Upload folder using huggingface_hub

README.md

@@ -0,0 +1,26 @@
+
+---
+tags:
+- autotrain
+- text-classification
+base_model: michellejieli/emotion_text_classifier
+widget:
+- text: "I love AutoTrain"
+---
+
+# Model Trained Using AutoTrain
+
+- Problem type: Text Classification
+
+## Validation Metrics
+loss: 0.0007794291013851762
+
+f1: 1.0
+
+precision: 1.0
+
+recall: 1.0
+
+auc: 1.0
+
+accuracy: 1.0

checkpoint-60/config.json

@@ -0,0 +1,38 @@
+{
+  "_name_or_path": "michellejieli/emotion_text_classifier",
+  "_num_labels": 2,
+  "architectures": [
+    "RobertaForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "classifier_dropout": null,
+  "eos_token_id": 2,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "Danger",
+    "1": "Neutral"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "Danger": 0,
+    "Neutral": 1
+  },
+  "layer_norm_eps": 1e-05,
+  "max_position_embeddings": 514,
+  "model_type": "roberta",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 6,
+  "pad_token_id": 1,
+  "position_embedding_type": "absolute",
+  "problem_type": "single_label_classification",
+  "torch_dtype": "float32",
+  "transformers_version": "4.47.1",
+  "type_vocab_size": 1,
+  "use_cache": true,
+  "vocab_size": 50265
+}

checkpoint-60/model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8f94216adc88b1714b3e7f99d9f446b4dbfcf47d131e3a2b0b5dae106fb1decd
+size 328492280

checkpoint-60/optimizer.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b0723314eb744351e19c169b217d6fb208373a22327b11db16530c456e05a722
+size 657044666

checkpoint-60/rng_state.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:68b70fce68775a4688a6522f9d8ec32742a7ce1deb8eac400b12aafee5ad1510
+size 13990

checkpoint-60/scheduler.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:974fb60062a9e094d57046984954545b807c1053a95415c6cb8cd6fd59c288ae
+size 1064

checkpoint-60/trainer_state.json

@@ -0,0 +1,501 @@
+{
+  "best_metric": 0.0007794291013851762,
+  "best_model_checkpoint": "GunTrained/checkpoint-60",
+  "epoch": 3.0,
+  "eval_steps": 500,
+  "global_step": 60,
+  "is_hyper_param_search": false,
+  "is_local_process_zero": true,
+  "is_world_process_zero": true,
+  "log_history": [
+    {
+      "epoch": 0.05,
+      "grad_norm": 6.101943016052246,
+      "learning_rate": 8.333333333333334e-06,
+      "loss": 0.6663,
+      "step": 1
+    },
+    {
+      "epoch": 0.1,
+      "grad_norm": 4.817054748535156,
+      "learning_rate": 1.6666666666666667e-05,
+      "loss": 0.6664,
+      "step": 2
+    },
+    {
+      "epoch": 0.15,
+      "grad_norm": 7.758459568023682,
+      "learning_rate": 2.5e-05,
+      "loss": 0.7126,
+      "step": 3
+    },
+    {
+      "epoch": 0.2,
+      "grad_norm": 7.151058197021484,
+      "learning_rate": 3.3333333333333335e-05,
+      "loss": 0.7239,
+      "step": 4
+    },
+    {
+      "epoch": 0.25,
+      "grad_norm": 4.918471336364746,
+      "learning_rate": 4.166666666666667e-05,
+      "loss": 0.6348,
+      "step": 5
+    },
+    {
+      "epoch": 0.3,
+      "grad_norm": 5.7343363761901855,
+      "learning_rate": 5e-05,
+      "loss": 0.559,
+      "step": 6
+    },
+    {
+      "epoch": 0.35,
+      "grad_norm": 9.078401565551758,
+      "learning_rate": 4.9074074074074075e-05,
+      "loss": 0.6086,
+      "step": 7
+    },
+    {
+      "epoch": 0.4,
+      "grad_norm": 4.950915336608887,
+      "learning_rate": 4.814814814814815e-05,
+      "loss": 0.3814,
+      "step": 8
+    },
+    {
+      "epoch": 0.45,
+      "grad_norm": 4.698654651641846,
+      "learning_rate": 4.722222222222222e-05,
+      "loss": 0.4108,
+      "step": 9
+    },
+    {
+      "epoch": 0.5,
+      "grad_norm": 5.6531476974487305,
+      "learning_rate": 4.62962962962963e-05,
+      "loss": 0.3182,
+      "step": 10
+    },
+    {
+      "epoch": 0.55,
+      "grad_norm": 11.72104549407959,
+      "learning_rate": 4.5370370370370374e-05,
+      "loss": 0.4747,
+      "step": 11
+    },
+    {
+      "epoch": 0.6,
+      "grad_norm": 11.522076606750488,
+      "learning_rate": 4.4444444444444447e-05,
+      "loss": 0.3193,
+      "step": 12
+    },
+    {
+      "epoch": 0.65,
+      "grad_norm": 4.9099931716918945,
+      "learning_rate": 4.351851851851852e-05,
+      "loss": 0.151,
+      "step": 13
+    },
+    {
+      "epoch": 0.7,
+      "grad_norm": 2.7918541431427,
+      "learning_rate": 4.259259259259259e-05,
+      "loss": 0.1286,
+      "step": 14
+    },
+    {
+      "epoch": 0.75,
+      "grad_norm": 4.657876968383789,
+      "learning_rate": 4.166666666666667e-05,
+      "loss": 0.1421,
+      "step": 15
+    },
+    {
+      "epoch": 0.8,
+      "grad_norm": 3.699469566345215,
+      "learning_rate": 4.074074074074074e-05,
+      "loss": 0.1218,
+      "step": 16
+    },
+    {
+      "epoch": 0.85,
+      "grad_norm": 1.5832524299621582,
+      "learning_rate": 3.981481481481482e-05,
+      "loss": 0.061,
+      "step": 17
+    },
+    {
+      "epoch": 0.9,
+      "grad_norm": 1.3274251222610474,
+      "learning_rate": 3.888888888888889e-05,
+      "loss": 0.053,
+      "step": 18
+    },
+    {
+      "epoch": 0.95,
+      "grad_norm": 1.0514236688613892,
+      "learning_rate": 3.7962962962962964e-05,
+      "loss": 0.0391,
+      "step": 19
+    },
+    {
+      "epoch": 1.0,
+      "grad_norm": 0.6895888447761536,
+      "learning_rate": 3.7037037037037037e-05,
+      "loss": 0.0262,
+      "step": 20
+    },
+    {
+      "epoch": 1.0,
+      "eval_accuracy": 1.0,
+      "eval_auc": 1.0,
+      "eval_f1": 1.0,
+      "eval_loss": 0.016246700659394264,
+      "eval_precision": 1.0,
+      "eval_recall": 1.0,
+      "eval_runtime": 3.4804,
+      "eval_samples_per_second": 11.493,
+      "eval_steps_per_second": 0.862,
+      "step": 20
+    },
+    {
+      "epoch": 1.05,
+      "grad_norm": 0.5266243815422058,
+      "learning_rate": 3.611111111111111e-05,
+      "loss": 0.0213,
+      "step": 21
+    },
+    {
+      "epoch": 1.1,
+      "grad_norm": 0.45338842272758484,
+      "learning_rate": 3.518518518518519e-05,
+      "loss": 0.0147,
+      "step": 22
+    },
+    {
+      "epoch": 1.15,
+      "grad_norm": 0.2849442958831787,
+      "learning_rate": 3.425925925925926e-05,
+      "loss": 0.0116,
+      "step": 23
+    },
+    {
+      "epoch": 1.2,
+      "grad_norm": 0.2172078639268875,
+      "learning_rate": 3.3333333333333335e-05,
+      "loss": 0.0096,
+      "step": 24
+    },
+    {
+      "epoch": 1.25,
+      "grad_norm": 0.20230992138385773,
+      "learning_rate": 3.240740740740741e-05,
+      "loss": 0.0085,
+      "step": 25
+    },
+    {
+      "epoch": 1.3,
+      "grad_norm": 3.360456705093384,
+      "learning_rate": 3.148148148148148e-05,
+      "loss": 0.0264,
+      "step": 26
+    },
+    {
+      "epoch": 1.35,
+      "grad_norm": 0.16627204418182373,
+      "learning_rate": 3.055555555555556e-05,
+      "loss": 0.0065,
+      "step": 27
+    },
+    {
+      "epoch": 1.4,
+      "grad_norm": 0.10652414709329605,
+      "learning_rate": 2.962962962962963e-05,
+      "loss": 0.0044,
+      "step": 28
+    },
+    {
+      "epoch": 1.45,
+      "grad_norm": 0.1456204652786255,
+      "learning_rate": 2.8703703703703706e-05,
+      "loss": 0.0044,
+      "step": 29
+    },
+    {
+      "epoch": 1.5,
+      "grad_norm": 0.10121117532253265,
+      "learning_rate": 2.777777777777778e-05,
+      "loss": 0.0037,
+      "step": 30
+    },
+    {
+      "epoch": 1.55,
+      "grad_norm": 0.08954872190952301,
+      "learning_rate": 2.6851851851851855e-05,
+      "loss": 0.0032,
+      "step": 31
+    },
+    {
+      "epoch": 1.6,
+      "grad_norm": 0.08577124029397964,
+      "learning_rate": 2.5925925925925925e-05,
+      "loss": 0.0034,
+      "step": 32
+    },
+    {
+      "epoch": 1.65,
+      "grad_norm": 0.06619411706924438,
+      "learning_rate": 2.5e-05,
+      "loss": 0.0027,
+      "step": 33
+    },
+    {
+      "epoch": 1.7,
+      "grad_norm": 0.062390342354774475,
+      "learning_rate": 2.4074074074074074e-05,
+      "loss": 0.0024,
+      "step": 34
+    },
+    {
+      "epoch": 1.75,
+      "grad_norm": 0.0649631917476654,
+      "learning_rate": 2.314814814814815e-05,
+      "loss": 0.0026,
+      "step": 35
+    },
+    {
+      "epoch": 1.8,
+      "grad_norm": 0.044296178966760635,
+      "learning_rate": 2.2222222222222223e-05,
+      "loss": 0.0018,
+      "step": 36
+    },
+    {
+      "epoch": 1.85,
+      "grad_norm": 0.04539903253316879,
+      "learning_rate": 2.1296296296296296e-05,
+      "loss": 0.0019,
+      "step": 37
+    },
+    {
+      "epoch": 1.9,
+      "grad_norm": 0.04817131161689758,
+      "learning_rate": 2.037037037037037e-05,
+      "loss": 0.0021,
+      "step": 38
+    },
+    {
+      "epoch": 1.95,
+      "grad_norm": 0.042122773826122284,
+      "learning_rate": 1.9444444444444445e-05,
+      "loss": 0.0017,
+      "step": 39
+    },
+    {
+      "epoch": 2.0,
+      "grad_norm": 0.03843548521399498,
+      "learning_rate": 1.8518518518518518e-05,
+      "loss": 0.0016,
+      "step": 40
+    },
+    {
+      "epoch": 2.0,
+      "eval_accuracy": 1.0,
+      "eval_auc": 1.0,
+      "eval_f1": 1.0,
+      "eval_loss": 0.0010761935263872147,
+      "eval_precision": 1.0,
+      "eval_recall": 1.0,
+      "eval_runtime": 3.8293,
+      "eval_samples_per_second": 10.446,
+      "eval_steps_per_second": 0.783,
+      "step": 40
+    },
+    {
+      "epoch": 2.05,
+      "grad_norm": 0.03603370115160942,
+      "learning_rate": 1.7592592592592595e-05,
+      "loss": 0.0015,
+      "step": 41
+    },
+    {
+      "epoch": 2.1,
+      "grad_norm": 0.03652139753103256,
+      "learning_rate": 1.6666666666666667e-05,
+      "loss": 0.0015,
+      "step": 42
+    },
+    {
+      "epoch": 2.15,
+      "grad_norm": 0.038051921874284744,
+      "learning_rate": 1.574074074074074e-05,
+      "loss": 0.0015,
+      "step": 43
+    },
+    {
+      "epoch": 2.2,
+      "grad_norm": 0.03261933475732803,
+      "learning_rate": 1.4814814814814815e-05,
+      "loss": 0.0014,
+      "step": 44
+    },
+    {
+      "epoch": 2.25,
+      "grad_norm": 4.102038860321045,
+      "learning_rate": 1.388888888888889e-05,
+      "loss": 0.0063,
+      "step": 45
+    },
+    {
+      "epoch": 2.3,
+      "grad_norm": 0.03037087619304657,
+      "learning_rate": 1.2962962962962962e-05,
+      "loss": 0.0012,
+      "step": 46
+    },
+    {
+      "epoch": 2.35,
+      "grad_norm": 0.03520207107067108,
+      "learning_rate": 1.2037037037037037e-05,
+      "loss": 0.0014,
+      "step": 47
+    },
+    {
+      "epoch": 2.4,
+      "grad_norm": 0.03004162758588791,
+      "learning_rate": 1.1111111111111112e-05,
+      "loss": 0.0013,
+      "step": 48
+    },
+    {
+      "epoch": 2.45,
+      "grad_norm": 0.03369548171758652,
+      "learning_rate": 1.0185185185185185e-05,
+      "loss": 0.0014,
+      "step": 49
+    },
+    {
+      "epoch": 2.5,
+      "grad_norm": 0.028761522844433784,
+      "learning_rate": 9.259259259259259e-06,
+      "loss": 0.0012,
+      "step": 50
+    },
+    {
+      "epoch": 2.55,
+      "grad_norm": 0.02488841488957405,
+      "learning_rate": 8.333333333333334e-06,
+      "loss": 0.001,
+      "step": 51
+    },
+    {
+      "epoch": 2.6,
+      "grad_norm": 0.03264608979225159,
+      "learning_rate": 7.4074074074074075e-06,
+      "loss": 0.0013,
+      "step": 52
+    },
+    {
+      "epoch": 2.65,
+      "grad_norm": 0.028874224051833153,
+      "learning_rate": 6.481481481481481e-06,
+      "loss": 0.0012,
+      "step": 53
+    },
+    {
+      "epoch": 2.7,
+      "grad_norm": 0.02963588573038578,
+      "learning_rate": 5.555555555555556e-06,
+      "loss": 0.0012,
+      "step": 54
+    },
+    {
+      "epoch": 2.75,
+      "grad_norm": 0.025142710655927658,
+      "learning_rate": 4.6296296296296296e-06,
+      "loss": 0.0011,
+      "step": 55
+    },
+    {
+      "epoch": 2.8,
+      "grad_norm": 0.03795456886291504,
+      "learning_rate": 3.7037037037037037e-06,
+      "loss": 0.0015,
+      "step": 56
+    },
+    {
+      "epoch": 2.85,
+      "grad_norm": 0.031960126012563705,
+      "learning_rate": 2.777777777777778e-06,
+      "loss": 0.0013,
+      "step": 57
+    },
+    {
+      "epoch": 2.9,
+      "grad_norm": 0.03300045058131218,
+      "learning_rate": 1.8518518518518519e-06,
+      "loss": 0.0014,
+      "step": 58
+    },
+    {
+      "epoch": 2.95,
+      "grad_norm": 0.023562703281641006,
+      "learning_rate": 9.259259259259259e-07,
+      "loss": 0.001,
+      "step": 59
+    },
+    {
+      "epoch": 3.0,
+      "grad_norm": 0.028395747765898705,
+      "learning_rate": 0.0,
+      "loss": 0.0011,
+      "step": 60
+    },
+    {
+      "epoch": 3.0,
+      "eval_accuracy": 1.0,
+      "eval_auc": 1.0,
+      "eval_f1": 1.0,
+      "eval_loss": 0.0007794291013851762,
+      "eval_precision": 1.0,
+      "eval_recall": 1.0,
+      "eval_runtime": 3.303,
+      "eval_samples_per_second": 12.11,
+      "eval_steps_per_second": 0.908,
+      "step": 60
+    }
+  ],
+  "logging_steps": 1,
+  "max_steps": 60,
+  "num_input_tokens_seen": 0,
+  "num_train_epochs": 3,
+  "save_steps": 500,
+  "stateful_callbacks": {
+    "EarlyStoppingCallback": {
+      "args": {
+        "early_stopping_patience": 5,
+        "early_stopping_threshold": 0.01
+      },
+      "attributes": {
+        "early_stopping_patience_counter": 1
+      }
+    },
+    "TrainerControl": {
+      "args": {
+        "should_epoch_stop": false,
+        "should_evaluate": false,
+        "should_log": false,
+        "should_save": true,
+        "should_training_stop": true
+      },
+      "attributes": {}
+    }
+  },
+  "total_flos": 15896087838720.0,
+  "train_batch_size": 8,
+  "trial_name": null,
+  "trial_params": null
+}

checkpoint-60/training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:47e37e3afdcd91cbb508d8e258b0b945a93f43e429d3d7c342466f85333d59a6
+size 5368

config.json

@@ -0,0 +1,38 @@
+{
+  "_name_or_path": "michellejieli/emotion_text_classifier",
+  "_num_labels": 2,
+  "architectures": [
+    "RobertaForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "classifier_dropout": null,
+  "eos_token_id": 2,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "Danger",
+    "1": "Neutral"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "Danger": 0,
+    "Neutral": 1
+  },
+  "layer_norm_eps": 1e-05,
+  "max_position_embeddings": 514,
+  "model_type": "roberta",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 6,
+  "pad_token_id": 1,
+  "position_embedding_type": "absolute",
+  "problem_type": "single_label_classification",
+  "torch_dtype": "float32",
+  "transformers_version": "4.47.1",
+  "type_vocab_size": 1,
+  "use_cache": true,
+  "vocab_size": 50265
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8f94216adc88b1714b3e7f99d9f446b4dbfcf47d131e3a2b0b5dae106fb1decd
+size 328492280

runs/Jan13_08-53-19_r-thedarktechie-sentianalysisone-mu47n5bx-d9ecd-r7430/events.out.tfevents.1736758401.r-thedarktechie-sentianalysisone-mu47n5bx-d9ecd-r7430.109.0

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b754886880a74059f86496d1e0f818a378b3621883ce6cd6f3f576931e67f283
-size 5344
+oid sha256:cfd3b4abef9f76c401b3ce5798e5be6a72ef5f17a526b504c829255f3a345ec7
+size 19639

runs/Jan13_08-53-19_r-thedarktechie-sentianalysisone-mu47n5bx-d9ecd-r7430/events.out.tfevents.1736758599.r-thedarktechie-sentianalysisone-mu47n5bx-d9ecd-r7430.109.1

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5fb440dbccce68d3b6b62c799cfd26d06757a38f9bf8f7ed03d466ff698ebc9a
+size 597

special_tokens_map.json

@@ -0,0 +1,51 @@
+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "cls_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": {
+    "content": "<mask>",
+    "lstrip": true,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<pad>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

@@ -0,0 +1,65 @@
+{
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<pad>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "3": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50264": {
+      "content": "<mask>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": false,
+  "cls_token": "<s>",
+  "eos_token": "</s>",
+  "errors": "replace",
+  "extra_special_tokens": {},
+  "mask_token": "<mask>",
+  "max_length": 512,
+  "model_max_length": 512,
+  "pad_to_multiple_of": null,
+  "pad_token": "<pad>",
+  "pad_token_type_id": 0,
+  "padding_side": "right",
+  "sep_token": "</s>",
+  "stride": 0,
+  "tokenizer_class": "RobertaTokenizer",
+  "trim_offsets": true,
+  "truncation_side": "right",
+  "truncation_strategy": "longest_first",
+  "unk_token": "<unk>"
+}

training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:47e37e3afdcd91cbb508d8e258b0b945a93f43e429d3d7c342466f85333d59a6
+size 5368

training_params.json

@@ -0,0 +1,30 @@
+{
+    "data_path": "GunTrained/autotrain-data",
+    "model": "michellejieli/emotion_text_classifier",
+    "lr": 5e-05,
+    "epochs": 3,
+    "max_seq_length": 128,
+    "batch_size": 8,
+    "warmup_ratio": 0.1,
+    "gradient_accumulation": 1,
+    "optimizer": "adamw_torch",
+    "scheduler": "linear",
+    "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": "GunTrained",
+    "auto_find_batch_size": false,
+    "mixed_precision": "fp16",
+    "save_total_limit": 1,
+    "push_to_hub": true,
+    "eval_strategy": "epoch",
+    "username": "thedarktechie",
+    "log": "tensorboard",
+    "early_stopping_patience": 5,
+    "early_stopping_threshold": 0.01
+}