Instructions to use WesScivetti/SNACS_Gujarati with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use WesScivetti/SNACS_Gujarati with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("token-classification", model="WesScivetti/SNACS_Gujarati")# Load model directly from transformers import AutoTokenizer, AutoModelForTokenClassification tokenizer = AutoTokenizer.from_pretrained("WesScivetti/SNACS_Gujarati") model = AutoModelForTokenClassification.from_pretrained("WesScivetti/SNACS_Gujarati", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| { | |
| "_name_or_path": "best_models/gu/model", | |
| "architectures": [ | |
| "XLMRobertaForTokenClassification" | |
| ], | |
| "attention_probs_dropout_prob": 0.1, | |
| "bos_token_id": 0, | |
| "classifier_dropout": null, | |
| "eos_token_id": 2, | |
| "hidden_act": "gelu", | |
| "hidden_dropout_prob": 0.1, | |
| "hidden_size": 1024, | |
| "id2label": { | |
| "-100": "None", | |
| "1": "O", | |
| "2": "B-p.Agent-p.Ancillary", | |
| "3": "I-p.Agent-p.Ancillary", | |
| "4": "B-p.Manner-p.Manner", | |
| "5": "B-p.Explanation-p.Explanation", | |
| "6": "B-p.Agent-p.Agent", | |
| "7": "B-p.Theme-p.Gestalt", | |
| "8": "B-p.Time-p.Interval", | |
| "9": "B-p.Identity-p.Identity", | |
| "10": "B-p.Locus-p.Locus", | |
| "11": "B-p.Possessor-p.Possessor", | |
| "12": "B-p.Theme-p.Theme", | |
| "13": "B-p.EndTime-p.EndTime", | |
| "14": "B-p.Whole-p.Locus", | |
| "15": "B-p.Ancillary-p.Ancillary", | |
| "16": "I-p.Ancillary-p.Ancillary", | |
| "17": "B-p.Focus-p.Focus", | |
| "18": "B-p.Experiencer-p.Beneficiary", | |
| "19": "I-p.Experiencer-p.Beneficiary", | |
| "20": "B-p.Topic-p.Identity", | |
| "21": "B-p.Characteristic-p.Characteristic", | |
| "22": "B-p.Time-p.Time", | |
| "23": "B-p.Locus-p.Source", | |
| "24": "B-p.Stuff-p.Stuff", | |
| "25": "B-p.Theme-p.Ancillary", | |
| "26": "B-p.Possession-p.Theme", | |
| "27": "B-p.ComparisonRef-p.ComparisonRef", | |
| "28": "I-p.ComparisonRef-p.ComparisonRef", | |
| "29": "B-p.Causer-p.Causer", | |
| "30": "B-p.Time-p.Gestalt", | |
| "31": "B-p.Experiencer-p.Gestalt", | |
| "32": "B-p.Originator-p.Agent", | |
| "33": "B-p.Experiencer-p.Recipient", | |
| "34": "B-p.Characteristic-p.Identity", | |
| "35": "B-p.Stimulus-p.Source", | |
| "36": "B-p.Gestalt-p.Gestalt", | |
| "37": "B-p.Characteristic-p.Locus", | |
| "38": "B-p.Explanation-p.Source", | |
| "39": "B-p.Direction-p.Direction", | |
| "40": "I-p.Direction-p.Direction", | |
| "41": "B-p.Circumstance-p.Circumstance", | |
| "42": "B-p.Recipient-p.Recipient", | |
| "43": "B-p.`-_", | |
| "44": "B-p.Topic-p.Topic", | |
| "45": "B-p.Beneficiary-p.Recipient", | |
| "46": "B-p.Stimulus-p.Theme", | |
| "47": "B-p.Purpose-p.Purpose", | |
| "48": "B-p.Whole-p.Whole", | |
| "49": "B-p.Source-p.Source", | |
| "50": "B-p.Extent-p.Extent", | |
| "51": "B-p.Whole-p.Source", | |
| "52": "B-p.Time-p.Source", | |
| "53": "B-p.Experiencer-p.Agent", | |
| "54": "B-p.Originator-p.Gestalt", | |
| "55": "B-p.PartPortion-p.PartPortion", | |
| "56": "B-p.Locus-p.Direction", | |
| "57": "I-p.Locus-p.Direction", | |
| "58": "B-p.SocialRel-p.Gestalt", | |
| "59": "B-p.Whole-p.Theme", | |
| "60": "I-p.Locus-p.Locus", | |
| "61": "B-p.ComparisonRef-p.Purpose", | |
| "62": "B-p.Agent-p.Gestalt", | |
| "63": "B-p.Stimulus-p.Explanation", | |
| "64": "B-p.Stimulus-p.Topic", | |
| "65": "B-p.Duration-p.Duration", | |
| "66": "B-p.Frequency-p.Frequency", | |
| "67": "I-p.PartPortion-p.PartPortion", | |
| "68": "B-p.Theme-p.Recipient", | |
| "69": "B-p.Instrument-p.Theme", | |
| "70": "B-p.Means-p.Means", | |
| "71": "B-p.Species-p.Manner", | |
| "72": "B-p.Experiencer-p.Locus", | |
| "73": "I-p.Experiencer-p.Locus", | |
| "74": "B-p.Instrument-p.Instrument", | |
| "75": "B-p.Goal-p.Locus", | |
| "76": "B-p.Circumstance-p.Locus", | |
| "77": "B-p.Possession-p.Locus", | |
| "78": "B-p.SocialRel-p.Recipient", | |
| "79": "B-p.PartPortion-p.Characteristic", | |
| "80": "B-p.Cost-p.Cost", | |
| "81": "B-p.Manner-p.Locus", | |
| "82": "B-p.Agent-p.Locus", | |
| "83": "I-p.Agent-p.Locus", | |
| "84": "B-p.Beneficiary-p.Beneficiary", | |
| "85": "B-p.Manner-p.ComparisonRef", | |
| "86": "I-p.Manner-p.ComparisonRef", | |
| "87": "B-p.Ancillary-p.Theme", | |
| "88": "B-p.ComparisonRef-p.Ancillary", | |
| "89": "B-p.StartTime-p.StartTime", | |
| "90": "B-p.QuantityItem-p.Stuff", | |
| "91": "B-p.PartPortion-p.Source", | |
| "92": "B-p.Theme-p.Instrument", | |
| "93": "B-p.Theme-p.Source", | |
| "94": "B-p.Path-p.Path", | |
| "95": "I-p.Path-p.Path", | |
| "96": "B-p.QuantityItem-p.Gestalt", | |
| "97": "B-p.Manner-p.Source", | |
| "98": "B-p.Locus-p.Gestalt", | |
| "99": "B-p.Stimulus-p.Direction", | |
| "100": "B-p.Duration-p.EndTime", | |
| "101": "B-p.Theme-p.Agent", | |
| "102": "B-p.Characteristic-p.Stuff", | |
| "103": "B-p.Ensemble-p.Ancillary", | |
| "104": "I-p.Explanation-p.Explanation", | |
| "105": "I-p.Goal-p.Locus", | |
| "106": "I-p.Source-p.Source", | |
| "107": "B-p.Explanation-p.Locus", | |
| "108": "I-p.Explanation-p.Locus", | |
| "109": "I-p.Beneficiary-p.Beneficiary", | |
| "110": "B-p.Originator-p.Recipient", | |
| "111": "B-p.Frequency-p.Manner", | |
| "112": "B-p.Locus-p.Whole", | |
| "113": "B-p.ComparisonRef-p.Locus", | |
| "114": "I-p.ComparisonRef-p.Locus", | |
| "115": "B-p.OrgMember-p.Gestalt", | |
| "116": "B-p.Causer-p.Source", | |
| "117": "I-p.Whole-p.Locus", | |
| "118": "B-p.Possessor-p.Locus", | |
| "119": "I-p.Possessor-p.Locus", | |
| "120": "B-p.Gestalt-p.Recipient", | |
| "121": "B-p.StartTime-p.Interval", | |
| "122": "B-p.Source-p.Gestalt", | |
| "123": "B-p.Direction-p.Source", | |
| "124": "B-p.Possession-p.Possession", | |
| "125": "B-p.Goal-p.Goal", | |
| "126": "I-p.Beneficiary-p.Recipient", | |
| "127": "B-p.Frequency-p.Duration", | |
| "128": "B-p.Approximator-p.Approximator", | |
| "129": "B-p.SocialRel-p.Ancillary", | |
| "130": "I-p.SocialRel-p.Ancillary", | |
| "131": "B-p.Frequency-p.Gestalt", | |
| "132": "I-p.Topic-p.Topic", | |
| "133": "I-p.Circumstance-p.Circumstance", | |
| "134": "B-p.Org-p.Gestalt", | |
| "135": "B-p.Path-p.Source", | |
| "136": "B-p.Topic-p.Locus", | |
| "137": "B-p.ComparisonRef-p.Manner", | |
| "138": "B-p.SocialRel-p.Locus", | |
| "139": "B-p.Time-p.Locus", | |
| "140": "B-p.Originator-p.Ancillary", | |
| "141": "B-p.SocialRel-p.Whole", | |
| "142": "B-p.ComparisonRef-p.Source", | |
| "143": "I-p.Approximator-p.Approximator", | |
| "144": "B-p.Recipient-p.Agent", | |
| "145": "B-p.Manner-p.Instrument", | |
| "146": "B-p.Beneficiary-p.Locus", | |
| "147": "B-p.QuantityValue-p.QuantityValue", | |
| "148": "B-p.ComparisonRef-p.Gestalt", | |
| "149": "B-p.Theme-p.Locus", | |
| "150": "B-p.Stimulus-p.Beneficiary", | |
| "151": "B-p.Theme-p.Manner", | |
| "152": "B-p.Circumstance-p.Beneficiary", | |
| "153": "I-p.Circumstance-p.Beneficiary", | |
| "154": "B-p.Manner-p.Gestalt", | |
| "155": "B-p.Interval-p.Interval", | |
| "156": "B-p.Locus-p.Identity", | |
| "157": "I-p.Manner-p.Manner", | |
| "158": "B-p.Locus-p.Path", | |
| "159": "B-p.Ensemble-p.Gestalt", | |
| "160": "B-p.Purpose-p.Gestalt", | |
| "161": "B-p.Ensemble-p.Ensemble", | |
| "162": "B-p.Purpose-p.Identity", | |
| "163": "B-p.Direction-p.Locus", | |
| "164": "I-p.Direction-p.Locus", | |
| "165": "I-p.Theme-p.Locus", | |
| "166": "B-p.Originator-p.Source", | |
| "167": "B-p.Recipient-p.Goal", | |
| "168": "B-p.ComparisonRef-p.Goal", | |
| "169": "B-p.OrgMember-p.Possessor", | |
| "170": "B-p.Cost-p.Locus", | |
| "171": "B-p.Experiencer-p.Goal", | |
| "172": "B-p.QuantityItem-p.Whole", | |
| "173": "B-p.Whole-p.Gestalt", | |
| "174": "B-p.Instrument-p.Path", | |
| "175": "I-p.Instrument-p.Path", | |
| "176": "B-p.Species-p.Species", | |
| "177": "B-p.Org-p.Ancillary", | |
| "178": "I-p.Manner-p.Locus", | |
| "179": "B-p.QuantityItem-p.QuantityItem", | |
| "180": "B-p.Theme-p.Purpose", | |
| "181": "I-p.Extent-p.Extent", | |
| "182": "B-p.Org-p.Beneficiary", | |
| "183": "B-p.Recipient-p.Ancillary", | |
| "184": "B-p.Beneficiary-p.Possessor", | |
| "185": "B-p.Cost-p.Extent", | |
| "186": "I-p.Goal-p.Goal", | |
| "187": "I-p.Manner-p.Source", | |
| "188": "B-p.Characteristic-p.Source", | |
| "189": "I-p.Characteristic-p.Source", | |
| "190": "B-p.Extent-p.Whole", | |
| "191": "I-p.Extent-p.Whole", | |
| "192": "B-p.Theme-p.ComparisonRef", | |
| "193": "I-p.Time-p.Time", | |
| "194": "B-p.Theme-p.Goal", | |
| "195": "B-p.Time-p.Whole", | |
| "196": "B-p.Characteristic-p.Extent", | |
| "197": "B-p.PartPortion-p.ComparisonRef", | |
| "198": "B-p.Stimulus-p.Goal", | |
| "199": "B-p.Experiencer-p.Ancillary", | |
| "200": "B-p.Agent-p.Source", | |
| "201": "I-p.Characteristic-p.Locus", | |
| "202": "B-p.Org-p.Locus", | |
| "203": "I-p.Locus-p.Source", | |
| "204": "B-p.Duration-p.Extent", | |
| "205": "B-p.Possession-p.PartPortion", | |
| "206": "B-p.Direction-p.Goal", | |
| "207": "B-p.Gestalt-p.Locus", | |
| "208": "B-p.Stimulus-p.Force", | |
| "209": "I-p.Purpose-p.Purpose", | |
| "210": "B-p.Beneficiary-p.Theme", | |
| "211": "B-p.Characteristic-p.Goal", | |
| "212": "I-p.Characteristic-p.Goal", | |
| "213": "B-p.Time-p.Goal", | |
| "214": "B-p.Explanation-p.Time", | |
| "215": "B-p.Recipient-p.Gestalt", | |
| "216": "B-p.Instrument-p.Manner", | |
| "217": "B-p.Possession-p.Ancillary", | |
| "218": "I-p.Cost-p.Locus", | |
| "219": "I-p.Circumstance-p.Locus", | |
| "220": "B-p.Path-p.Locus", | |
| "221": "B-p.Beneficiary-p.Goal", | |
| "222": "I-p.QuantityItem-p.Whole", | |
| "223": "B-p.Identity-p.ComparisonRef", | |
| "224": "B-p.Approximator-p.Extent", | |
| "225": "B-p.Extent-p.Identity", | |
| "226": "B-p.Recipient-p.Direction", | |
| "227": "I-p.Org-p.Locus", | |
| "228": "B-p.Beneficiary-p.Gestalt", | |
| "229": "B-p.Possessor-p.Ancillary", | |
| "230": "B-p.OrgMember-p.PartPortion", | |
| "231": "B-p.Frequency-p.Extent", | |
| "232": "B-p.Beneficiary-p.Direction", | |
| "233": "B-p.Manner-p.Extent", | |
| "234": "I-p.Cost-p.Cost", | |
| "235": "B-p.Theme-p.Whole", | |
| "236": "B-p.Purpose-p.Locus", | |
| "237": "B-p.Locus-p.Goal", | |
| "238": "B-p.Force-p.Gestalt", | |
| "239": "B-p.Characteristic-p.Ancillary", | |
| "240": "B-p.Org-p.Instrument", | |
| "241": "B-p.Theme-p.Characteristic", | |
| "242": "B-p.Characteristic-p.Topic", | |
| "243": "I-p.Characteristic-p.Topic", | |
| "244": "I-p.Frequency-p.Manner", | |
| "245": "I-p.Ensemble-p.Ancillary", | |
| "246": "B-p.Locus-p.Ancillary", | |
| "247": "B-p.Org-p.Goal", | |
| "248": "B-p.SetIteration-p.SetIteration", | |
| "249": "B-p.ComparisonRef-p.Beneficiary", | |
| "250": "B-p.PartPortion-p.Goal", | |
| "251": "B-p.Force-p.Force", | |
| "252": "B-p.Topic-p.Goal", | |
| "253": "I-p.Duration-p.Duration", | |
| "254": "B-p.Manner-p.Stuff", | |
| "255": "B-p.Path-p.Goal", | |
| "256": "B-p.Circumstance-p.Path", | |
| "257": "B-p.Gestalt-p.Source", | |
| "258": "B-p.Org-p.Whole", | |
| "259": "B-p.Org-p.Source", | |
| "260": "B-p.Time-p.Extent", | |
| "261": "B-p.Time-p.Duration", | |
| "262": "B-p.Time-p.Direction", | |
| "263": "B-p.Force-p.Source", | |
| "264": "B-p.Gestalt-p.Topic", | |
| "265": "I-p.Whole-p.Whole", | |
| "266": "B-p.Cost-p.Manner", | |
| "267": "B-p.SocialRel-p.Source", | |
| "268": "B-p.Means-p.Path", | |
| "269": "B-p.Originator-p.Instrument", | |
| "270": "B-p.PartPortion-p.Instrument", | |
| "271": "I-p.Possession-p.Possession", | |
| "272": "B-p.Agent-p.Beneficiary", | |
| "273": "B-p.Instrument-p.Locus", | |
| "274": "B-p.Duration-p.Gestalt", | |
| "275": "B-p.Gestalt-p.Purpose", | |
| "276": "B-p.Goal-p.Whole", | |
| "277": "B-p.Whole-p.Circumstance", | |
| "278": "B-p.Purpose-p.Goal", | |
| "279": "B-p.Explanation-p.Manner", | |
| "280": "I-p.Explanation-p.Manner", | |
| "281": "I-p.Time-p.Interval", | |
| "282": "B-p.EndTime-p.Interval", | |
| "283": "B-p.Time-p.Characteristic", | |
| "284": "B-p.Purpose-p.Source", | |
| "285": "B-p.Characteristic-p.Beneficiary", | |
| "286": "I-p.Characteristic-p.Beneficiary", | |
| "287": "B-p.Stimulus-p.Purpose", | |
| "288": "I-p.Beneficiary-p.Locus", | |
| "289": "B-p.Stimulus-p.Locus", | |
| "290": "B-p.Beneficiary-p.Ancillary", | |
| "291": "I-p.Beneficiary-p.Ancillary", | |
| "292": "B-p.Duration-p.Purpose", | |
| "293": "I-p.Characteristic-p.Characteristic", | |
| "294": "B-p.Agent-p.Whole", | |
| "295": "B-p.Goal-p.Circumstance", | |
| "296": "I-p.Locus-p.Path", | |
| "297": "B-p.Stimulus-p.Circumstance", | |
| "298": "B-p.Characteristic-p.ComparisonRef", | |
| "299": "I-p.Stimulus-p.Direction" | |
| }, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 4096, | |
| "label2id": { | |
| "B-p.Agent-p.Agent": 6, | |
| "B-p.Agent-p.Ancillary": 2, | |
| "B-p.Agent-p.Beneficiary": 272, | |
| "B-p.Agent-p.Gestalt": 62, | |
| "B-p.Agent-p.Locus": 82, | |
| "B-p.Agent-p.Source": 200, | |
| "B-p.Agent-p.Whole": 294, | |
| "B-p.Ancillary-p.Ancillary": 15, | |
| "B-p.Ancillary-p.Theme": 87, | |
| "B-p.Approximator-p.Approximator": 128, | |
| "B-p.Approximator-p.Extent": 224, | |
| "B-p.Beneficiary-p.Ancillary": 290, | |
| "B-p.Beneficiary-p.Beneficiary": 84, | |
| "B-p.Beneficiary-p.Direction": 232, | |
| "B-p.Beneficiary-p.Gestalt": 228, | |
| "B-p.Beneficiary-p.Goal": 221, | |
| "B-p.Beneficiary-p.Locus": 146, | |
| "B-p.Beneficiary-p.Possessor": 184, | |
| "B-p.Beneficiary-p.Recipient": 45, | |
| "B-p.Beneficiary-p.Theme": 210, | |
| "B-p.Causer-p.Causer": 29, | |
| "B-p.Causer-p.Source": 116, | |
| "B-p.Characteristic-p.Ancillary": 239, | |
| "B-p.Characteristic-p.Beneficiary": 285, | |
| "B-p.Characteristic-p.Characteristic": 21, | |
| "B-p.Characteristic-p.ComparisonRef": 298, | |
| "B-p.Characteristic-p.Extent": 196, | |
| "B-p.Characteristic-p.Goal": 211, | |
| "B-p.Characteristic-p.Identity": 34, | |
| "B-p.Characteristic-p.Locus": 37, | |
| "B-p.Characteristic-p.Source": 188, | |
| "B-p.Characteristic-p.Stuff": 102, | |
| "B-p.Characteristic-p.Topic": 242, | |
| "B-p.Circumstance-p.Beneficiary": 152, | |
| "B-p.Circumstance-p.Circumstance": 41, | |
| "B-p.Circumstance-p.Locus": 76, | |
| "B-p.Circumstance-p.Path": 256, | |
| "B-p.ComparisonRef-p.Ancillary": 88, | |
| "B-p.ComparisonRef-p.Beneficiary": 249, | |
| "B-p.ComparisonRef-p.ComparisonRef": 27, | |
| "B-p.ComparisonRef-p.Gestalt": 148, | |
| "B-p.ComparisonRef-p.Goal": 168, | |
| "B-p.ComparisonRef-p.Locus": 113, | |
| "B-p.ComparisonRef-p.Manner": 137, | |
| "B-p.ComparisonRef-p.Purpose": 61, | |
| "B-p.ComparisonRef-p.Source": 142, | |
| "B-p.Cost-p.Cost": 80, | |
| "B-p.Cost-p.Extent": 185, | |
| "B-p.Cost-p.Locus": 170, | |
| "B-p.Cost-p.Manner": 266, | |
| "B-p.Direction-p.Direction": 39, | |
| "B-p.Direction-p.Goal": 206, | |
| "B-p.Direction-p.Locus": 163, | |
| "B-p.Direction-p.Source": 123, | |
| "B-p.Duration-p.Duration": 65, | |
| "B-p.Duration-p.EndTime": 100, | |
| "B-p.Duration-p.Extent": 204, | |
| "B-p.Duration-p.Gestalt": 274, | |
| "B-p.Duration-p.Purpose": 292, | |
| "B-p.EndTime-p.EndTime": 13, | |
| "B-p.EndTime-p.Interval": 282, | |
| "B-p.Ensemble-p.Ancillary": 103, | |
| "B-p.Ensemble-p.Ensemble": 161, | |
| "B-p.Ensemble-p.Gestalt": 159, | |
| "B-p.Experiencer-p.Agent": 53, | |
| "B-p.Experiencer-p.Ancillary": 199, | |
| "B-p.Experiencer-p.Beneficiary": 18, | |
| "B-p.Experiencer-p.Gestalt": 31, | |
| "B-p.Experiencer-p.Goal": 171, | |
| "B-p.Experiencer-p.Locus": 72, | |
| "B-p.Experiencer-p.Recipient": 33, | |
| "B-p.Explanation-p.Explanation": 5, | |
| "B-p.Explanation-p.Locus": 107, | |
| "B-p.Explanation-p.Manner": 279, | |
| "B-p.Explanation-p.Source": 38, | |
| "B-p.Explanation-p.Time": 214, | |
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| } | |