Upload folder using huggingface_hub
Browse files- added_tokens.json +3 -0
- config.json +1083 -0
- model.safetensors +3 -0
- optimizer.pt +3 -0
- rng_state.pth +3 -0
- scheduler.pt +3 -0
- special_tokens_map.json +15 -0
- spm.model +3 -0
- tokenizer.json +0 -0
- tokenizer_config.json +59 -0
- trainer_state.json +515 -0
- training_args.bin +3 -0
added_tokens.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"[MASK]": 128000
|
| 3 |
+
}
|
config.json
ADDED
|
@@ -0,0 +1,1083 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "microsoft/deberta-v3-small",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"DebertaV2ForSequenceClassification"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.1,
|
| 7 |
+
"hidden_act": "gelu",
|
| 8 |
+
"hidden_dropout_prob": 0.1,
|
| 9 |
+
"hidden_size": 768,
|
| 10 |
+
"id2label": {
|
| 11 |
+
"0": "#teamamex",
|
| 12 |
+
"1": "#withamex",
|
| 13 |
+
"2": "2023 pacesetters",
|
| 14 |
+
"3": "9.11",
|
| 15 |
+
"4": "a2a",
|
| 16 |
+
"5": "accelerator program",
|
| 17 |
+
"6": "acceptance rate",
|
| 18 |
+
"7": "accessibility",
|
| 19 |
+
"8": "account-to-account payments",
|
| 20 |
+
"9": "acquisition",
|
| 21 |
+
"10": "adaptability",
|
| 22 |
+
"11": "adaptation",
|
| 23 |
+
"12": "advertising platform",
|
| 24 |
+
"13": "affluent segment",
|
| 25 |
+
"14": "africa fintech accelerator program",
|
| 26 |
+
"15": "ai",
|
| 27 |
+
"16": "ai music studio",
|
| 28 |
+
"17": "allyship",
|
| 29 |
+
"18": "american express experience",
|
| 30 |
+
"19": "american express records",
|
| 31 |
+
"20": "amex foundation",
|
| 32 |
+
"21": "amex offers",
|
| 33 |
+
"22": "analytics",
|
| 34 |
+
"23": "anniversary",
|
| 35 |
+
"24": "announcement",
|
| 36 |
+
"25": "annual report",
|
| 37 |
+
"26": "apac",
|
| 38 |
+
"27": "app",
|
| 39 |
+
"28": "approval rates",
|
| 40 |
+
"29": "ar financing",
|
| 41 |
+
"30": "ar/vr",
|
| 42 |
+
"31": "art & artists",
|
| 43 |
+
"32": "article",
|
| 44 |
+
"33": "artist accelerator",
|
| 45 |
+
"34": "asia",
|
| 46 |
+
"35": "atlanta",
|
| 47 |
+
"36": "authentication",
|
| 48 |
+
"37": "authorization",
|
| 49 |
+
"38": "automated accounts payable",
|
| 50 |
+
"39": "automated payments",
|
| 51 |
+
"40": "automation",
|
| 52 |
+
"41": "award",
|
| 53 |
+
"42": "b2b",
|
| 54 |
+
"43": "b2b payments",
|
| 55 |
+
"44": "b2c",
|
| 56 |
+
"45": "back to school",
|
| 57 |
+
"46": "backing historic small restaurants",
|
| 58 |
+
"47": "backing small businesses",
|
| 59 |
+
"48": "bank of china",
|
| 60 |
+
"49": "bank transfer",
|
| 61 |
+
"50": "banking",
|
| 62 |
+
"51": "barbenheimer",
|
| 63 |
+
"52": "big business",
|
| 64 |
+
"53": "biometrics",
|
| 65 |
+
"54": "bipoc",
|
| 66 |
+
"55": "black scholars summit",
|
| 67 |
+
"56": "blockchain",
|
| 68 |
+
"57": "blog",
|
| 69 |
+
"58": "bnpl",
|
| 70 |
+
"59": "borderless payments",
|
| 71 |
+
"60": "bragging/award",
|
| 72 |
+
"61": "brand",
|
| 73 |
+
"62": "brand audit",
|
| 74 |
+
"63": "brand recognition",
|
| 75 |
+
"64": "branding",
|
| 76 |
+
"65": "breadth of acceptance",
|
| 77 |
+
"66": "bsthydepark",
|
| 78 |
+
"67": "burnout",
|
| 79 |
+
"68": "business banking",
|
| 80 |
+
"69": "business checking",
|
| 81 |
+
"70": "business class",
|
| 82 |
+
"71": "business class for merchants",
|
| 83 |
+
"72": "business growth",
|
| 84 |
+
"73": "business intelligence platform",
|
| 85 |
+
"74": "business line of credit",
|
| 86 |
+
"75": "business review",
|
| 87 |
+
"76": "business savings suit",
|
| 88 |
+
"77": "business travel",
|
| 89 |
+
"78": "business travel show",
|
| 90 |
+
"79": "cancer research",
|
| 91 |
+
"80": "card benefits",
|
| 92 |
+
"81": "cardholder expectations",
|
| 93 |
+
"82": "career growth",
|
| 94 |
+
"83": "cash flow",
|
| 95 |
+
"84": "cash flow tools",
|
| 96 |
+
"85": "cashless",
|
| 97 |
+
"86": "centurion lounge",
|
| 98 |
+
"87": "ceo of the year",
|
| 99 |
+
"88": "certification",
|
| 100 |
+
"89": "change",
|
| 101 |
+
"90": "chargebacks",
|
| 102 |
+
"91": "charity",
|
| 103 |
+
"92": "city assist/home team advantage",
|
| 104 |
+
"93": "city planning",
|
| 105 |
+
"94": "click & mortar",
|
| 106 |
+
"95": "click to pay",
|
| 107 |
+
"96": "climate change/sustainabilty",
|
| 108 |
+
"97": "cloud",
|
| 109 |
+
"98": "co2 connect",
|
| 110 |
+
"99": "coachella",
|
| 111 |
+
"100": "collaboration",
|
| 112 |
+
"101": "commerce",
|
| 113 |
+
"102": "commercial payments",
|
| 114 |
+
"103": "commercial space flight",
|
| 115 |
+
"104": "community",
|
| 116 |
+
"105": "community engagement",
|
| 117 |
+
"106": "community growth acceleration program",
|
| 118 |
+
"107": "company birthday",
|
| 119 |
+
"108": "company culture",
|
| 120 |
+
"109": "competition",
|
| 121 |
+
"110": "competitive fees",
|
| 122 |
+
"111": "compliance regulation",
|
| 123 |
+
"112": "concerts",
|
| 124 |
+
"113": "conference/summit",
|
| 125 |
+
"114": "connected commerce",
|
| 126 |
+
"115": "consumer confidence & trust",
|
| 127 |
+
"116": "contactless",
|
| 128 |
+
"117": "contactless payments",
|
| 129 |
+
"118": "content creation",
|
| 130 |
+
"119": "contest",
|
| 131 |
+
"120": "convenience",
|
| 132 |
+
"121": "coporate social responsibility",
|
| 133 |
+
"122": "corporate card",
|
| 134 |
+
"123": "covid",
|
| 135 |
+
"124": "credit access",
|
| 136 |
+
"125": "cross border",
|
| 137 |
+
"126": "cross border payments",
|
| 138 |
+
"127": "cruise industry",
|
| 139 |
+
"128": "crypto",
|
| 140 |
+
"129": "cultural signals",
|
| 141 |
+
"130": "custom functionality",
|
| 142 |
+
"131": "customer centric",
|
| 143 |
+
"132": "customer expectations",
|
| 144 |
+
"133": "customer service week",
|
| 145 |
+
"134": "customer support",
|
| 146 |
+
"135": "customization",
|
| 147 |
+
"136": "cyber threats",
|
| 148 |
+
"137": "cybersecurity/privacy",
|
| 149 |
+
"138": "data",
|
| 150 |
+
"139": "data flow",
|
| 151 |
+
"140": "data management",
|
| 152 |
+
"141": "data privacy",
|
| 153 |
+
"142": "data transparency",
|
| 154 |
+
"143": "davos",
|
| 155 |
+
"144": "debit",
|
| 156 |
+
"145": "dedicated specalists",
|
| 157 |
+
"146": "dee hock day",
|
| 158 |
+
"147": "dei",
|
| 159 |
+
"148": "differentation",
|
| 160 |
+
"149": "digital",
|
| 161 |
+
"150": "digital acceleration",
|
| 162 |
+
"151": "digital currency/cbdc/crypto",
|
| 163 |
+
"152": "digital customer service",
|
| 164 |
+
"153": "digital doors",
|
| 165 |
+
"154": "digital event",
|
| 166 |
+
"155": "digital identity",
|
| 167 |
+
"156": "digital payments",
|
| 168 |
+
"157": "digital wallet",
|
| 169 |
+
"158": "digitization",
|
| 170 |
+
"159": "discount",
|
| 171 |
+
"160": "dispute management",
|
| 172 |
+
"161": "disruption management",
|
| 173 |
+
"162": "diversity",
|
| 174 |
+
"163": "docusign",
|
| 175 |
+
"164": "donation",
|
| 176 |
+
"165": "double entry accounting",
|
| 177 |
+
"166": "earnings",
|
| 178 |
+
"167": "earth month/day",
|
| 179 |
+
"168": "easy",
|
| 180 |
+
"169": "eclipse",
|
| 181 |
+
"170": "ecommerce",
|
| 182 |
+
"171": "economic growth",
|
| 183 |
+
"172": "economic outlook",
|
| 184 |
+
"173": "embedded finance",
|
| 185 |
+
"174": "embrace equity",
|
| 186 |
+
"175": "embracing change",
|
| 187 |
+
"176": "emea",
|
| 188 |
+
"177": "emerging tech",
|
| 189 |
+
"178": "employee appreciation",
|
| 190 |
+
"179": "employee award",
|
| 191 |
+
"180": "employee benefit",
|
| 192 |
+
"181": "employee moral",
|
| 193 |
+
"182": "employee motivation",
|
| 194 |
+
"183": "employee promotion",
|
| 195 |
+
"184": "employee recogniton",
|
| 196 |
+
"185": "employee satisfaction",
|
| 197 |
+
"186": "employee theft",
|
| 198 |
+
"187": "employee wellbeing",
|
| 199 |
+
"188": "employees",
|
| 200 |
+
"189": "energy, mining & marine",
|
| 201 |
+
"190": "entertainment",
|
| 202 |
+
"191": "equitably",
|
| 203 |
+
"192": "esg",
|
| 204 |
+
"193": "eu",
|
| 205 |
+
"194": "event",
|
| 206 |
+
"195": "everywhere initiative",
|
| 207 |
+
"196": "evolve",
|
| 208 |
+
"197": "evs",
|
| 209 |
+
"198": "expansion",
|
| 210 |
+
"199": "expense management",
|
| 211 |
+
"200": "expense reports",
|
| 212 |
+
"201": "expert panel",
|
| 213 |
+
"202": "false declines",
|
| 214 |
+
"203": "fastest growing network",
|
| 215 |
+
"204": "feature",
|
| 216 |
+
"205": "featured artist",
|
| 217 |
+
"206": "featured celebrity",
|
| 218 |
+
"207": "featured charity",
|
| 219 |
+
"208": "featured client",
|
| 220 |
+
"209": "featured customer",
|
| 221 |
+
"210": "featured employee",
|
| 222 |
+
"211": "featured partner",
|
| 223 |
+
"212": "featured product/service",
|
| 224 |
+
"213": "featured project/ service",
|
| 225 |
+
"214": "featured sme",
|
| 226 |
+
"215": "featured winner",
|
| 227 |
+
"216": "fifa women\u2019s world cup",
|
| 228 |
+
"217": "financial education",
|
| 229 |
+
"218": "financially-smart kids",
|
| 230 |
+
"219": "financing",
|
| 231 |
+
"220": "fintech",
|
| 232 |
+
"221": "flexible credential",
|
| 233 |
+
"222": "flexible partnership",
|
| 234 |
+
"223": "flexible workplace",
|
| 235 |
+
"224": "follow",
|
| 236 |
+
"225": "food",
|
| 237 |
+
"226": "former employees",
|
| 238 |
+
"227": "fraud & security",
|
| 239 |
+
"228": "freelance/gig workers",
|
| 240 |
+
"229": "fx's the bear",
|
| 241 |
+
"230": "g7",
|
| 242 |
+
"231": "gamers",
|
| 243 |
+
"232": "gaming",
|
| 244 |
+
"233": "gartner's data and analytics summit",
|
| 245 |
+
"234": "gen alpha",
|
| 246 |
+
"235": "gen z",
|
| 247 |
+
"236": "gender equality",
|
| 248 |
+
"237": "general/business growth",
|
| 249 |
+
"238": "get paid series",
|
| 250 |
+
"239": "give away",
|
| 251 |
+
"240": "giving tuesday",
|
| 252 |
+
"241": "global",
|
| 253 |
+
"242": "global meetings industry day",
|
| 254 |
+
"243": "global reach",
|
| 255 |
+
"244": "global volunteer month",
|
| 256 |
+
"245": "gma",
|
| 257 |
+
"246": "goal setting",
|
| 258 |
+
"247": "government",
|
| 259 |
+
"248": "grant",
|
| 260 |
+
"249": "growth",
|
| 261 |
+
"250": "health & wellness",
|
| 262 |
+
"251": "healthcare",
|
| 263 |
+
"252": "help line",
|
| 264 |
+
"253": "high speed rail",
|
| 265 |
+
"254": "hiring",
|
| 266 |
+
"255": "history",
|
| 267 |
+
"256": "holiday",
|
| 268 |
+
"257": "human interest",
|
| 269 |
+
"258": "ig live",
|
| 270 |
+
"259": "in vehicle",
|
| 271 |
+
"260": "in-person meeting",
|
| 272 |
+
"261": "in-store retail",
|
| 273 |
+
"262": "incentive travel",
|
| 274 |
+
"263": "inclusion",
|
| 275 |
+
"264": "inclusivity",
|
| 276 |
+
"265": "independent bookstores",
|
| 277 |
+
"266": "industry event",
|
| 278 |
+
"267": "inflation",
|
| 279 |
+
"268": "infographic",
|
| 280 |
+
"269": "informal economy",
|
| 281 |
+
"270": "innovation",
|
| 282 |
+
"271": "insights, tips, and trends",
|
| 283 |
+
"272": "installment financing",
|
| 284 |
+
"273": "installments",
|
| 285 |
+
"274": "instant payments",
|
| 286 |
+
"275": "interaction seattle",
|
| 287 |
+
"276": "international acceptance",
|
| 288 |
+
"277": "international card services",
|
| 289 |
+
"278": "international institute for conflict prevention",
|
| 290 |
+
"279": "international payments",
|
| 291 |
+
"280": "interns",
|
| 292 |
+
"281": "interoperability",
|
| 293 |
+
"282": "interview/panel",
|
| 294 |
+
"283": "iot",
|
| 295 |
+
"284": "itm | institute of travel management energise conference",
|
| 296 |
+
"285": "job search",
|
| 297 |
+
"286": "kabbage",
|
| 298 |
+
"287": "la",
|
| 299 |
+
"288": "launch",
|
| 300 |
+
"289": "leadership",
|
| 301 |
+
"290": "learn",
|
| 302 |
+
"291": "lgbtq+ rights & inclusion",
|
| 303 |
+
"292": "lgbtq+ travel",
|
| 304 |
+
"293": "line of credit/flexible funding",
|
| 305 |
+
"294": "logeviety",
|
| 306 |
+
"295": "london resturant festival",
|
| 307 |
+
"296": "loyalty",
|
| 308 |
+
"297": "madblue impact summit",
|
| 309 |
+
"298": "management",
|
| 310 |
+
"299": "marketing",
|
| 311 |
+
"300": "mastercard ambassador",
|
| 312 |
+
"301": "medical claims",
|
| 313 |
+
"302": "medical tourism",
|
| 314 |
+
"303": "medium businesses",
|
| 315 |
+
"304": "meeting free day",
|
| 316 |
+
"305": "member perks",
|
| 317 |
+
"306": "members week",
|
| 318 |
+
"307": "mental fatigue",
|
| 319 |
+
"308": "mental health awareness month",
|
| 320 |
+
"309": "mental health/self care",
|
| 321 |
+
"310": "mentorship",
|
| 322 |
+
"311": "merchant financing",
|
| 323 |
+
"312": "micro businesses",
|
| 324 |
+
"313": "mid-sizes businesses",
|
| 325 |
+
"314": "migrants",
|
| 326 |
+
"315": "migration",
|
| 327 |
+
"316": "mission",
|
| 328 |
+
"317": "mobile commerce",
|
| 329 |
+
"318": "money transfer apps",
|
| 330 |
+
"319": "mother's day",
|
| 331 |
+
"320": "music",
|
| 332 |
+
"321": "music pass",
|
| 333 |
+
"322": "needs-based value props",
|
| 334 |
+
"323": "neobanks",
|
| 335 |
+
"324": "networking",
|
| 336 |
+
"325": "neuroplasticity",
|
| 337 |
+
"326": "new ads",
|
| 338 |
+
"327": "new distribution capability",
|
| 339 |
+
"328": "new facility",
|
| 340 |
+
"329": "new hire",
|
| 341 |
+
"330": "new social media",
|
| 342 |
+
"331": "new year",
|
| 343 |
+
"332": "newsletter",
|
| 344 |
+
"333": "next chapter podcast",
|
| 345 |
+
"334": "next in fashion",
|
| 346 |
+
"335": "nextgen",
|
| 347 |
+
"336": "nft/blockchain",
|
| 348 |
+
"337": "nordic business travel summit",
|
| 349 |
+
"338": "nyc",
|
| 350 |
+
"339": "nyse opening",
|
| 351 |
+
"340": "offer",
|
| 352 |
+
"341": "office hours",
|
| 353 |
+
"342": "omni-channel/multi-channel p2p",
|
| 354 |
+
"343": "online banking",
|
| 355 |
+
"344": "online booking",
|
| 356 |
+
"345": "online market places",
|
| 357 |
+
"346": "online reputation",
|
| 358 |
+
"347": "open banking",
|
| 359 |
+
"348": "open data flows",
|
| 360 |
+
"349": "operations",
|
| 361 |
+
"350": "optimizing relationships",
|
| 362 |
+
"351": "outsourcing",
|
| 363 |
+
"352": "p2p",
|
| 364 |
+
"353": "panel",
|
| 365 |
+
"354": "partner-first",
|
| 366 |
+
"355": "partnership",
|
| 367 |
+
"356": "patent",
|
| 368 |
+
"357": "pay overtime",
|
| 369 |
+
"358": "pay360",
|
| 370 |
+
"359": "payment network",
|
| 371 |
+
"360": "payment perplexity panel",
|
| 372 |
+
"361": "payment technologies",
|
| 373 |
+
"362": "payments",
|
| 374 |
+
"363": "payments forum",
|
| 375 |
+
"364": "paypal",
|
| 376 |
+
"365": "personal brand",
|
| 377 |
+
"366": "personalization",
|
| 378 |
+
"367": "philanthropy/esg",
|
| 379 |
+
"368": "physical checkout",
|
| 380 |
+
"369": "plug and play",
|
| 381 |
+
"370": "portfolio performance",
|
| 382 |
+
"371": "pr",
|
| 383 |
+
"372": "pre-paid",
|
| 384 |
+
"373": "preparedness",
|
| 385 |
+
"374": "priceless",
|
| 386 |
+
"375": "priceless surprise",
|
| 387 |
+
"376": "pricing strategies",
|
| 388 |
+
"377": "pride",
|
| 389 |
+
"378": "pride month/week",
|
| 390 |
+
"379": "privacy",
|
| 391 |
+
"380": "productive teams",
|
| 392 |
+
"381": "public company",
|
| 393 |
+
"382": "publising",
|
| 394 |
+
"383": "purpose driven",
|
| 395 |
+
"384": "pymnts",
|
| 396 |
+
"385": "quantum computing",
|
| 397 |
+
"386": "quarterly results",
|
| 398 |
+
"387": "question",
|
| 399 |
+
"388": "r&d",
|
| 400 |
+
"389": "rail",
|
| 401 |
+
"390": "reach",
|
| 402 |
+
"391": "real time payments",
|
| 403 |
+
"392": "recession",
|
| 404 |
+
"393": "recruiting",
|
| 405 |
+
"394": "refugees",
|
| 406 |
+
"395": "regulation",
|
| 407 |
+
"396": "relationships/connections",
|
| 408 |
+
"397": "remittances",
|
| 409 |
+
"398": "report/survey",
|
| 410 |
+
"399": "research",
|
| 411 |
+
"400": "resliancy",
|
| 412 |
+
"401": "resources",
|
| 413 |
+
"402": "restaurant",
|
| 414 |
+
"403": "retail",
|
| 415 |
+
"404": "reviews",
|
| 416 |
+
"405": "rewards",
|
| 417 |
+
"406": "rfp",
|
| 418 |
+
"407": "risk",
|
| 419 |
+
"408": "riversides",
|
| 420 |
+
"409": "roblox",
|
| 421 |
+
"410": "robotics",
|
| 422 |
+
"411": "roku channel",
|
| 423 |
+
"412": "romance & entrepreneurship",
|
| 424 |
+
"413": "saf",
|
| 425 |
+
"414": "savings",
|
| 426 |
+
"415": "scale",
|
| 427 |
+
"416": "seamless",
|
| 428 |
+
"417": "seasonal business",
|
| 429 |
+
"418": "seattle",
|
| 430 |
+
"419": "secure transactions",
|
| 431 |
+
"420": "security",
|
| 432 |
+
"421": "self custody wallet",
|
| 433 |
+
"422": "selling",
|
| 434 |
+
"423": "series",
|
| 435 |
+
"424": "share",
|
| 436 |
+
"425": "shop small accelerator",
|
| 437 |
+
"426": "shopping assistant",
|
| 438 |
+
"427": "shopping journey",
|
| 439 |
+
"428": "shoutout",
|
| 440 |
+
"429": "signage & materials",
|
| 441 |
+
"430": "signature hotel programs",
|
| 442 |
+
"431": "skill diversity",
|
| 443 |
+
"432": "skymiles",
|
| 444 |
+
"433": "small business",
|
| 445 |
+
"434": "smart home",
|
| 446 |
+
"435": "social commerce",
|
| 447 |
+
"436": "social progress",
|
| 448 |
+
"437": "softpos",
|
| 449 |
+
"438": "sonic dna",
|
| 450 |
+
"439": "spatial computing",
|
| 451 |
+
"440": "sponsorship",
|
| 452 |
+
"441": "sports",
|
| 453 |
+
"442": "squarespace",
|
| 454 |
+
"443": "stablecoin",
|
| 455 |
+
"444": "start up",
|
| 456 |
+
"445": "start up funding",
|
| 457 |
+
"446": "stay with purpose",
|
| 458 |
+
"447": "strategic analysis",
|
| 459 |
+
"448": "su2c",
|
| 460 |
+
"449": "subscription",
|
| 461 |
+
"450": "subscription management",
|
| 462 |
+
"451": "success/sales",
|
| 463 |
+
"452": "supplier payment solutions",
|
| 464 |
+
"453": "supply chain innovation",
|
| 465 |
+
"454": "support",
|
| 466 |
+
"455": "sustainability",
|
| 467 |
+
"456": "sustainability pledge",
|
| 468 |
+
"457": "take your dog to work day",
|
| 469 |
+
"458": "talent over 50",
|
| 470 |
+
"459": "tap on mobile",
|
| 471 |
+
"460": "tap to pay",
|
| 472 |
+
"461": "tap to phone",
|
| 473 |
+
"462": "team",
|
| 474 |
+
"463": "team realignment",
|
| 475 |
+
"464": "team visa",
|
| 476 |
+
"465": "tech hub",
|
| 477 |
+
"466": "technology",
|
| 478 |
+
"467": "teenagers",
|
| 479 |
+
"468": "the amex experience",
|
| 480 |
+
"469": "tokens",
|
| 481 |
+
"470": "tools and inisights",
|
| 482 |
+
"471": "transaction authorization",
|
| 483 |
+
"472": "transaction confusion",
|
| 484 |
+
"473": "transit",
|
| 485 |
+
"474": "transparency",
|
| 486 |
+
"475": "travel",
|
| 487 |
+
"476": "travel academy",
|
| 488 |
+
"477": "travel benefits",
|
| 489 |
+
"478": "travel risk management",
|
| 490 |
+
"479": "treasury management",
|
| 491 |
+
"480": "trends/innovation",
|
| 492 |
+
"481": "trust",
|
| 493 |
+
"482": "ukraine",
|
| 494 |
+
"483": "unattended",
|
| 495 |
+
"484": "underbanked",
|
| 496 |
+
"485": "underserved",
|
| 497 |
+
"486": "undocumented",
|
| 498 |
+
"487": "university",
|
| 499 |
+
"488": "urban mobility",
|
| 500 |
+
"489": "user experience",
|
| 501 |
+
"490": "video",
|
| 502 |
+
"491": "virtual card numbers",
|
| 503 |
+
"492": "virtual cards",
|
| 504 |
+
"493": "visa accelerator",
|
| 505 |
+
"494": "visa b2b connect",
|
| 506 |
+
"495": "visa direct",
|
| 507 |
+
"496": "visa everywhere initiative pitch competition",
|
| 508 |
+
"497": "visa foundation",
|
| 509 |
+
"498": "visa interns",
|
| 510 |
+
"499": "visa payments forum",
|
| 511 |
+
"500": "visa university",
|
| 512 |
+
"501": "volunteering",
|
| 513 |
+
"502": "volunteerism",
|
| 514 |
+
"503": "vr shopping",
|
| 515 |
+
"504": "walk out shopping",
|
| 516 |
+
"505": "ways to pay",
|
| 517 |
+
"506": "web3",
|
| 518 |
+
"507": "web3/metaverse/lockchain",
|
| 519 |
+
"508": "web3/nft",
|
| 520 |
+
"509": "webinar",
|
| 521 |
+
"510": "welcome/lto",
|
| 522 |
+
"511": "wellness",
|
| 523 |
+
"512": "white paper",
|
| 524 |
+
"513": "women",
|
| 525 |
+
"514": "women in leadership",
|
| 526 |
+
"515": "women owned",
|
| 527 |
+
"516": "women's day",
|
| 528 |
+
"517": "work life balance",
|
| 529 |
+
"518": "work life integration",
|
| 530 |
+
"519": "workforce/team",
|
| 531 |
+
"520": "world refugee day"
|
| 532 |
+
},
|
| 533 |
+
"initializer_range": 0.02,
|
| 534 |
+
"intermediate_size": 3072,
|
| 535 |
+
"label2id": {
|
| 536 |
+
"#teamamex": 0,
|
| 537 |
+
"#withamex": 1,
|
| 538 |
+
"2023 pacesetters": 2,
|
| 539 |
+
"9.11": 3,
|
| 540 |
+
"a2a": 4,
|
| 541 |
+
"accelerator program": 5,
|
| 542 |
+
"acceptance rate": 6,
|
| 543 |
+
"accessibility": 7,
|
| 544 |
+
"account-to-account payments": 8,
|
| 545 |
+
"acquisition": 9,
|
| 546 |
+
"adaptability": 10,
|
| 547 |
+
"adaptation": 11,
|
| 548 |
+
"advertising platform": 12,
|
| 549 |
+
"affluent segment": 13,
|
| 550 |
+
"africa fintech accelerator program": 14,
|
| 551 |
+
"ai": 15,
|
| 552 |
+
"ai music studio": 16,
|
| 553 |
+
"allyship": 17,
|
| 554 |
+
"american express experience": 18,
|
| 555 |
+
"american express records": 19,
|
| 556 |
+
"amex foundation": 20,
|
| 557 |
+
"amex offers": 21,
|
| 558 |
+
"analytics": 22,
|
| 559 |
+
"anniversary": 23,
|
| 560 |
+
"announcement": 24,
|
| 561 |
+
"annual report": 25,
|
| 562 |
+
"apac": 26,
|
| 563 |
+
"app": 27,
|
| 564 |
+
"approval rates": 28,
|
| 565 |
+
"ar financing": 29,
|
| 566 |
+
"ar/vr": 30,
|
| 567 |
+
"art & artists": 31,
|
| 568 |
+
"article": 32,
|
| 569 |
+
"artist accelerator": 33,
|
| 570 |
+
"asia": 34,
|
| 571 |
+
"atlanta": 35,
|
| 572 |
+
"authentication": 36,
|
| 573 |
+
"authorization": 37,
|
| 574 |
+
"automated accounts payable": 38,
|
| 575 |
+
"automated payments": 39,
|
| 576 |
+
"automation": 40,
|
| 577 |
+
"award": 41,
|
| 578 |
+
"b2b": 42,
|
| 579 |
+
"b2b payments": 43,
|
| 580 |
+
"b2c": 44,
|
| 581 |
+
"back to school": 45,
|
| 582 |
+
"backing historic small restaurants": 46,
|
| 583 |
+
"backing small businesses": 47,
|
| 584 |
+
"bank of china": 48,
|
| 585 |
+
"bank transfer": 49,
|
| 586 |
+
"banking": 50,
|
| 587 |
+
"barbenheimer": 51,
|
| 588 |
+
"big business": 52,
|
| 589 |
+
"biometrics": 53,
|
| 590 |
+
"bipoc": 54,
|
| 591 |
+
"black scholars summit": 55,
|
| 592 |
+
"blockchain": 56,
|
| 593 |
+
"blog": 57,
|
| 594 |
+
"bnpl": 58,
|
| 595 |
+
"borderless payments": 59,
|
| 596 |
+
"bragging/award": 60,
|
| 597 |
+
"brand": 61,
|
| 598 |
+
"brand audit": 62,
|
| 599 |
+
"brand recognition": 63,
|
| 600 |
+
"branding": 64,
|
| 601 |
+
"breadth of acceptance": 65,
|
| 602 |
+
"bsthydepark": 66,
|
| 603 |
+
"burnout": 67,
|
| 604 |
+
"business banking": 68,
|
| 605 |
+
"business checking": 69,
|
| 606 |
+
"business class": 70,
|
| 607 |
+
"business class for merchants": 71,
|
| 608 |
+
"business growth": 72,
|
| 609 |
+
"business intelligence platform": 73,
|
| 610 |
+
"business line of credit": 74,
|
| 611 |
+
"business review": 75,
|
| 612 |
+
"business savings suit": 76,
|
| 613 |
+
"business travel": 77,
|
| 614 |
+
"business travel show": 78,
|
| 615 |
+
"cancer research": 79,
|
| 616 |
+
"card benefits": 80,
|
| 617 |
+
"cardholder expectations": 81,
|
| 618 |
+
"career growth": 82,
|
| 619 |
+
"cash flow": 83,
|
| 620 |
+
"cash flow tools": 84,
|
| 621 |
+
"cashless": 85,
|
| 622 |
+
"centurion lounge": 86,
|
| 623 |
+
"ceo of the year": 87,
|
| 624 |
+
"certification": 88,
|
| 625 |
+
"change": 89,
|
| 626 |
+
"chargebacks": 90,
|
| 627 |
+
"charity": 91,
|
| 628 |
+
"city assist/home team advantage": 92,
|
| 629 |
+
"city planning": 93,
|
| 630 |
+
"click & mortar": 94,
|
| 631 |
+
"click to pay": 95,
|
| 632 |
+
"climate change/sustainabilty": 96,
|
| 633 |
+
"cloud": 97,
|
| 634 |
+
"co2 connect": 98,
|
| 635 |
+
"coachella": 99,
|
| 636 |
+
"collaboration": 100,
|
| 637 |
+
"commerce": 101,
|
| 638 |
+
"commercial payments": 102,
|
| 639 |
+
"commercial space flight": 103,
|
| 640 |
+
"community": 104,
|
| 641 |
+
"community engagement": 105,
|
| 642 |
+
"community growth acceleration program": 106,
|
| 643 |
+
"company birthday": 107,
|
| 644 |
+
"company culture": 108,
|
| 645 |
+
"competition": 109,
|
| 646 |
+
"competitive fees": 110,
|
| 647 |
+
"compliance regulation": 111,
|
| 648 |
+
"concerts": 112,
|
| 649 |
+
"conference/summit": 113,
|
| 650 |
+
"connected commerce": 114,
|
| 651 |
+
"consumer confidence & trust": 115,
|
| 652 |
+
"contactless": 116,
|
| 653 |
+
"contactless payments": 117,
|
| 654 |
+
"content creation": 118,
|
| 655 |
+
"contest": 119,
|
| 656 |
+
"convenience": 120,
|
| 657 |
+
"coporate social responsibility": 121,
|
| 658 |
+
"corporate card": 122,
|
| 659 |
+
"covid": 123,
|
| 660 |
+
"credit access": 124,
|
| 661 |
+
"cross border": 125,
|
| 662 |
+
"cross border payments": 126,
|
| 663 |
+
"cruise industry": 127,
|
| 664 |
+
"crypto": 128,
|
| 665 |
+
"cultural signals": 129,
|
| 666 |
+
"custom functionality": 130,
|
| 667 |
+
"customer centric": 131,
|
| 668 |
+
"customer expectations": 132,
|
| 669 |
+
"customer service week": 133,
|
| 670 |
+
"customer support": 134,
|
| 671 |
+
"customization": 135,
|
| 672 |
+
"cyber threats": 136,
|
| 673 |
+
"cybersecurity/privacy": 137,
|
| 674 |
+
"data": 138,
|
| 675 |
+
"data flow": 139,
|
| 676 |
+
"data management": 140,
|
| 677 |
+
"data privacy": 141,
|
| 678 |
+
"data transparency": 142,
|
| 679 |
+
"davos": 143,
|
| 680 |
+
"debit": 144,
|
| 681 |
+
"dedicated specalists": 145,
|
| 682 |
+
"dee hock day": 146,
|
| 683 |
+
"dei": 147,
|
| 684 |
+
"differentation": 148,
|
| 685 |
+
"digital": 149,
|
| 686 |
+
"digital acceleration": 150,
|
| 687 |
+
"digital currency/cbdc/crypto": 151,
|
| 688 |
+
"digital customer service": 152,
|
| 689 |
+
"digital doors": 153,
|
| 690 |
+
"digital event": 154,
|
| 691 |
+
"digital identity": 155,
|
| 692 |
+
"digital payments": 156,
|
| 693 |
+
"digital wallet": 157,
|
| 694 |
+
"digitization": 158,
|
| 695 |
+
"discount": 159,
|
| 696 |
+
"dispute management": 160,
|
| 697 |
+
"disruption management": 161,
|
| 698 |
+
"diversity": 162,
|
| 699 |
+
"docusign": 163,
|
| 700 |
+
"donation": 164,
|
| 701 |
+
"double entry accounting": 165,
|
| 702 |
+
"earnings": 166,
|
| 703 |
+
"earth month/day": 167,
|
| 704 |
+
"easy": 168,
|
| 705 |
+
"eclipse": 169,
|
| 706 |
+
"ecommerce": 170,
|
| 707 |
+
"economic growth": 171,
|
| 708 |
+
"economic outlook": 172,
|
| 709 |
+
"embedded finance": 173,
|
| 710 |
+
"embrace equity": 174,
|
| 711 |
+
"embracing change": 175,
|
| 712 |
+
"emea": 176,
|
| 713 |
+
"emerging tech": 177,
|
| 714 |
+
"employee appreciation": 178,
|
| 715 |
+
"employee award": 179,
|
| 716 |
+
"employee benefit": 180,
|
| 717 |
+
"employee moral": 181,
|
| 718 |
+
"employee motivation": 182,
|
| 719 |
+
"employee promotion": 183,
|
| 720 |
+
"employee recogniton": 184,
|
| 721 |
+
"employee satisfaction": 185,
|
| 722 |
+
"employee theft": 186,
|
| 723 |
+
"employee wellbeing": 187,
|
| 724 |
+
"employees": 188,
|
| 725 |
+
"energy, mining & marine": 189,
|
| 726 |
+
"entertainment": 190,
|
| 727 |
+
"equitably": 191,
|
| 728 |
+
"esg": 192,
|
| 729 |
+
"eu": 193,
|
| 730 |
+
"event": 194,
|
| 731 |
+
"everywhere initiative": 195,
|
| 732 |
+
"evolve": 196,
|
| 733 |
+
"evs": 197,
|
| 734 |
+
"expansion": 198,
|
| 735 |
+
"expense management": 199,
|
| 736 |
+
"expense reports": 200,
|
| 737 |
+
"expert panel": 201,
|
| 738 |
+
"false declines": 202,
|
| 739 |
+
"fastest growing network": 203,
|
| 740 |
+
"feature": 204,
|
| 741 |
+
"featured artist": 205,
|
| 742 |
+
"featured celebrity": 206,
|
| 743 |
+
"featured charity": 207,
|
| 744 |
+
"featured client": 208,
|
| 745 |
+
"featured customer": 209,
|
| 746 |
+
"featured employee": 210,
|
| 747 |
+
"featured partner": 211,
|
| 748 |
+
"featured product/service": 212,
|
| 749 |
+
"featured project/ service": 213,
|
| 750 |
+
"featured sme": 214,
|
| 751 |
+
"featured winner": 215,
|
| 752 |
+
"fifa women\u2019s world cup": 216,
|
| 753 |
+
"financial education": 217,
|
| 754 |
+
"financially-smart kids": 218,
|
| 755 |
+
"financing": 219,
|
| 756 |
+
"fintech": 220,
|
| 757 |
+
"flexible credential": 221,
|
| 758 |
+
"flexible partnership": 222,
|
| 759 |
+
"flexible workplace": 223,
|
| 760 |
+
"follow": 224,
|
| 761 |
+
"food": 225,
|
| 762 |
+
"former employees": 226,
|
| 763 |
+
"fraud & security": 227,
|
| 764 |
+
"freelance/gig workers": 228,
|
| 765 |
+
"fx's the bear": 229,
|
| 766 |
+
"g7": 230,
|
| 767 |
+
"gamers": 231,
|
| 768 |
+
"gaming": 232,
|
| 769 |
+
"gartner's data and analytics summit": 233,
|
| 770 |
+
"gen alpha": 234,
|
| 771 |
+
"gen z": 235,
|
| 772 |
+
"gender equality": 236,
|
| 773 |
+
"general/business growth": 237,
|
| 774 |
+
"get paid series": 238,
|
| 775 |
+
"give away": 239,
|
| 776 |
+
"giving tuesday": 240,
|
| 777 |
+
"global": 241,
|
| 778 |
+
"global meetings industry day": 242,
|
| 779 |
+
"global reach": 243,
|
| 780 |
+
"global volunteer month": 244,
|
| 781 |
+
"gma": 245,
|
| 782 |
+
"goal setting": 246,
|
| 783 |
+
"government": 247,
|
| 784 |
+
"grant": 248,
|
| 785 |
+
"growth": 249,
|
| 786 |
+
"health & wellness": 250,
|
| 787 |
+
"healthcare": 251,
|
| 788 |
+
"help line": 252,
|
| 789 |
+
"high speed rail": 253,
|
| 790 |
+
"hiring": 254,
|
| 791 |
+
"history": 255,
|
| 792 |
+
"holiday": 256,
|
| 793 |
+
"human interest": 257,
|
| 794 |
+
"ig live": 258,
|
| 795 |
+
"in vehicle": 259,
|
| 796 |
+
"in-person meeting": 260,
|
| 797 |
+
"in-store retail": 261,
|
| 798 |
+
"incentive travel": 262,
|
| 799 |
+
"inclusion": 263,
|
| 800 |
+
"inclusivity": 264,
|
| 801 |
+
"independent bookstores": 265,
|
| 802 |
+
"industry event": 266,
|
| 803 |
+
"inflation": 267,
|
| 804 |
+
"infographic": 268,
|
| 805 |
+
"informal economy": 269,
|
| 806 |
+
"innovation": 270,
|
| 807 |
+
"insights, tips, and trends": 271,
|
| 808 |
+
"installment financing": 272,
|
| 809 |
+
"installments": 273,
|
| 810 |
+
"instant payments": 274,
|
| 811 |
+
"interaction seattle": 275,
|
| 812 |
+
"international acceptance": 276,
|
| 813 |
+
"international card services": 277,
|
| 814 |
+
"international institute for conflict prevention": 278,
|
| 815 |
+
"international payments": 279,
|
| 816 |
+
"interns": 280,
|
| 817 |
+
"interoperability": 281,
|
| 818 |
+
"interview/panel": 282,
|
| 819 |
+
"iot": 283,
|
| 820 |
+
"itm | institute of travel management energise conference": 284,
|
| 821 |
+
"job search": 285,
|
| 822 |
+
"kabbage": 286,
|
| 823 |
+
"la": 287,
|
| 824 |
+
"launch": 288,
|
| 825 |
+
"leadership": 289,
|
| 826 |
+
"learn": 290,
|
| 827 |
+
"lgbtq+ rights & inclusion": 291,
|
| 828 |
+
"lgbtq+ travel": 292,
|
| 829 |
+
"line of credit/flexible funding": 293,
|
| 830 |
+
"logeviety": 294,
|
| 831 |
+
"london resturant festival": 295,
|
| 832 |
+
"loyalty": 296,
|
| 833 |
+
"madblue impact summit": 297,
|
| 834 |
+
"management": 298,
|
| 835 |
+
"marketing": 299,
|
| 836 |
+
"mastercard ambassador": 300,
|
| 837 |
+
"medical claims": 301,
|
| 838 |
+
"medical tourism": 302,
|
| 839 |
+
"medium businesses": 303,
|
| 840 |
+
"meeting free day": 304,
|
| 841 |
+
"member perks": 305,
|
| 842 |
+
"members week": 306,
|
| 843 |
+
"mental fatigue": 307,
|
| 844 |
+
"mental health awareness month": 308,
|
| 845 |
+
"mental health/self care": 309,
|
| 846 |
+
"mentorship": 310,
|
| 847 |
+
"merchant financing": 311,
|
| 848 |
+
"micro businesses": 312,
|
| 849 |
+
"mid-sizes businesses": 313,
|
| 850 |
+
"migrants": 314,
|
| 851 |
+
"migration": 315,
|
| 852 |
+
"mission": 316,
|
| 853 |
+
"mobile commerce": 317,
|
| 854 |
+
"money transfer apps": 318,
|
| 855 |
+
"mother's day": 319,
|
| 856 |
+
"music": 320,
|
| 857 |
+
"music pass": 321,
|
| 858 |
+
"needs-based value props": 322,
|
| 859 |
+
"neobanks": 323,
|
| 860 |
+
"networking": 324,
|
| 861 |
+
"neuroplasticity": 325,
|
| 862 |
+
"new ads": 326,
|
| 863 |
+
"new distribution capability": 327,
|
| 864 |
+
"new facility": 328,
|
| 865 |
+
"new hire": 329,
|
| 866 |
+
"new social media": 330,
|
| 867 |
+
"new year": 331,
|
| 868 |
+
"newsletter": 332,
|
| 869 |
+
"next chapter podcast": 333,
|
| 870 |
+
"next in fashion": 334,
|
| 871 |
+
"nextgen": 335,
|
| 872 |
+
"nft/blockchain": 336,
|
| 873 |
+
"nordic business travel summit": 337,
|
| 874 |
+
"nyc": 338,
|
| 875 |
+
"nyse opening": 339,
|
| 876 |
+
"offer": 340,
|
| 877 |
+
"office hours": 341,
|
| 878 |
+
"omni-channel/multi-channel p2p": 342,
|
| 879 |
+
"online banking": 343,
|
| 880 |
+
"online booking": 344,
|
| 881 |
+
"online market places": 345,
|
| 882 |
+
"online reputation": 346,
|
| 883 |
+
"open banking": 347,
|
| 884 |
+
"open data flows": 348,
|
| 885 |
+
"operations": 349,
|
| 886 |
+
"optimizing relationships": 350,
|
| 887 |
+
"outsourcing": 351,
|
| 888 |
+
"p2p": 352,
|
| 889 |
+
"panel": 353,
|
| 890 |
+
"partner-first": 354,
|
| 891 |
+
"partnership": 355,
|
| 892 |
+
"patent": 356,
|
| 893 |
+
"pay overtime": 357,
|
| 894 |
+
"pay360": 358,
|
| 895 |
+
"payment network": 359,
|
| 896 |
+
"payment perplexity panel": 360,
|
| 897 |
+
"payment technologies": 361,
|
| 898 |
+
"payments": 362,
|
| 899 |
+
"payments forum": 363,
|
| 900 |
+
"paypal": 364,
|
| 901 |
+
"personal brand": 365,
|
| 902 |
+
"personalization": 366,
|
| 903 |
+
"philanthropy/esg": 367,
|
| 904 |
+
"physical checkout": 368,
|
| 905 |
+
"plug and play": 369,
|
| 906 |
+
"portfolio performance": 370,
|
| 907 |
+
"pr": 371,
|
| 908 |
+
"pre-paid": 372,
|
| 909 |
+
"preparedness": 373,
|
| 910 |
+
"priceless": 374,
|
| 911 |
+
"priceless surprise": 375,
|
| 912 |
+
"pricing strategies": 376,
|
| 913 |
+
"pride": 377,
|
| 914 |
+
"pride month/week": 378,
|
| 915 |
+
"privacy": 379,
|
| 916 |
+
"productive teams": 380,
|
| 917 |
+
"public company": 381,
|
| 918 |
+
"publising": 382,
|
| 919 |
+
"purpose driven": 383,
|
| 920 |
+
"pymnts": 384,
|
| 921 |
+
"quantum computing": 385,
|
| 922 |
+
"quarterly results": 386,
|
| 923 |
+
"question": 387,
|
| 924 |
+
"r&d": 388,
|
| 925 |
+
"rail": 389,
|
| 926 |
+
"reach": 390,
|
| 927 |
+
"real time payments": 391,
|
| 928 |
+
"recession": 392,
|
| 929 |
+
"recruiting": 393,
|
| 930 |
+
"refugees": 394,
|
| 931 |
+
"regulation": 395,
|
| 932 |
+
"relationships/connections": 396,
|
| 933 |
+
"remittances": 397,
|
| 934 |
+
"report/survey": 398,
|
| 935 |
+
"research": 399,
|
| 936 |
+
"resliancy": 400,
|
| 937 |
+
"resources": 401,
|
| 938 |
+
"restaurant": 402,
|
| 939 |
+
"retail": 403,
|
| 940 |
+
"reviews": 404,
|
| 941 |
+
"rewards": 405,
|
| 942 |
+
"rfp": 406,
|
| 943 |
+
"risk": 407,
|
| 944 |
+
"riversides": 408,
|
| 945 |
+
"roblox": 409,
|
| 946 |
+
"robotics": 410,
|
| 947 |
+
"roku channel": 411,
|
| 948 |
+
"romance & entrepreneurship": 412,
|
| 949 |
+
"saf": 413,
|
| 950 |
+
"savings": 414,
|
| 951 |
+
"scale": 415,
|
| 952 |
+
"seamless": 416,
|
| 953 |
+
"seasonal business": 417,
|
| 954 |
+
"seattle": 418,
|
| 955 |
+
"secure transactions": 419,
|
| 956 |
+
"security": 420,
|
| 957 |
+
"self custody wallet": 421,
|
| 958 |
+
"selling": 422,
|
| 959 |
+
"series": 423,
|
| 960 |
+
"share": 424,
|
| 961 |
+
"shop small accelerator": 425,
|
| 962 |
+
"shopping assistant": 426,
|
| 963 |
+
"shopping journey": 427,
|
| 964 |
+
"shoutout": 428,
|
| 965 |
+
"signage & materials": 429,
|
| 966 |
+
"signature hotel programs": 430,
|
| 967 |
+
"skill diversity": 431,
|
| 968 |
+
"skymiles": 432,
|
| 969 |
+
"small business": 433,
|
| 970 |
+
"smart home": 434,
|
| 971 |
+
"social commerce": 435,
|
| 972 |
+
"social progress": 436,
|
| 973 |
+
"softpos": 437,
|
| 974 |
+
"sonic dna": 438,
|
| 975 |
+
"spatial computing": 439,
|
| 976 |
+
"sponsorship": 440,
|
| 977 |
+
"sports": 441,
|
| 978 |
+
"squarespace": 442,
|
| 979 |
+
"stablecoin": 443,
|
| 980 |
+
"start up": 444,
|
| 981 |
+
"start up funding": 445,
|
| 982 |
+
"stay with purpose": 446,
|
| 983 |
+
"strategic analysis": 447,
|
| 984 |
+
"su2c": 448,
|
| 985 |
+
"subscription": 449,
|
| 986 |
+
"subscription management": 450,
|
| 987 |
+
"success/sales": 451,
|
| 988 |
+
"supplier payment solutions": 452,
|
| 989 |
+
"supply chain innovation": 453,
|
| 990 |
+
"support": 454,
|
| 991 |
+
"sustainability": 455,
|
| 992 |
+
"sustainability pledge": 456,
|
| 993 |
+
"take your dog to work day": 457,
|
| 994 |
+
"talent over 50": 458,
|
| 995 |
+
"tap on mobile": 459,
|
| 996 |
+
"tap to pay": 460,
|
| 997 |
+
"tap to phone": 461,
|
| 998 |
+
"team": 462,
|
| 999 |
+
"team realignment": 463,
|
| 1000 |
+
"team visa": 464,
|
| 1001 |
+
"tech hub": 465,
|
| 1002 |
+
"technology": 466,
|
| 1003 |
+
"teenagers": 467,
|
| 1004 |
+
"the amex experience": 468,
|
| 1005 |
+
"tokens": 469,
|
| 1006 |
+
"tools and inisights": 470,
|
| 1007 |
+
"transaction authorization": 471,
|
| 1008 |
+
"transaction confusion": 472,
|
| 1009 |
+
"transit": 473,
|
| 1010 |
+
"transparency": 474,
|
| 1011 |
+
"travel": 475,
|
| 1012 |
+
"travel academy": 476,
|
| 1013 |
+
"travel benefits": 477,
|
| 1014 |
+
"travel risk management": 478,
|
| 1015 |
+
"treasury management": 479,
|
| 1016 |
+
"trends/innovation": 480,
|
| 1017 |
+
"trust": 481,
|
| 1018 |
+
"ukraine": 482,
|
| 1019 |
+
"unattended": 483,
|
| 1020 |
+
"underbanked": 484,
|
| 1021 |
+
"underserved": 485,
|
| 1022 |
+
"undocumented": 486,
|
| 1023 |
+
"university": 487,
|
| 1024 |
+
"urban mobility": 488,
|
| 1025 |
+
"user experience": 489,
|
| 1026 |
+
"video": 490,
|
| 1027 |
+
"virtual card numbers": 491,
|
| 1028 |
+
"virtual cards": 492,
|
| 1029 |
+
"visa accelerator": 493,
|
| 1030 |
+
"visa b2b connect": 494,
|
| 1031 |
+
"visa direct": 495,
|
| 1032 |
+
"visa everywhere initiative pitch competition": 496,
|
| 1033 |
+
"visa foundation": 497,
|
| 1034 |
+
"visa interns": 498,
|
| 1035 |
+
"visa payments forum": 499,
|
| 1036 |
+
"visa university": 500,
|
| 1037 |
+
"volunteering": 501,
|
| 1038 |
+
"volunteerism": 502,
|
| 1039 |
+
"vr shopping": 503,
|
| 1040 |
+
"walk out shopping": 504,
|
| 1041 |
+
"ways to pay": 505,
|
| 1042 |
+
"web3": 506,
|
| 1043 |
+
"web3/metaverse/lockchain": 507,
|
| 1044 |
+
"web3/nft": 508,
|
| 1045 |
+
"webinar": 509,
|
| 1046 |
+
"welcome/lto": 510,
|
| 1047 |
+
"wellness": 511,
|
| 1048 |
+
"white paper": 512,
|
| 1049 |
+
"women": 513,
|
| 1050 |
+
"women in leadership": 514,
|
| 1051 |
+
"women owned": 515,
|
| 1052 |
+
"women's day": 516,
|
| 1053 |
+
"work life balance": 517,
|
| 1054 |
+
"work life integration": 518,
|
| 1055 |
+
"workforce/team": 519,
|
| 1056 |
+
"world refugee day": 520
|
| 1057 |
+
},
|
| 1058 |
+
"layer_norm_eps": 1e-07,
|
| 1059 |
+
"legacy": true,
|
| 1060 |
+
"max_position_embeddings": 512,
|
| 1061 |
+
"max_relative_positions": -1,
|
| 1062 |
+
"model_type": "deberta-v2",
|
| 1063 |
+
"norm_rel_ebd": "layer_norm",
|
| 1064 |
+
"num_attention_heads": 12,
|
| 1065 |
+
"num_hidden_layers": 6,
|
| 1066 |
+
"pad_token_id": 0,
|
| 1067 |
+
"pooler_dropout": 0,
|
| 1068 |
+
"pooler_hidden_act": "gelu",
|
| 1069 |
+
"pooler_hidden_size": 768,
|
| 1070 |
+
"pos_att_type": [
|
| 1071 |
+
"p2c",
|
| 1072 |
+
"c2p"
|
| 1073 |
+
],
|
| 1074 |
+
"position_biased_input": false,
|
| 1075 |
+
"position_buckets": 256,
|
| 1076 |
+
"problem_type": "multi_label_classification",
|
| 1077 |
+
"relative_attention": true,
|
| 1078 |
+
"share_att_key": true,
|
| 1079 |
+
"torch_dtype": "float32",
|
| 1080 |
+
"transformers_version": "4.47.1",
|
| 1081 |
+
"type_vocab_size": 0,
|
| 1082 |
+
"vocab_size": 128100
|
| 1083 |
+
}
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d12c1e5d10f484fc1a002f4209aefa0a3c41777b71ec0e1e65bbbf8f14183f83
|
| 3 |
+
size 569195020
|
optimizer.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:873a7e4ca463f1fc1443f2de8a01d40cd6521a79349f1d3e822caad342954977
|
| 3 |
+
size 1138453370
|
rng_state.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:ac934032c28ed221a0207c3231767b12754373979c53f9936ddd3928ae85ff5a
|
| 3 |
+
size 14244
|
scheduler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:7d133aa149b22cced49307640978a0ead1110d6aa9f08cafae0c2822523f1c9e
|
| 3 |
+
size 1064
|
special_tokens_map.json
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"bos_token": "[CLS]",
|
| 3 |
+
"cls_token": "[CLS]",
|
| 4 |
+
"eos_token": "[SEP]",
|
| 5 |
+
"mask_token": "[MASK]",
|
| 6 |
+
"pad_token": "[PAD]",
|
| 7 |
+
"sep_token": "[SEP]",
|
| 8 |
+
"unk_token": {
|
| 9 |
+
"content": "[UNK]",
|
| 10 |
+
"lstrip": false,
|
| 11 |
+
"normalized": true,
|
| 12 |
+
"rstrip": false,
|
| 13 |
+
"single_word": false
|
| 14 |
+
}
|
| 15 |
+
}
|
spm.model
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c679fbf93643d19aab7ee10c0b99e460bdbc02fedf34b92b05af343b4af586fd
|
| 3 |
+
size 2464616
|
tokenizer.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,59 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"added_tokens_decoder": {
|
| 3 |
+
"0": {
|
| 4 |
+
"content": "[PAD]",
|
| 5 |
+
"lstrip": false,
|
| 6 |
+
"normalized": false,
|
| 7 |
+
"rstrip": false,
|
| 8 |
+
"single_word": false,
|
| 9 |
+
"special": true
|
| 10 |
+
},
|
| 11 |
+
"1": {
|
| 12 |
+
"content": "[CLS]",
|
| 13 |
+
"lstrip": false,
|
| 14 |
+
"normalized": false,
|
| 15 |
+
"rstrip": false,
|
| 16 |
+
"single_word": false,
|
| 17 |
+
"special": true
|
| 18 |
+
},
|
| 19 |
+
"2": {
|
| 20 |
+
"content": "[SEP]",
|
| 21 |
+
"lstrip": false,
|
| 22 |
+
"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false,
|
| 25 |
+
"special": true
|
| 26 |
+
},
|
| 27 |
+
"3": {
|
| 28 |
+
"content": "[UNK]",
|
| 29 |
+
"lstrip": false,
|
| 30 |
+
"normalized": true,
|
| 31 |
+
"rstrip": false,
|
| 32 |
+
"single_word": false,
|
| 33 |
+
"special": true
|
| 34 |
+
},
|
| 35 |
+
"128000": {
|
| 36 |
+
"content": "[MASK]",
|
| 37 |
+
"lstrip": false,
|
| 38 |
+
"normalized": false,
|
| 39 |
+
"rstrip": false,
|
| 40 |
+
"single_word": false,
|
| 41 |
+
"special": true
|
| 42 |
+
}
|
| 43 |
+
},
|
| 44 |
+
"bos_token": "[CLS]",
|
| 45 |
+
"clean_up_tokenization_spaces": false,
|
| 46 |
+
"cls_token": "[CLS]",
|
| 47 |
+
"do_lower_case": false,
|
| 48 |
+
"eos_token": "[SEP]",
|
| 49 |
+
"extra_special_tokens": {},
|
| 50 |
+
"mask_token": "[MASK]",
|
| 51 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 52 |
+
"pad_token": "[PAD]",
|
| 53 |
+
"sep_token": "[SEP]",
|
| 54 |
+
"sp_model_kwargs": {},
|
| 55 |
+
"split_by_punct": false,
|
| 56 |
+
"tokenizer_class": "DebertaV2Tokenizer",
|
| 57 |
+
"unk_token": "[UNK]",
|
| 58 |
+
"vocab_type": "spm"
|
| 59 |
+
}
|
trainer_state.json
ADDED
|
@@ -0,0 +1,515 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_metric": 0.017690911889076233,
|
| 3 |
+
"best_model_checkpoint": "grey-multilabel-classification-3/checkpoint-10720",
|
| 4 |
+
"epoch": 18.0,
|
| 5 |
+
"eval_steps": 500,
|
| 6 |
+
"global_step": 19296,
|
| 7 |
+
"is_hyper_param_search": false,
|
| 8 |
+
"is_local_process_zero": true,
|
| 9 |
+
"is_world_process_zero": true,
|
| 10 |
+
"log_history": [
|
| 11 |
+
{
|
| 12 |
+
"epoch": 0.4664179104477612,
|
| 13 |
+
"grad_norm": 0.3367554545402527,
|
| 14 |
+
"learning_rate": 1.953358208955224e-05,
|
| 15 |
+
"loss": 0.0801,
|
| 16 |
+
"step": 500
|
| 17 |
+
},
|
| 18 |
+
{
|
| 19 |
+
"epoch": 0.9328358208955224,
|
| 20 |
+
"grad_norm": 0.2535526752471924,
|
| 21 |
+
"learning_rate": 1.9067164179104477e-05,
|
| 22 |
+
"loss": 0.0452,
|
| 23 |
+
"step": 1000
|
| 24 |
+
},
|
| 25 |
+
{
|
| 26 |
+
"epoch": 1.0,
|
| 27 |
+
"eval_accuracy": 0.9954128111840032,
|
| 28 |
+
"eval_f1": 0.0,
|
| 29 |
+
"eval_loss": 0.021581802517175674,
|
| 30 |
+
"eval_precision": 0.0,
|
| 31 |
+
"eval_recall": 0.0,
|
| 32 |
+
"eval_runtime": 13.6235,
|
| 33 |
+
"eval_samples_per_second": 39.344,
|
| 34 |
+
"eval_steps_per_second": 39.344,
|
| 35 |
+
"step": 1072
|
| 36 |
+
},
|
| 37 |
+
{
|
| 38 |
+
"epoch": 1.3992537313432836,
|
| 39 |
+
"grad_norm": 0.39555880427360535,
|
| 40 |
+
"learning_rate": 1.860074626865672e-05,
|
| 41 |
+
"loss": 0.0429,
|
| 42 |
+
"step": 1500
|
| 43 |
+
},
|
| 44 |
+
{
|
| 45 |
+
"epoch": 1.8656716417910446,
|
| 46 |
+
"grad_norm": 0.2884560227394104,
|
| 47 |
+
"learning_rate": 1.8134328358208956e-05,
|
| 48 |
+
"loss": 0.0433,
|
| 49 |
+
"step": 2000
|
| 50 |
+
},
|
| 51 |
+
{
|
| 52 |
+
"epoch": 2.0,
|
| 53 |
+
"eval_accuracy": 0.9955238204371616,
|
| 54 |
+
"eval_f1": 0.0713224368499257,
|
| 55 |
+
"eval_loss": 0.020623503252863884,
|
| 56 |
+
"eval_precision": 0.7384615384615385,
|
| 57 |
+
"eval_recall": 0.03747072599531616,
|
| 58 |
+
"eval_runtime": 13.1268,
|
| 59 |
+
"eval_samples_per_second": 40.832,
|
| 60 |
+
"eval_steps_per_second": 40.832,
|
| 61 |
+
"step": 2144
|
| 62 |
+
},
|
| 63 |
+
{
|
| 64 |
+
"epoch": 2.332089552238806,
|
| 65 |
+
"grad_norm": 0.31138914823532104,
|
| 66 |
+
"learning_rate": 1.7667910447761197e-05,
|
| 67 |
+
"loss": 0.0414,
|
| 68 |
+
"step": 2500
|
| 69 |
+
},
|
| 70 |
+
{
|
| 71 |
+
"epoch": 2.798507462686567,
|
| 72 |
+
"grad_norm": 0.28297460079193115,
|
| 73 |
+
"learning_rate": 1.7201492537313432e-05,
|
| 74 |
+
"loss": 0.0401,
|
| 75 |
+
"step": 3000
|
| 76 |
+
},
|
| 77 |
+
{
|
| 78 |
+
"epoch": 3.0,
|
| 79 |
+
"eval_accuracy": 0.9957243532815767,
|
| 80 |
+
"eval_f1": 0.19973190348525469,
|
| 81 |
+
"eval_loss": 0.019770797342061996,
|
| 82 |
+
"eval_precision": 0.7061611374407583,
|
| 83 |
+
"eval_recall": 0.11631537861046058,
|
| 84 |
+
"eval_runtime": 13.0974,
|
| 85 |
+
"eval_samples_per_second": 40.924,
|
| 86 |
+
"eval_steps_per_second": 40.924,
|
| 87 |
+
"step": 3216
|
| 88 |
+
},
|
| 89 |
+
{
|
| 90 |
+
"epoch": 3.264925373134328,
|
| 91 |
+
"grad_norm": 0.17224232852458954,
|
| 92 |
+
"learning_rate": 1.6735074626865673e-05,
|
| 93 |
+
"loss": 0.0388,
|
| 94 |
+
"step": 3500
|
| 95 |
+
},
|
| 96 |
+
{
|
| 97 |
+
"epoch": 3.7313432835820897,
|
| 98 |
+
"grad_norm": 0.23225364089012146,
|
| 99 |
+
"learning_rate": 1.626865671641791e-05,
|
| 100 |
+
"loss": 0.0381,
|
| 101 |
+
"step": 4000
|
| 102 |
+
},
|
| 103 |
+
{
|
| 104 |
+
"epoch": 4.0,
|
| 105 |
+
"eval_accuracy": 0.9958532672529865,
|
| 106 |
+
"eval_f1": 0.28606658446362515,
|
| 107 |
+
"eval_loss": 0.01913285069167614,
|
| 108 |
+
"eval_precision": 0.6803519061583577,
|
| 109 |
+
"eval_recall": 0.18110850897736144,
|
| 110 |
+
"eval_runtime": 13.086,
|
| 111 |
+
"eval_samples_per_second": 40.96,
|
| 112 |
+
"eval_steps_per_second": 40.96,
|
| 113 |
+
"step": 4288
|
| 114 |
+
},
|
| 115 |
+
{
|
| 116 |
+
"epoch": 4.197761194029851,
|
| 117 |
+
"grad_norm": 0.2774255573749542,
|
| 118 |
+
"learning_rate": 1.5802238805970152e-05,
|
| 119 |
+
"loss": 0.0362,
|
| 120 |
+
"step": 4500
|
| 121 |
+
},
|
| 122 |
+
{
|
| 123 |
+
"epoch": 4.664179104477612,
|
| 124 |
+
"grad_norm": 0.34336161613464355,
|
| 125 |
+
"learning_rate": 1.533582089552239e-05,
|
| 126 |
+
"loss": 0.0348,
|
| 127 |
+
"step": 5000
|
| 128 |
+
},
|
| 129 |
+
{
|
| 130 |
+
"epoch": 5.0,
|
| 131 |
+
"eval_accuracy": 0.9959105623513909,
|
| 132 |
+
"eval_f1": 0.29244114002478316,
|
| 133 |
+
"eval_loss": 0.01866454817354679,
|
| 134 |
+
"eval_precision": 0.7087087087087087,
|
| 135 |
+
"eval_recall": 0.18423106947697113,
|
| 136 |
+
"eval_runtime": 13.0537,
|
| 137 |
+
"eval_samples_per_second": 41.061,
|
| 138 |
+
"eval_steps_per_second": 41.061,
|
| 139 |
+
"step": 5360
|
| 140 |
+
},
|
| 141 |
+
{
|
| 142 |
+
"epoch": 5.130597014925373,
|
| 143 |
+
"grad_norm": 0.2382318079471588,
|
| 144 |
+
"learning_rate": 1.4869402985074627e-05,
|
| 145 |
+
"loss": 0.0349,
|
| 146 |
+
"step": 5500
|
| 147 |
+
},
|
| 148 |
+
{
|
| 149 |
+
"epoch": 5.597014925373134,
|
| 150 |
+
"grad_norm": 0.20123334228992462,
|
| 151 |
+
"learning_rate": 1.4402985074626867e-05,
|
| 152 |
+
"loss": 0.0334,
|
| 153 |
+
"step": 6000
|
| 154 |
+
},
|
| 155 |
+
{
|
| 156 |
+
"epoch": 6.0,
|
| 157 |
+
"eval_accuracy": 0.9959177242386914,
|
| 158 |
+
"eval_f1": 0.30317848410757947,
|
| 159 |
+
"eval_loss": 0.018318546935915947,
|
| 160 |
+
"eval_precision": 0.6985915492957746,
|
| 161 |
+
"eval_recall": 0.19359875097580015,
|
| 162 |
+
"eval_runtime": 13.2299,
|
| 163 |
+
"eval_samples_per_second": 40.514,
|
| 164 |
+
"eval_steps_per_second": 40.514,
|
| 165 |
+
"step": 6432
|
| 166 |
+
},
|
| 167 |
+
{
|
| 168 |
+
"epoch": 6.063432835820896,
|
| 169 |
+
"grad_norm": 0.2717812657356262,
|
| 170 |
+
"learning_rate": 1.3936567164179106e-05,
|
| 171 |
+
"loss": 0.0334,
|
| 172 |
+
"step": 6500
|
| 173 |
+
},
|
| 174 |
+
{
|
| 175 |
+
"epoch": 6.529850746268656,
|
| 176 |
+
"grad_norm": 0.2352936565876007,
|
| 177 |
+
"learning_rate": 1.3470149253731344e-05,
|
| 178 |
+
"loss": 0.0314,
|
| 179 |
+
"step": 7000
|
| 180 |
+
},
|
| 181 |
+
{
|
| 182 |
+
"epoch": 6.996268656716418,
|
| 183 |
+
"grad_norm": 0.3104737401008606,
|
| 184 |
+
"learning_rate": 1.3003731343283584e-05,
|
| 185 |
+
"loss": 0.0314,
|
| 186 |
+
"step": 7500
|
| 187 |
+
},
|
| 188 |
+
{
|
| 189 |
+
"epoch": 7.0,
|
| 190 |
+
"eval_accuracy": 0.9959606955624947,
|
| 191 |
+
"eval_f1": 0.3079754601226994,
|
| 192 |
+
"eval_loss": 0.018033917993307114,
|
| 193 |
+
"eval_precision": 0.7191977077363897,
|
| 194 |
+
"eval_recall": 0.1959406713505074,
|
| 195 |
+
"eval_runtime": 13.8378,
|
| 196 |
+
"eval_samples_per_second": 38.734,
|
| 197 |
+
"eval_steps_per_second": 38.734,
|
| 198 |
+
"step": 7504
|
| 199 |
+
},
|
| 200 |
+
{
|
| 201 |
+
"epoch": 7.462686567164179,
|
| 202 |
+
"grad_norm": 0.23265156149864197,
|
| 203 |
+
"learning_rate": 1.2537313432835823e-05,
|
| 204 |
+
"loss": 0.0295,
|
| 205 |
+
"step": 8000
|
| 206 |
+
},
|
| 207 |
+
{
|
| 208 |
+
"epoch": 7.92910447761194,
|
| 209 |
+
"grad_norm": 0.2608203887939453,
|
| 210 |
+
"learning_rate": 1.207089552238806e-05,
|
| 211 |
+
"loss": 0.0292,
|
| 212 |
+
"step": 8500
|
| 213 |
+
},
|
| 214 |
+
{
|
| 215 |
+
"epoch": 8.0,
|
| 216 |
+
"eval_accuracy": 0.9960358953791503,
|
| 217 |
+
"eval_f1": 0.351493848857645,
|
| 218 |
+
"eval_loss": 0.0177922360599041,
|
| 219 |
+
"eval_precision": 0.704225352112676,
|
| 220 |
+
"eval_recall": 0.234192037470726,
|
| 221 |
+
"eval_runtime": 12.9508,
|
| 222 |
+
"eval_samples_per_second": 41.387,
|
| 223 |
+
"eval_steps_per_second": 41.387,
|
| 224 |
+
"step": 8576
|
| 225 |
+
},
|
| 226 |
+
{
|
| 227 |
+
"epoch": 8.395522388059701,
|
| 228 |
+
"grad_norm": 0.28066638112068176,
|
| 229 |
+
"learning_rate": 1.1604477611940299e-05,
|
| 230 |
+
"loss": 0.0285,
|
| 231 |
+
"step": 9000
|
| 232 |
+
},
|
| 233 |
+
{
|
| 234 |
+
"epoch": 8.861940298507463,
|
| 235 |
+
"grad_norm": 0.3340807259082794,
|
| 236 |
+
"learning_rate": 1.1138059701492538e-05,
|
| 237 |
+
"loss": 0.0284,
|
| 238 |
+
"step": 9500
|
| 239 |
+
},
|
| 240 |
+
{
|
| 241 |
+
"epoch": 9.0,
|
| 242 |
+
"eval_accuracy": 0.9960573810410519,
|
| 243 |
+
"eval_f1": 0.3697767601602748,
|
| 244 |
+
"eval_loss": 0.017844857648015022,
|
| 245 |
+
"eval_precision": 0.6931330472103004,
|
| 246 |
+
"eval_recall": 0.25214676034348166,
|
| 247 |
+
"eval_runtime": 13.5821,
|
| 248 |
+
"eval_samples_per_second": 39.464,
|
| 249 |
+
"eval_steps_per_second": 39.464,
|
| 250 |
+
"step": 9648
|
| 251 |
+
},
|
| 252 |
+
{
|
| 253 |
+
"epoch": 9.328358208955224,
|
| 254 |
+
"grad_norm": 0.1388923078775406,
|
| 255 |
+
"learning_rate": 1.0671641791044778e-05,
|
| 256 |
+
"loss": 0.0275,
|
| 257 |
+
"step": 10000
|
| 258 |
+
},
|
| 259 |
+
{
|
| 260 |
+
"epoch": 9.794776119402986,
|
| 261 |
+
"grad_norm": 0.200577512383461,
|
| 262 |
+
"learning_rate": 1.0205223880597015e-05,
|
| 263 |
+
"loss": 0.0265,
|
| 264 |
+
"step": 10500
|
| 265 |
+
},
|
| 266 |
+
{
|
| 267 |
+
"epoch": 10.0,
|
| 268 |
+
"eval_accuracy": 0.9961039333085054,
|
| 269 |
+
"eval_f1": 0.3652275379229872,
|
| 270 |
+
"eval_loss": 0.017690911889076233,
|
| 271 |
+
"eval_precision": 0.7228637413394919,
|
| 272 |
+
"eval_recall": 0.24434035909445745,
|
| 273 |
+
"eval_runtime": 13.8518,
|
| 274 |
+
"eval_samples_per_second": 38.695,
|
| 275 |
+
"eval_steps_per_second": 38.695,
|
| 276 |
+
"step": 10720
|
| 277 |
+
},
|
| 278 |
+
{
|
| 279 |
+
"epoch": 10.261194029850746,
|
| 280 |
+
"grad_norm": 0.1815371811389923,
|
| 281 |
+
"learning_rate": 9.738805970149255e-06,
|
| 282 |
+
"loss": 0.0261,
|
| 283 |
+
"step": 11000
|
| 284 |
+
},
|
| 285 |
+
{
|
| 286 |
+
"epoch": 10.727611940298507,
|
| 287 |
+
"grad_norm": 0.21693415939807892,
|
| 288 |
+
"learning_rate": 9.272388059701494e-06,
|
| 289 |
+
"loss": 0.0251,
|
| 290 |
+
"step": 11500
|
| 291 |
+
},
|
| 292 |
+
{
|
| 293 |
+
"epoch": 11.0,
|
| 294 |
+
"eval_accuracy": 0.9959857621680466,
|
| 295 |
+
"eval_f1": 0.37825845812534664,
|
| 296 |
+
"eval_loss": 0.018003830686211586,
|
| 297 |
+
"eval_precision": 0.6532567049808429,
|
| 298 |
+
"eval_recall": 0.26619828259172523,
|
| 299 |
+
"eval_runtime": 13.2669,
|
| 300 |
+
"eval_samples_per_second": 40.401,
|
| 301 |
+
"eval_steps_per_second": 40.401,
|
| 302 |
+
"step": 11792
|
| 303 |
+
},
|
| 304 |
+
{
|
| 305 |
+
"epoch": 11.194029850746269,
|
| 306 |
+
"grad_norm": 0.2108106017112732,
|
| 307 |
+
"learning_rate": 8.805970149253732e-06,
|
| 308 |
+
"loss": 0.024,
|
| 309 |
+
"step": 12000
|
| 310 |
+
},
|
| 311 |
+
{
|
| 312 |
+
"epoch": 11.66044776119403,
|
| 313 |
+
"grad_norm": 0.3812670409679413,
|
| 314 |
+
"learning_rate": 8.339552238805972e-06,
|
| 315 |
+
"loss": 0.0245,
|
| 316 |
+
"step": 12500
|
| 317 |
+
},
|
| 318 |
+
{
|
| 319 |
+
"epoch": 12.0,
|
| 320 |
+
"eval_accuracy": 0.9960215716045492,
|
| 321 |
+
"eval_f1": 0.3984840281537629,
|
| 322 |
+
"eval_loss": 0.017995502799749374,
|
| 323 |
+
"eval_precision": 0.6501766784452296,
|
| 324 |
+
"eval_recall": 0.28727556596409054,
|
| 325 |
+
"eval_runtime": 14.2572,
|
| 326 |
+
"eval_samples_per_second": 37.595,
|
| 327 |
+
"eval_steps_per_second": 37.595,
|
| 328 |
+
"step": 12864
|
| 329 |
+
},
|
| 330 |
+
{
|
| 331 |
+
"epoch": 12.126865671641792,
|
| 332 |
+
"grad_norm": 0.1880696564912796,
|
| 333 |
+
"learning_rate": 7.87313432835821e-06,
|
| 334 |
+
"loss": 0.0235,
|
| 335 |
+
"step": 13000
|
| 336 |
+
},
|
| 337 |
+
{
|
| 338 |
+
"epoch": 12.593283582089553,
|
| 339 |
+
"grad_norm": 0.1416264921426773,
|
| 340 |
+
"learning_rate": 7.406716417910448e-06,
|
| 341 |
+
"loss": 0.0227,
|
| 342 |
+
"step": 13500
|
| 343 |
+
},
|
| 344 |
+
{
|
| 345 |
+
"epoch": 13.0,
|
| 346 |
+
"eval_accuracy": 0.996071704815653,
|
| 347 |
+
"eval_f1": 0.3989041095890411,
|
| 348 |
+
"eval_loss": 0.018045414239168167,
|
| 349 |
+
"eval_precision": 0.6691176470588235,
|
| 350 |
+
"eval_recall": 0.28415300546448086,
|
| 351 |
+
"eval_runtime": 14.1382,
|
| 352 |
+
"eval_samples_per_second": 37.912,
|
| 353 |
+
"eval_steps_per_second": 37.912,
|
| 354 |
+
"step": 13936
|
| 355 |
+
},
|
| 356 |
+
{
|
| 357 |
+
"epoch": 13.059701492537313,
|
| 358 |
+
"grad_norm": 0.10282892733812332,
|
| 359 |
+
"learning_rate": 6.9402985074626876e-06,
|
| 360 |
+
"loss": 0.0231,
|
| 361 |
+
"step": 14000
|
| 362 |
+
},
|
| 363 |
+
{
|
| 364 |
+
"epoch": 13.526119402985074,
|
| 365 |
+
"grad_norm": 0.22511619329452515,
|
| 366 |
+
"learning_rate": 6.473880597014925e-06,
|
| 367 |
+
"loss": 0.0225,
|
| 368 |
+
"step": 14500
|
| 369 |
+
},
|
| 370 |
+
{
|
| 371 |
+
"epoch": 13.992537313432836,
|
| 372 |
+
"grad_norm": 0.2805801331996918,
|
| 373 |
+
"learning_rate": 6.007462686567165e-06,
|
| 374 |
+
"loss": 0.0223,
|
| 375 |
+
"step": 15000
|
| 376 |
+
},
|
| 377 |
+
{
|
| 378 |
+
"epoch": 14.0,
|
| 379 |
+
"eval_accuracy": 0.9960108287735984,
|
| 380 |
+
"eval_f1": 0.40171858216971,
|
| 381 |
+
"eval_loss": 0.018198266625404358,
|
| 382 |
+
"eval_precision": 0.6437177280550774,
|
| 383 |
+
"eval_recall": 0.29195940671350507,
|
| 384 |
+
"eval_runtime": 13.2494,
|
| 385 |
+
"eval_samples_per_second": 40.455,
|
| 386 |
+
"eval_steps_per_second": 40.455,
|
| 387 |
+
"step": 15008
|
| 388 |
+
},
|
| 389 |
+
{
|
| 390 |
+
"epoch": 14.458955223880597,
|
| 391 |
+
"grad_norm": 0.2002527117729187,
|
| 392 |
+
"learning_rate": 5.5410447761194035e-06,
|
| 393 |
+
"loss": 0.0211,
|
| 394 |
+
"step": 15500
|
| 395 |
+
},
|
| 396 |
+
{
|
| 397 |
+
"epoch": 14.925373134328359,
|
| 398 |
+
"grad_norm": 0.050380606204271317,
|
| 399 |
+
"learning_rate": 5.074626865671642e-06,
|
| 400 |
+
"loss": 0.0214,
|
| 401 |
+
"step": 16000
|
| 402 |
+
},
|
| 403 |
+
{
|
| 404 |
+
"epoch": 15.0,
|
| 405 |
+
"eval_accuracy": 0.9960860285902541,
|
| 406 |
+
"eval_f1": 0.40630092341118956,
|
| 407 |
+
"eval_loss": 0.018185345456004143,
|
| 408 |
+
"eval_precision": 0.6678571428571428,
|
| 409 |
+
"eval_recall": 0.29195940671350507,
|
| 410 |
+
"eval_runtime": 13.1752,
|
| 411 |
+
"eval_samples_per_second": 40.683,
|
| 412 |
+
"eval_steps_per_second": 40.683,
|
| 413 |
+
"step": 16080
|
| 414 |
+
},
|
| 415 |
+
{
|
| 416 |
+
"epoch": 15.39179104477612,
|
| 417 |
+
"grad_norm": 0.29372188448905945,
|
| 418 |
+
"learning_rate": 4.6082089552238816e-06,
|
| 419 |
+
"loss": 0.0205,
|
| 420 |
+
"step": 16500
|
| 421 |
+
},
|
| 422 |
+
{
|
| 423 |
+
"epoch": 15.85820895522388,
|
| 424 |
+
"grad_norm": 0.145236998796463,
|
| 425 |
+
"learning_rate": 4.141791044776119e-06,
|
| 426 |
+
"loss": 0.0213,
|
| 427 |
+
"step": 17000
|
| 428 |
+
},
|
| 429 |
+
{
|
| 430 |
+
"epoch": 16.0,
|
| 431 |
+
"eval_accuracy": 0.9960573810410519,
|
| 432 |
+
"eval_f1": 0.40582838640043173,
|
| 433 |
+
"eval_loss": 0.018394598737359047,
|
| 434 |
+
"eval_precision": 0.6573426573426573,
|
| 435 |
+
"eval_recall": 0.2935206869633099,
|
| 436 |
+
"eval_runtime": 13.885,
|
| 437 |
+
"eval_samples_per_second": 38.603,
|
| 438 |
+
"eval_steps_per_second": 38.603,
|
| 439 |
+
"step": 17152
|
| 440 |
+
},
|
| 441 |
+
{
|
| 442 |
+
"epoch": 16.324626865671643,
|
| 443 |
+
"grad_norm": 0.3503226637840271,
|
| 444 |
+
"learning_rate": 3.6753731343283584e-06,
|
| 445 |
+
"loss": 0.0205,
|
| 446 |
+
"step": 17500
|
| 447 |
+
},
|
| 448 |
+
{
|
| 449 |
+
"epoch": 16.791044776119403,
|
| 450 |
+
"grad_norm": 0.22795088589191437,
|
| 451 |
+
"learning_rate": 3.208955223880597e-06,
|
| 452 |
+
"loss": 0.0198,
|
| 453 |
+
"step": 18000
|
| 454 |
+
},
|
| 455 |
+
{
|
| 456 |
+
"epoch": 17.0,
|
| 457 |
+
"eval_accuracy": 0.9960108287735984,
|
| 458 |
+
"eval_f1": 0.40807651434643993,
|
| 459 |
+
"eval_loss": 0.018566885963082314,
|
| 460 |
+
"eval_precision": 0.6389351081530782,
|
| 461 |
+
"eval_recall": 0.2997658079625293,
|
| 462 |
+
"eval_runtime": 13.6531,
|
| 463 |
+
"eval_samples_per_second": 39.259,
|
| 464 |
+
"eval_steps_per_second": 39.259,
|
| 465 |
+
"step": 18224
|
| 466 |
+
},
|
| 467 |
+
{
|
| 468 |
+
"epoch": 17.257462686567163,
|
| 469 |
+
"grad_norm": 0.09603070467710495,
|
| 470 |
+
"learning_rate": 2.742537313432836e-06,
|
| 471 |
+
"loss": 0.0198,
|
| 472 |
+
"step": 18500
|
| 473 |
+
},
|
| 474 |
+
{
|
| 475 |
+
"epoch": 17.723880597014926,
|
| 476 |
+
"grad_norm": 0.3136885166168213,
|
| 477 |
+
"learning_rate": 2.2761194029850747e-06,
|
| 478 |
+
"loss": 0.0197,
|
| 479 |
+
"step": 19000
|
| 480 |
+
},
|
| 481 |
+
{
|
| 482 |
+
"epoch": 18.0,
|
| 483 |
+
"eval_accuracy": 0.9960538000974016,
|
| 484 |
+
"eval_f1": 0.42,
|
| 485 |
+
"eval_loss": 0.018600279465317726,
|
| 486 |
+
"eval_precision": 0.6445880452342488,
|
| 487 |
+
"eval_recall": 0.3114754098360656,
|
| 488 |
+
"eval_runtime": 12.9973,
|
| 489 |
+
"eval_samples_per_second": 41.239,
|
| 490 |
+
"eval_steps_per_second": 41.239,
|
| 491 |
+
"step": 19296
|
| 492 |
+
}
|
| 493 |
+
],
|
| 494 |
+
"logging_steps": 500,
|
| 495 |
+
"max_steps": 21440,
|
| 496 |
+
"num_input_tokens_seen": 0,
|
| 497 |
+
"num_train_epochs": 20,
|
| 498 |
+
"save_steps": 500,
|
| 499 |
+
"stateful_callbacks": {
|
| 500 |
+
"TrainerControl": {
|
| 501 |
+
"args": {
|
| 502 |
+
"should_epoch_stop": false,
|
| 503 |
+
"should_evaluate": false,
|
| 504 |
+
"should_log": false,
|
| 505 |
+
"should_save": true,
|
| 506 |
+
"should_training_stop": false
|
| 507 |
+
},
|
| 508 |
+
"attributes": {}
|
| 509 |
+
}
|
| 510 |
+
},
|
| 511 |
+
"total_flos": 2579840201687040.0,
|
| 512 |
+
"train_batch_size": 1,
|
| 513 |
+
"trial_name": null,
|
| 514 |
+
"trial_params": null
|
| 515 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:4fb6d374a532a54a640a51fac7786a285df59e29f70617bacc6e6d43acdbebea
|
| 3 |
+
size 5368
|