildlife Management",
"18": "Public Health",
"19": "Environmental Protection",
"20": "Conservation Efforts",
"21": "Innovation",
"22": "Technology",
"23": "Youth Development",
"24": "Government",
"25": "Grants",
"26": "Funding",
"27": "Policy",
"28": "Nature",
"29": "Science",
"30": "Research",
"31": "Development",
"32": "Energy",
"33": "Water Management",
"34": "Infrastructure",
"35": "Restoration",
"36": "Partnerships",
"37": "Collaboration",
"38": "Education",
"39": "Language",
"40": "Teaching",
"41": "Professional Development",
"42": "Community Development",
"43": "Inclusion",
"44": "Capacity Building",
"45": "Public Diplomacy",
"46": "International Relations",
"47": "Pakistan",
"48": "Health",
"49": "Nutrition",
"50": "Government Programs",
"51": "Wildlife Conservation",
"52": "Media",
"53": "Social Justice",
"54": "Economic Development",
"55": "Climate Change",
"56": "Human Rights",
"57": "Religion",
"58": "Leadership",
"59": "Law Enforcement",
"60": "International Cooperation",
"61": "Communication",
"62": "Historic Preservation",
"63": "Cultural Heritage",
"64": "Small Business",
"65": "Cultural Exchange",
"66": "Management",
"67": "Ecosystem",
"68": "History",
"69": "National Parks",
"70": "Philosophy",
"71": "Culture",
"72": "Community Engagement",
"73": "Ecosystem Management",
"74": "Preservation",
"75": "Ecosystem Restoration",
"76": "Natural Resource Management",
"77": "Ecology",
"78": "Habitat Restoration",
"79": "Environmental Science",
"80": "Biodiversity",
"81": "Environmental",
"82": "Endangered Species",
"83": "Biology",
"84": "Public Lands",
"85": "Workforce Development",
"86": "Environmental Education",
"87": "Partnership",
"88": "Architecture",
"89": "Training",
"90": "Pattern Formation and Solitons",
"91": "Chemical Physics",
"92": "Molecular Networks",
"93": "High Energy Physics Phenomenology",
"94": "High Energy Physics Lattice",
"95": "Nuclear Theory",
"96": "Quantum Algebra",
"97": "Mathematical Physics",
"98": "Quantum Physics",
"99": "Information Theory",
"100": "High Energy Physics Experiment",
"101": "Nuclear Experiment",
"102": "High Energy Physics Theory",
"103": "Representation Theory",
"104": "Soft Condensed Matter",
"105": "Fluid Dynamics",
"106": "Operator Algebras",
"107": "Chaotic Dynamics",
"108": "Other Condensed Matter",
"109": "Optics",
"110": "Dynamical Systems",
"111": "Analysis of PDEs",
"112": "Astrophysics",
"113": "General Relativity and Quantum Cosmology",
"114": "Classical Physics",
"115": "Statistical Mechanics",
"116": "Biological Physics",
"117": "Data Analysis, Statistics and Probability",
"118": "Biomolecules",
"119": "Geometric Topology",
"120": "Computational Complexity",
"121": "Artificial Intelligence",
"122": "Populations and Evolution",
"123": "Statistics Theory",
"124": "Probability",
"125": "Classical Analysis",
"126": "Exactly Solvable and Integrable Systems",
"127": "Atomic Physics",
"128": "Differential Geometry",
"129": "General Physics",
"130": "Superconductivity",
"131": "Mesoscale and Nanoscale Physics",
"132": "Materials Science",
"133": "Networking and Internet Architecture",
"134": "Combinatorics",
"135": "Commutative Algebra",
"136": "Algebraic Geometry",
"137": "Machine Learning",
"138": "Instrumentation and Detectors",
"139": "Number Theory",
"140": "Symplectic Geometry",
"141": "Disordered Systems and Neural Networks",
"142": "Strongly Correlated Electrons",
"143": "Discrete Mathematics",
"144": "Physics and Society",
"145": "Functional Analysis",
"146": "Numerical Analysis",
"147": "Computational Physics",
"148": "Plasma Physics",
"149": "Logic",
"150": "Rings and Algebras",
"151": "Metric Geometry",
"152": "Group Theory",
"153": "Quantitative Methods",
"154": "K-Theory and Homology",
"155": "Complex Variables",
"156": "Optimization and Control",
"157": "Data Structures and Algorithms",
"158": "Algebraic Topology",
"159": "General Mathematics",
"160": "Mental Health",
"161": "Psychology",
"162": "Neuroscience",
"163": "Coronavirus",
"164": "Biotechnology",
"165": "Brain",
"166": "Wellness",
"167": "Society",
"168": "Nonfiction",
"169": "Books",
"170": "Entrepreneurship",
"171": "Writing",
"172": "Productivity",
"173": "Self Improvement",
"174": "Personal Development",
"175": "Startup",
"176": "Storytelling",
"177": "Fiction",
"178": "Creativity",
"179": "Covid 19",
"180": "Motivation",
"181": "Life",
"182": "Lifestyle",
"183": "Work",
"184": "Writing Tips",
"185": "Art",
"186": "Humor",
"187": "Blogging",
"188": "Exploratory Data Analysis",
"189": "Dashboard",
"190": "Plotly",
"191": "Visualization",
"192": "Data Analysis",
"193": "Apple",
"194": "Google",
"195": "Facebook",
"196": "Amazon",
"197": "Life Lessons",
"198": "Social Media",
"199": "AI",
"200": "Future",
"201": "Computer Vision",
"202": "Journalism",
"203": "Medium",
"204": "Self-awareness",
"205": "Interview",
"206": "Fitness",
"207": "Freelancing",
"208": "Inspiration",
"209": "Time Management",
"210": "Big Data",
"211": "Cloud Computing",
"212": "Kubernetes",
"213": "Google Cloud Platform",
"214": "Economics",
"215": "Money",
"216": "Python",
"217": "Data Science",
"218": "Design",
"219": "Self",
"220": "Renewable Energy",
"221": "Vegan",
"222": "Success",
"223": "AWS",
"224": "Mobile App Development",
"225": "Microservices",
"226": "Depression",
"227": "Medicine",
"228": "Healthcare",
"229": "Software Engineering",
"230": "Software Development",
"231": "Programming",
"232": "Poetry",
"233": "Writing Life",
"234": "Advice",
"235": "Content Marketing",
"236": "Space",
"237": "Music",
"238": "Algorithms",
"239": "Towards Data Science",
"240": "Analytics",
"241": "Equality",
"242": "Literature",
"243": "Love",
"244": "Reading",
"245": "Personal Growth",
"246": "Jupyter Notebook",
"247": "Docker",
"248": "Learning",
"249": "Relationships",
"250": "Book Review",
"251": "Advertising",
"252": "Astronomy",
"253": "Diversity",
"254": "LGBTQ",
"255": "Branding",
"256": "Entrepreneur",
"257": "Happiness",
"258": "The Nuance",
"259": "Blockchain",
"260": "Family",
"261": "Image Processing",
"262": "Mindfulness",
"263": "Ideas",
"264": "Body",
"265": "Finance",
"266": "Digital Marketing",
"267": "Matplotlib",
"268": "Data Visualization",
"269": "Entertainment",
"270": "Politics",
"271": "Short Story",
"272": "Trust",
"273": "Engineering",
"274": "Writer",
"275": "This Happened To Me",
"276": "Gaming",
"277": "Java",
"278": "DevOps",
"279": "Publishing",
"280": "Anxiety",
"281": "Design Thinking",
"282": "UX",
"283": "Tech",
"284": "Deep Learning",
"285": "JavaScript",
"286": "Neural Networks",
"287": "Product Design",
"288": "Writers On Writing",
"289": "Women",
"290": "React",
"291": "Data Engineering",
"292": "Robotics",
"293": "Coding",
"294": "Industry",
"295": "Children",
"296": "Spirituality",
"297": "User Experience",
"298": "UI",
"299": "Product Management",
"300": "Careers",
"301": "NLP",
"302": "Business Intelligence",
"303": "People",
"304": "Growth",
"305": "TensorFlow",
"306": "News",
"307": "Csharp",
"308": "Design Patterns",
"309": "Kaggle",
"310": "UX Design",
"311": "Work Life Balance",
"312": "Parenting",
"313": "Automation",
"314": "Pandemic",
"315": "iOS",
"316": "Startup Lessons",
"317": "Film",
"318": "Computer Science",
"319": "Satire",
"320": "Cryptocurrency",
"321": "Privacy",
"322": "Bitcoin",
"323": "Software",
"324": "Venture Capital",
"325": "Strategy",
"326": "Data",
"327": "Pandas",
"328": "Essay",
"329": "Open Source",
"330": "API",
"331": "Chemistry",
"332": "Higher Education",
"333": "Microsoft",
"334": "Habits",
"335": "Investing",
"336": "Spark",
"337": "Christianity",
"338": "Web Development",
"339": "Typescript",
"340": "Vuejs",
"341": "Travel",
"342": "Tourism",
"343": "Sexuality",
"344": "Statistics",
"345": "Addiction",
"346": "Community",
"347": "Climate",
"348": "Television",
"349": "Sports",
"350": "New York",
"351": "Nodejs",
"352": "Mathematics",
"353": "Transportation",
"354": "Physics",
"355": "Cities",
"356": "Biography",
"357": "Accessibility",
"358": "Safety",
"359": "Geography",
"360": "Royalty",
"361": "War",
"362": "Europe"
},
"initializer_range": 0.02,
"intermediate_size": 3072,
"label2id": {
"AI": 199,
"API": 330,
"AWS": 223,
"Accessibility": 357,
"Addiction": 345,
"Advertising": 251,
"Advice": 234,
"Agriculture": 9,
"Algebraic Geometry": 136,
"Algebraic Topology": 158,
"Algorithms": 238,
"Amazon": 196,
"Analysis of PDEs": 111,
"Analytics": 240,
"Anxiety": 280,
"Apple": 193,
"Architecture": 88,
"Art": 185,
"Artificial Intelligence": 121,
"Astronomy": 252,
"Astrophysics": 112,
"Atomic Physics": 127,
"Automation": 313,
"Big Data": 210,
"Biodiversity": 80,
"Biography": 356,
"Biological Physics": 116,
"Biology": 83,
"Biomolecules": 118,
"Biotechnology": 164,
"Bitcoin": 322,
"Blockchain": 259,
"Blogging": 187,
"Body": 264,
"Book Review": 250,
"Books": 169,
"Brain": 165,
"Branding": 255,
"Business": 10,
"Business Intelligence": 302,
"Capacity Building": 44,
"Careers": 300,
"Chaotic Dynamics": 107,
"Chemical Physics": 91,
"Chemistry": 331,
"Children": 295,
"Christianity": 337,
"Cities": 355,
"Classical Analysis": 125,
"Classical Physics": 114,
"Climate": 347,
"Climate Change": 55,
"Cloud Computing": 211,
"Coding": 293,
"Collaboration": 37,
"Combinatorics": 134,
"Communication": 61,
"Community": 346,
"Community Development": 42,
"Community Engagement": 72,
"Commutative Algebra": 135,
"Complex Variables": 155,
"Computational Complexity": 120,
"Computational Physics": 147,
"Computer Science": 318,
"Computer Vision": 201,
"Conservation": 1,
"Conservation Efforts": 20,
"Content Marketing": 235,
"Coronavirus": 163,
"Covid 19": 179,
"Creativity": 178,
"Cryptocurrency": 320,
"Csharp": 307,
"Cultural Exchange": 65,
"Cultural Heritage": 63,
"Culture": 71,
"Dashboard": 189,
"Data": 326,
"Data Analysis": 192,
"Data Analysis, Statistics and Probability": 117,
"Data Engineering": 291,
"Data Science": 217,
"Data Structures and Algorithms": 157,
"Data Visualization": 268,
"Deep Learning": 284,
"Depression": 226,
"Design": 218,
"Design Patterns": 308,
"Design Thinking": 281,
"DevOps": 278,
"Development": 31,
"Differential Geometry": 128,
"Digital Marketing": 266,
"Discrete Mathematics": 143,
"Disordered Systems and Neural Networks": 141,
"Diversity": 253,
"Docker": 247,
"Dynamical Systems": 110,
"Ecology": 77,
"Economic Development": 54,
"Economics": 214,
"Economy": 12,
"Ecosystem": 67,
"Ecosystem Management": 73,
"Ecosystem Restoration": 75,
"Ecosystems": 6,
"Education": 38,
"Endangered Species": 82,
"Energy": 32,
"Engineering": 273,
"Entertainment": 269,
"Entrepreneur": 256,
"Entrepreneurship": 170,
"Environment": 0,
"Environmental": 81,
"Environmental Conservation": 14,
"Environmental Education": 86,
"Environmental Protection": 19,
"Environmental Science": 79,
"Equality": 241,
"Essay": 328,
"Europe": 362,
"Exactly Solvable and Integrable Systems": 126,
"Exploratory Data Analysis": 188,
"Facebook": 195,
"Family": 260,
"Fiction": 177,
"Film": 317,
"Finance": 265,
"Fitness": 206,
"Fluid Dynamics": 105,
"Food": 8,
"Forestry": 7,
"Freelancing": 207,
"Functional Analysis": 145,
"Funding": 26,
"Future": 200,
"Gaming": 276,
"General Mathematics": 159,
"General Physics": 129,
"General Relativity and Quantum Cosmology": 113,
"Geography": 359,
"Geometric Topology": 119,
"Google": 194,
"Google Cloud Platform": 213,
"Government": 24,
"Government Programs": 50,
"Grants": 25,
"Group Theory": 152,
"Growth": 304,
"Habitat Restoration": 78,
"Habits": 334,
"Happiness": 257,
"Health": 48,
"Healthcare": 228,
"High Energy Physics Experiment": 100,
"High Energy Physics Lattice": 94,
"High Energy Physics Phenomenology": 93,
"High Energy Physics Theory": 102,
"Higher Education": 332,
"Historic Preservation": 62,
"History": 68,
"Human Rights": 56,
"Humor": 186,
"Ideas": 263,
"Image Processing": 261,
"Inclusion": 43,
"Industry": 294,
"Information Theory": 99,
"Infrastructure": 34,
"Innovation": 21,
"Inspiration": 208,
"Instrumentation and Detectors": 138,
"International Cooperation": 60,
"International Relations": 46,
"Interview": 205,
"Invasive Species": 16,
"Investing": 335,
"Java": 277,
"JavaScript": 285,
"Journalism": 202,
"Jupyter Notebook": 246,
"K-Theory and Homology": 154,
"Kaggle": 309,
"Kubernetes": 212,
"LGBTQ": 254,
"Land Management": 4,
"Language": 39,
"Law Enforcement": 59,
"Leadership": 58,
"Learning": 248,
"Life": 181,
"Life Lessons": 197,
"Lifestyle": 182,
"Literature": 242,
"Logic": 149,
"Love": 243,
"Machine Learning": 137,
"Management": 66,
"Marketing": 11,
"Materials Science": 132,
"Mathematical Physics": 97,
"Mathematics": 352,
"Matplotlib": 267,
"Media": 52,
"Medicine": 227,
"Medium": 203,
"Mental Health": 160,
"Mesoscale and Nanoscale Physics": 131,
"Metric Geometry": 151,
"Microservices": 225,
"Microsoft": 333,
"Mindfulness": 262,
"Mobile App Development": 224,
"Molecular Networks": 92,
"Money": 215,
"Motivation": 180,
"Music": 237,
"NLP": 301,
"National Parks": 69,
"Natural Resource Management": 76,
"Natural Resources": 3,
"Nature": 28,
"Networking and Internet Architecture": 133,
"Neural Networks": 286,
"Neuroscience": 162,
"New York": 350,
"News": 306,
"Nodejs": 351,
"Nonfiction": 168,
"Nuclear Experiment": 101,
"Nuclear Theory": 95,
"Number Theory": 139,
"Numerical Analysis": 146,
"Nutrition": 49,
"Open Source": 329,
"Operator Algebras": 106,
"Optics": 109,
"Optimization and Control": 156,
"Other Condensed Matter": 108,
"Pakistan": 47,
"Pandas": 327,
"Pandemic": 314,
"Parenting": 312,
"Partnership": 87,
"Partnerships": 36,
"Pattern Formation and Solitons": 90,
"People": 303,
"Personal Development": 174,
"Personal Growth": 245,
"Philosophy": 70,
"Physics": 354,
"Physics and Society": 144,
"Plasma Physics": 148,
"Plotly": 190,
"Poetry": 232,
"Policy": 27,
"Politics": 270,
"Populations and Evolution": 122,
"Preservation": 74,
"Privacy": 321,
"Probability": 124,
"Product Design": 287,
"Product Management": 299,
"Productivity": 172,
"Professional Development": 41,
"Programming": 231,
"Psychology": 161,
"Public Diplomacy": 45,
"Public Health": 18,
"Public Lands": 84,
"Publishing": 279,
"Python": 216,
"Quantitative Methods": 153,
"Quantum Algebra": 96,
"Quantum Physics": 98,
"React": 290,
"Reading": 244,
"Relationships": 249,
"Religion": 57,
"Renewable Energy": 220,
"Representation Theory": 103,
"Research": 30,
"Restoration": 35,
"Rings and Algebras": 150,
"Robotics": 292,
"Royalty": 360,
"Safety": 358,
"Satire": 319,
"Science": 29,
"Self": 219,
"Self Improvement": 173,
"Self-awareness": 204,
"Sexuality": 343,
"Short Story": 271,
"Small Business": 64,
"Social Justice": 53,
"Social Media": 198,
"Society": 167,
"Soft Condensed Matter": 104,
"Software": 323,
"Software Development": 230,
"Software Engineering": 229,
"Space": 236,
"Spark": 336,
"Spirituality": 296,
"Sports": 349,
"Startup": 175,
"Startup Lessons": 316,
"Statistical Mechanics": 115,
"Statistics": 344,
"Statistics Theory": 123,
"Storytelling": 176,
"Strategy": 325,
"Strongly Correlated Electrons": 142,
"Success": 222,
"Superconductivity": 130,
"Sustainability": 13,
"Symplectic Geometry": 140,
"Teaching": 40,
"Tech": 283,
"Technology": 22,
"Television": 348,
"TensorFlow": 305,
"The Nuance": 258,
"This Happened To Me": 275,
"Time Management": 209,
"Tourism": 342,
"Towards Data Science": 239,
"Training": 89,
"Transportation": 353,
"Travel": 341,
"Trust": 272,
"Typescript": 339,
"UI": 298,
"UX": 282,
"UX Design": 310,
"User Experience": 297,
"Vegan": 221,
"Venture Capital": 324,
"Visualization": 191,
"Vuejs": 340,
"War": 361,
"Water Management": 33,
"Water Quality": 15,
"Water Resources": 2,
"Web Development": 338,
"Wellness": 166,
"Wildlife": 5,
"Wildlife Conservation": 51,
"Wildlife Management": 17,
"Women": 289,
"Work": 183,
"Work Life Balance": 311,
"Workforce Development": 85,
"Writer": 274,
"Writers On Writing": 288,
"Writing": 171,
"Writing Life": 233,
"Writing Tips": 184,
"Youth Development": 23,
"iOS": 315
},
"layer_norm_eps": 1e-07,
"max_position_embeddings": 512,
"max_relative_positions": -1,
"model_type": "deberta-v2",
"norm_rel_ebd": "layer_norm",
"num_attention_heads": 12,
"num_hidden_layers": 6,
"pad_token_id": 0,
"pooler_dropout": 0,
"pooler_hidden_act": "gelu",
"pooler_hidden_size": 768,
"pos_att_type": [
"p2c",
"c2p"
],
"position_biased_input": false,
"position_buckets": 256,
"problem_type": "multi_label_classification",
"relative_attention": true,
"share_att_key": true,
"torch_dtype": "float32",
"transformers_version": "4.41.2",
"type_vocab_size": 0,
"vocab_size": 128100
}
|