Upload folder using huggingface_hub

README.md

@@ -0,0 +1,26 @@
+
+---
+tags:
+- autotrain
+- text-classification
+base_model: microsoft/deberta-v3-base
+widget:
+- text: "I love AutoTrain"
+---
+
+# Model Trained Using AutoTrain
+
+- Problem type: Text Classification
+
+## Validation Metrics
+loss: 0.32059717178344727
+
+f1: 0.9162629757785468
+
+precision: 0.9168975069252078
+
+recall: 0.9156293222683264
+
+auc: 0.963556761725483
+
+accuracy: 0.9163208852005532

added_tokens.json

@@ -0,0 +1,3 @@
+{
+  "[MASK]": 128000
+}

checkpoint-1506/config.json

@@ -0,0 +1,44 @@
+{
+  "_name_or_path": "microsoft/deberta-v3-base",
+  "_num_labels": 2,
+  "architectures": [
+    "DebertaV2ForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "0",
+    "1": "1"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "0": 0,
+    "1": 1
+  },
+  "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": 12,
+  "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,
+  "relative_attention": true,
+  "share_att_key": true,
+  "torch_dtype": "float32",
+  "transformers_version": "4.43.1",
+  "type_vocab_size": 0,
+  "vocab_size": 128100
+}

checkpoint-1506/model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:518b11a5117e064fdcc6f8c23aace5c04b12afdfa3d85dce4ef525171e206a67
+size 737719272

checkpoint-1506/optimizer.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2f72f89fe0b8d797d84f07d5061f43b7e663df322d06eb8010c4b0529910ae8d
+size 1475558394

checkpoint-1506/rng_state.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a96b791bd03096e0c852d4e4885cced6e19cb5ba7c01d3cf9738ab18e3961606
+size 14244

checkpoint-1506/scheduler.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b2ffb5d07bf7ae203d3bfe157543b1d099428c0774dc6f4d9462cb029b7639d0
+size 1064

checkpoint-1506/trainer_state.json

@@ -0,0 +1,475 @@
+{
+  "best_metric": 0.32059717178344727,
+  "best_model_checkpoint": "autotrain-z9wst-apic1/checkpoint-1506",
+  "epoch": 1.0,
+  "eval_steps": 500,
+  "global_step": 1506,
+  "is_hyper_param_search": false,
+  "is_local_process_zero": true,
+  "is_world_process_zero": true,
+  "log_history": [
+    {
+      "epoch": 0.016600265604249667,
+      "grad_norm": 0.7011755108833313,
+      "learning_rate": 8.27814569536424e-06,
+      "loss": 0.6938,
+      "step": 25
+    },
+    {
+      "epoch": 0.033200531208499334,
+      "grad_norm": 1.692274808883667,
+      "learning_rate": 1.655629139072848e-05,
+      "loss": 0.6645,
+      "step": 50
+    },
+    {
+      "epoch": 0.049800796812749,
+      "grad_norm": 2.9643406867980957,
+      "learning_rate": 2.4834437086092715e-05,
+      "loss": 0.4689,
+      "step": 75
+    },
+    {
+      "epoch": 0.06640106241699867,
+      "grad_norm": 6.690465927124023,
+      "learning_rate": 3.2450331125827816e-05,
+      "loss": 0.411,
+      "step": 100
+    },
+    {
+      "epoch": 0.08300132802124834,
+      "grad_norm": 4.3464460372924805,
+      "learning_rate": 4.0728476821192055e-05,
+      "loss": 0.3856,
+      "step": 125
+    },
+    {
+      "epoch": 0.099601593625498,
+      "grad_norm": 4.394780158996582,
+      "learning_rate": 4.900662251655629e-05,
+      "loss": 0.3458,
+      "step": 150
+    },
+    {
+      "epoch": 0.11620185922974767,
+      "grad_norm": 4.849474906921387,
+      "learning_rate": 4.9967485104175286e-05,
+      "loss": 0.3469,
+      "step": 175
+    },
+    {
+      "epoch": 0.13280212483399734,
+      "grad_norm": 3.016519069671631,
+      "learning_rate": 4.9851715045824994e-05,
+      "loss": 0.3273,
+      "step": 200
+    },
+    {
+      "epoch": 0.14940239043824702,
+      "grad_norm": 7.323078632354736,
+      "learning_rate": 4.965247392483274e-05,
+      "loss": 0.326,
+      "step": 225
+    },
+    {
+      "epoch": 0.16600265604249667,
+      "grad_norm": 1.702303171157837,
+      "learning_rate": 4.937043094523778e-05,
+      "loss": 0.3507,
+      "step": 250
+    },
+    {
+      "epoch": 0.18260292164674635,
+      "grad_norm": 3.314708709716797,
+      "learning_rate": 4.900653342303719e-05,
+      "loss": 0.3253,
+      "step": 275
+    },
+    {
+      "epoch": 0.199203187250996,
+      "grad_norm": 3.7664265632629395,
+      "learning_rate": 4.8562003604374334e-05,
+      "loss": 0.3223,
+      "step": 300
+    },
+    {
+      "epoch": 0.2158034528552457,
+      "grad_norm": 2.8503146171569824,
+      "learning_rate": 4.8038334560301714e-05,
+      "loss": 0.3276,
+      "step": 325
+    },
+    {
+      "epoch": 0.23240371845949534,
+      "grad_norm": 3.164609909057617,
+      "learning_rate": 4.7437285171906644e-05,
+      "loss": 0.2694,
+      "step": 350
+    },
+    {
+      "epoch": 0.24900398406374502,
+      "grad_norm": 5.1076531410217285,
+      "learning_rate": 4.676087422264358e-05,
+      "loss": 0.2641,
+      "step": 375
+    },
+    {
+      "epoch": 0.2656042496679947,
+      "grad_norm": 3.561342477798462,
+      "learning_rate": 4.60113736177156e-05,
+      "loss": 0.3179,
+      "step": 400
+    },
+    {
+      "epoch": 0.2822045152722444,
+      "grad_norm": 5.70325231552124,
+      "learning_rate": 4.519130075327941e-05,
+      "loss": 0.2602,
+      "step": 425
+    },
+    {
+      "epoch": 0.29880478087649404,
+      "grad_norm": 3.692572593688965,
+      "learning_rate": 4.43034100611041e-05,
+      "loss": 0.2565,
+      "step": 450
+    },
+    {
+      "epoch": 0.3154050464807437,
+      "grad_norm": 3.2501657009124756,
+      "learning_rate": 4.3350683757082966e-05,
+      "loss": 0.2269,
+      "step": 475
+    },
+    {
+      "epoch": 0.33200531208499334,
+      "grad_norm": 4.347064971923828,
+      "learning_rate": 4.233632182467218e-05,
+      "loss": 0.2527,
+      "step": 500
+    },
+    {
+      "epoch": 0.34860557768924305,
+      "grad_norm": 3.8920302391052246,
+      "learning_rate": 4.126373126689931e-05,
+      "loss": 0.2233,
+      "step": 525
+    },
+    {
+      "epoch": 0.3652058432934927,
+      "grad_norm": 2.748621940612793,
+      "learning_rate": 4.013651466304197e-05,
+      "loss": 0.2574,
+      "step": 550
+    },
+    {
+      "epoch": 0.38180610889774236,
+      "grad_norm": 1.6398485898971558,
+      "learning_rate": 3.8958458068411756e-05,
+      "loss": 0.2627,
+      "step": 575
+    },
+    {
+      "epoch": 0.398406374501992,
+      "grad_norm": 3.143782377243042,
+      "learning_rate": 3.773351829788543e-05,
+      "loss": 0.2377,
+      "step": 600
+    },
+    {
+      "epoch": 0.4150066401062417,
+      "grad_norm": 2.3850388526916504,
+      "learning_rate": 3.646580963589486e-05,
+      "loss": 0.2221,
+      "step": 625
+    },
+    {
+      "epoch": 0.4316069057104914,
+      "grad_norm": 3.32765531539917,
+      "learning_rate": 3.5159590017513796e-05,
+      "loss": 0.2248,
+      "step": 650
+    },
+    {
+      "epoch": 0.448207171314741,
+      "grad_norm": 3.9372353553771973,
+      "learning_rate": 3.381924672705598e-05,
+      "loss": 0.2127,
+      "step": 675
+    },
+    {
+      "epoch": 0.4648074369189907,
+      "grad_norm": 1.9122364521026611,
+      "learning_rate": 3.2449281662219556e-05,
+      "loss": 0.2034,
+      "step": 700
+    },
+    {
+      "epoch": 0.4814077025232404,
+      "grad_norm": 2.339261054992676,
+      "learning_rate": 3.105429621327208e-05,
+      "loss": 0.2036,
+      "step": 725
+    },
+    {
+      "epoch": 0.49800796812749004,
+      "grad_norm": 2.478360652923584,
+      "learning_rate": 2.9638975808063486e-05,
+      "loss": 0.2134,
+      "step": 750
+    },
+    {
+      "epoch": 0.5146082337317397,
+      "grad_norm": 3.1056790351867676,
+      "learning_rate": 2.8208074174776444e-05,
+      "loss": 0.2316,
+      "step": 775
+    },
+    {
+      "epoch": 0.5312084993359893,
+      "grad_norm": 1.999221920967102,
+      "learning_rate": 2.676639737527213e-05,
+      "loss": 0.2325,
+      "step": 800
+    },
+    {
+      "epoch": 0.547808764940239,
+      "grad_norm": 1.5150188207626343,
+      "learning_rate": 2.5318787662659414e-05,
+      "loss": 0.1733,
+      "step": 825
+    },
+    {
+      "epoch": 0.5644090305444888,
+      "grad_norm": 5.388316631317139,
+      "learning_rate": 2.3870107217306106e-05,
+      "loss": 0.193,
+      "step": 850
+    },
+    {
+      "epoch": 0.5810092961487384,
+      "grad_norm": 2.7311172485351562,
+      "learning_rate": 2.242522181591934e-05,
+      "loss": 0.1616,
+      "step": 875
+    },
+    {
+      "epoch": 0.5976095617529881,
+      "grad_norm": 1.276823878288269,
+      "learning_rate": 2.0988984488546643e-05,
+      "loss": 0.1526,
+      "step": 900
+    },
+    {
+      "epoch": 0.6142098273572377,
+      "grad_norm": 1.8383485078811646,
+      "learning_rate": 1.956621921838998e-05,
+      "loss": 0.1881,
+      "step": 925
+    },
+    {
+      "epoch": 0.6308100929614874,
+      "grad_norm": 4.960041522979736,
+      "learning_rate": 1.8161704739181486e-05,
+      "loss": 0.1749,
+      "step": 950
+    },
+    {
+      "epoch": 0.647410358565737,
+      "grad_norm": 1.369192361831665,
+      "learning_rate": 1.6780158484541295e-05,
+      "loss": 0.1222,
+      "step": 975
+    },
+    {
+      "epoch": 0.6640106241699867,
+      "grad_norm": 4.590680122375488,
+      "learning_rate": 1.54262207432282e-05,
+      "loss": 0.1664,
+      "step": 1000
+    },
+    {
+      "epoch": 0.6806108897742363,
+      "grad_norm": 1.1486464738845825,
+      "learning_rate": 1.4104439073501647e-05,
+      "loss": 0.1389,
+      "step": 1025
+    },
+    {
+      "epoch": 0.6972111553784861,
+      "grad_norm": 1.1831196546554565,
+      "learning_rate": 1.2819253028943757e-05,
+      "loss": 0.1941,
+      "step": 1050
+    },
+    {
+      "epoch": 0.7138114209827358,
+      "grad_norm": 1.529694676399231,
+      "learning_rate": 1.1574979247043486e-05,
+      "loss": 0.1479,
+      "step": 1075
+    },
+    {
+      "epoch": 0.7304116865869854,
+      "grad_norm": 5.450222492218018,
+      "learning_rate": 1.0375796950627137e-05,
+      "loss": 0.1561,
+      "step": 1100
+    },
+    {
+      "epoch": 0.7470119521912351,
+      "grad_norm": 1.9736617803573608,
+      "learning_rate": 9.225733910832388e-06,
+      "loss": 0.1598,
+      "step": 1125
+    },
+    {
+      "epoch": 0.7636122177954847,
+      "grad_norm": 4.179745197296143,
+      "learning_rate": 8.128652918772865e-06,
+      "loss": 0.1353,
+      "step": 1150
+    },
+    {
+      "epoch": 0.7802124833997344,
+      "grad_norm": 5.7941083908081055,
+      "learning_rate": 7.088238811331752e-06,
+      "loss": 0.1358,
+      "step": 1175
+    },
+    {
+      "epoch": 0.796812749003984,
+      "grad_norm": 2.463935136795044,
+      "learning_rate": 6.1079860946618685e-06,
+      "loss": 0.1337,
+      "step": 1200
+    },
+    {
+      "epoch": 0.8134130146082338,
+      "grad_norm": 1.1269705295562744,
+      "learning_rate": 5.19118720696184e-06,
+      "loss": 0.1538,
+      "step": 1225
+    },
+    {
+      "epoch": 0.8300132802124834,
+      "grad_norm": 5.329429626464844,
+      "learning_rate": 4.340921459950962e-06,
+      "loss": 0.1323,
+      "step": 1250
+    },
+    {
+      "epoch": 0.8466135458167331,
+      "grad_norm": 6.623585224151611,
+      "learning_rate": 3.56004469618578e-06,
+      "loss": 0.1455,
+      "step": 1275
+    },
+    {
+      "epoch": 0.8632138114209827,
+      "grad_norm": 1.3128626346588135,
+      "learning_rate": 2.851179696956993e-06,
+      "loss": 0.1367,
+      "step": 1300
+    },
+    {
+      "epoch": 0.8798140770252324,
+      "grad_norm": 4.968562126159668,
+      "learning_rate": 2.216707372984292e-06,
+      "loss": 0.0909,
+      "step": 1325
+    },
+    {
+      "epoch": 0.896414342629482,
+      "grad_norm": 1.0073035955429077,
+      "learning_rate": 1.6587587674975424e-06,
+      "loss": 0.1443,
+      "step": 1350
+    },
+    {
+      "epoch": 0.9130146082337317,
+      "grad_norm": 4.145277500152588,
+      "learning_rate": 1.1792078985640525e-06,
+      "loss": 0.138,
+      "step": 1375
+    },
+    {
+      "epoch": 0.9296148738379814,
+      "grad_norm": 1.9500765800476074,
+      "learning_rate": 7.796654647029e-07,
+      "loss": 0.1265,
+      "step": 1400
+    },
+    {
+      "epoch": 0.9462151394422311,
+      "grad_norm": 1.5362143516540527,
+      "learning_rate": 4.614734349276256e-07,
+      "loss": 0.1555,
+      "step": 1425
+    },
+    {
+      "epoch": 0.9628154050464808,
+      "grad_norm": 2.4286270141601562,
+      "learning_rate": 2.2570054138813246e-07,
+      "loss": 0.1389,
+      "step": 1450
+    },
+    {
+      "epoch": 0.9794156706507304,
+      "grad_norm": 2.250825881958008,
+      "learning_rate": 7.313868975087345e-08,
+      "loss": 0.1173,
+      "step": 1475
+    },
+    {
+      "epoch": 0.9960159362549801,
+      "grad_norm": 0.48711511492729187,
+      "learning_rate": 4.3002993740770546e-09,
+      "loss": 0.1262,
+      "step": 1500
+    },
+    {
+      "epoch": 1.0,
+      "eval_accuracy": 0.9163208852005532,
+      "eval_auc": 0.963556761725483,
+      "eval_f1": 0.9162629757785468,
+      "eval_loss": 0.32059717178344727,
+      "eval_precision": 0.9168975069252078,
+      "eval_recall": 0.9156293222683264,
+      "eval_runtime": 39.0094,
+      "eval_samples_per_second": 148.272,
+      "eval_steps_per_second": 2.333,
+      "step": 1506
+    }
+  ],
+  "logging_steps": 25,
+  "max_steps": 1506,
+  "num_input_tokens_seen": 0,
+  "num_train_epochs": 1,
+  "save_steps": 500,
+  "stateful_callbacks": {
+    "EarlyStoppingCallback": {
+      "args": {
+        "early_stopping_patience": 5,
+        "early_stopping_threshold": 0.01
+      },
+      "attributes": {
+        "early_stopping_patience_counter": 0
+      }
+    },
+    "TrainerControl": {
+      "args": {
+        "should_epoch_stop": false,
+        "should_evaluate": false,
+        "should_log": false,
+        "should_save": true,
+        "should_training_stop": true
+      },
+      "attributes": {}
+    }
+  },
+  "total_flos": 6340037689147392.0,
+  "train_batch_size": 32,
+  "trial_name": null,
+  "trial_params": null
+}

checkpoint-1506/training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:420fbbf1db34ea4a83e10fa4f705a919aee64d5989d87bed3809536874237be4
+size 5240

config.json

@@ -0,0 +1,44 @@
+{
+  "_name_or_path": "microsoft/deberta-v3-base",
+  "_num_labels": 2,
+  "architectures": [
+    "DebertaV2ForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "0",
+    "1": "1"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "0": 0,
+    "1": 1
+  },
+  "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": 12,
+  "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,
+  "relative_attention": true,
+  "share_att_key": true,
+  "torch_dtype": "float32",
+  "transformers_version": "4.43.1",
+  "type_vocab_size": 0,
+  "vocab_size": 128100
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:518b11a5117e064fdcc6f8c23aace5c04b12afdfa3d85dce4ef525171e206a67
+size 737719272

runs/Jul27_13-05-12_r-assaflehr-autotrain-11-oca54c7t-69274-el26c/events.out.tfevents.1722085513.r-assaflehr-autotrain-11-oca54c7t-69274-el26c.81.0

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f5c239014e25aac45a68aba90e98eebed51bcc169e5d1b965e206e0236c3d381
-size 12355
+oid sha256:8583adc23094d215ed96526c0fae333cc25bf79b62571b6d9f0025809caaaa72
+size 18714

runs/Jul27_13-05-12_r-assaflehr-autotrain-11-oca54c7t-69274-el26c/events.out.tfevents.1722086681.r-assaflehr-autotrain-11-oca54c7t-69274-el26c.81.1

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b0b59aa0674dfa107f275869184efa8372c81d67e956513a4e78b09060e8289e
+size 607

special_tokens_map.json

@@ -0,0 +1,15 @@
+{
+  "bos_token": "[CLS]",
+  "cls_token": "[CLS]",
+  "eos_token": "[SEP]",
+  "mask_token": "[MASK]",
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "unk_token": {
+    "content": "[UNK]",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  }
+}

spm.model

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c679fbf93643d19aab7ee10c0b99e460bdbc02fedf34b92b05af343b4af586fd
+size 2464616

tokenizer_config.json

@@ -0,0 +1,58 @@
+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "[PAD]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "[CLS]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "[SEP]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "3": {
+      "content": "[UNK]",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128000": {
+      "content": "[MASK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "bos_token": "[CLS]",
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "[CLS]",
+  "do_lower_case": false,
+  "eos_token": "[SEP]",
+  "mask_token": "[MASK]",
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "sp_model_kwargs": {},
+  "split_by_punct": false,
+  "tokenizer_class": "DebertaV2Tokenizer",
+  "unk_token": "[UNK]",
+  "vocab_type": "spm"
+}

training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:420fbbf1db34ea4a83e10fa4f705a919aee64d5989d87bed3809536874237be4
+size 5240

training_params.json

@@ -0,0 +1,30 @@
+{
+    "data_path": "autotrain-z9wst-apic1/autotrain-data",
+    "model": "microsoft/deberta-v3-base",
+    "lr": 5e-05,
+    "epochs": 1,
+    "max_seq_length": 256,
+    "batch_size": 32,
+    "warmup_ratio": 0.1,
+    "gradient_accumulation": 1,
+    "optimizer": "adamw_torch",
+    "scheduler": "cosine",
+    "weight_decay": 0.0,
+    "max_grad_norm": 1.0,
+    "seed": 42,
+    "train_split": "train",
+    "valid_split": "validation",
+    "text_column": "autotrain_text",
+    "target_column": "autotrain_label",
+    "logging_steps": -1,
+    "project_name": "autotrain-z9wst-apic1",
+    "auto_find_batch_size": false,
+    "mixed_precision": "fp16",
+    "save_total_limit": 1,
+    "push_to_hub": true,
+    "eval_strategy": "epoch",
+    "username": "assaflehr",
+    "log": "tensorboard",
+    "early_stopping_patience": 5,
+    "early_stopping_threshold": 0.01
+}