Upload folder using huggingface_hub

README.md

@@ -0,0 +1,36 @@
+
+---
+tags:
+- autotrain
+- text-classification
+base_model: mrm8488/distilroberta-finetuned-financial-news-sentiment-analysis
+widget:
+- text: "I love AutoTrain"
+---
+
+# Model Trained Using AutoTrain
+
+- Problem type: Text Classification
+
+## Validation Metrics
+loss: 0.5204629898071289
+
+f1_macro: 0.8248638325526141
+
+f1_micro: 0.8391752577319588
+
+f1_weighted: 0.8401728559000128
+
+precision_macro: 0.8043237511636941
+
+precision_micro: 0.8391752577319588
+
+precision_weighted: 0.845019702890122
+
+recall_macro: 0.853526208639845
+
+recall_micro: 0.8391752577319588
+
+recall_weighted: 0.8391752577319588
+
+accuracy: 0.8391752577319588

checkpoint-485/config.json

@@ -0,0 +1,40 @@
+{
+  "_name_or_path": "mrm8488/distilroberta-finetuned-financial-news-sentiment-analysis",
+  "_num_labels": 3,
+  "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": "negative",
+    "1": "neutral",
+    "2": "positive"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "negative": 0,
+    "neutral": 1,
+    "positive": 2
+  },
+  "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-485/model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fbf4861a56c7deb82eaf17563753844ae25cfd0ea4ff038a01e3a03ec4011778
+size 328495356

checkpoint-485/optimizer.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0786ffc87444c3c10d8a7b538b34fddcfd783695228e4195683d8cdaad310603
+size 657050810

checkpoint-485/rng_state.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:39183f93702ed1ca9e3c7a67a7fd00d750802b48439f6be23f00cd5515a573a5
+size 13990

checkpoint-485/scheduler.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ad8c192bb869c50d2e7ec66cd9b18efa2d95d0f219297731e336d42a839a8128
+size 1064

checkpoint-485/trainer_state.json

@@ -0,0 +1,200 @@
+{
+  "best_metric": 0.5204629898071289,
+  "best_model_checkpoint": "autotrain/checkpoint-485",
+  "epoch": 1.0,
+  "eval_steps": 500,
+  "global_step": 485,
+  "is_hyper_param_search": false,
+  "is_local_process_zero": true,
+  "is_world_process_zero": true,
+  "log_history": [
+    {
+      "epoch": 0.049484536082474224,
+      "grad_norm": 13.852910041809082,
+      "learning_rate": 8.21917808219178e-06,
+      "loss": 0.9486,
+      "step": 24
+    },
+    {
+      "epoch": 0.09896907216494845,
+      "grad_norm": 13.40283203125,
+      "learning_rate": 1.643835616438356e-05,
+      "loss": 0.7154,
+      "step": 48
+    },
+    {
+      "epoch": 0.14845360824742268,
+      "grad_norm": 24.096817016601562,
+      "learning_rate": 2.4657534246575342e-05,
+      "loss": 0.4573,
+      "step": 72
+    },
+    {
+      "epoch": 0.1979381443298969,
+      "grad_norm": 8.489076614379883,
+      "learning_rate": 3.287671232876712e-05,
+      "loss": 0.6314,
+      "step": 96
+    },
+    {
+      "epoch": 0.24742268041237114,
+      "grad_norm": 23.408002853393555,
+      "learning_rate": 4.1095890410958905e-05,
+      "loss": 0.446,
+      "step": 120
+    },
+    {
+      "epoch": 0.29690721649484536,
+      "grad_norm": 89.99927520751953,
+      "learning_rate": 4.9315068493150684e-05,
+      "loss": 0.4341,
+      "step": 144
+    },
+    {
+      "epoch": 0.3463917525773196,
+      "grad_norm": 17.79033851623535,
+      "learning_rate": 4.9159663865546216e-05,
+      "loss": 0.6628,
+      "step": 168
+    },
+    {
+      "epoch": 0.3958762886597938,
+      "grad_norm": 21.725704193115234,
+      "learning_rate": 4.8242933537051186e-05,
+      "loss": 0.6229,
+      "step": 192
+    },
+    {
+      "epoch": 0.44536082474226807,
+      "grad_norm": 7.025701522827148,
+      "learning_rate": 4.732620320855615e-05,
+      "loss": 0.3756,
+      "step": 216
+    },
+    {
+      "epoch": 0.4948453608247423,
+      "grad_norm": 7.281248569488525,
+      "learning_rate": 4.6409472880061113e-05,
+      "loss": 0.453,
+      "step": 240
+    },
+    {
+      "epoch": 0.5443298969072164,
+      "grad_norm": 5.907578468322754,
+      "learning_rate": 4.5492742551566084e-05,
+      "loss": 0.5642,
+      "step": 264
+    },
+    {
+      "epoch": 0.5938144329896907,
+      "grad_norm": 23.55532455444336,
+      "learning_rate": 4.4576012223071054e-05,
+      "loss": 0.3995,
+      "step": 288
+    },
+    {
+      "epoch": 0.643298969072165,
+      "grad_norm": 34.66104507446289,
+      "learning_rate": 4.365928189457602e-05,
+      "loss": 0.4468,
+      "step": 312
+    },
+    {
+      "epoch": 0.6927835051546392,
+      "grad_norm": 24.519365310668945,
+      "learning_rate": 4.274255156608098e-05,
+      "loss": 0.4816,
+      "step": 336
+    },
+    {
+      "epoch": 0.7422680412371134,
+      "grad_norm": 5.479645729064941,
+      "learning_rate": 4.1825821237585944e-05,
+      "loss": 0.482,
+      "step": 360
+    },
+    {
+      "epoch": 0.7917525773195876,
+      "grad_norm": 15.753713607788086,
+      "learning_rate": 4.0909090909090915e-05,
+      "loss": 0.4679,
+      "step": 384
+    },
+    {
+      "epoch": 0.8412371134020619,
+      "grad_norm": 16.035234451293945,
+      "learning_rate": 3.999236058059588e-05,
+      "loss": 0.469,
+      "step": 408
+    },
+    {
+      "epoch": 0.8907216494845361,
+      "grad_norm": 13.605697631835938,
+      "learning_rate": 3.907563025210084e-05,
+      "loss": 0.3936,
+      "step": 432
+    },
+    {
+      "epoch": 0.9402061855670103,
+      "grad_norm": 5.289237976074219,
+      "learning_rate": 3.8158899923605805e-05,
+      "loss": 0.4539,
+      "step": 456
+    },
+    {
+      "epoch": 0.9896907216494846,
+      "grad_norm": 6.887050151824951,
+      "learning_rate": 3.724216959511077e-05,
+      "loss": 0.4396,
+      "step": 480
+    },
+    {
+      "epoch": 1.0,
+      "eval_accuracy": 0.8391752577319588,
+      "eval_f1_macro": 0.8248638325526141,
+      "eval_f1_micro": 0.8391752577319588,
+      "eval_f1_weighted": 0.8401728559000128,
+      "eval_loss": 0.5204629898071289,
+      "eval_precision_macro": 0.8043237511636941,
+      "eval_precision_micro": 0.8391752577319588,
+      "eval_precision_weighted": 0.845019702890122,
+      "eval_recall_macro": 0.853526208639845,
+      "eval_recall_micro": 0.8391752577319588,
+      "eval_recall_weighted": 0.8391752577319588,
+      "eval_runtime": 97.441,
+      "eval_samples_per_second": 9.955,
+      "eval_steps_per_second": 0.626,
+      "step": 485
+    }
+  ],
+  "logging_steps": 24,
+  "max_steps": 1455,
+  "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": 0
+      }
+    },
+    "TrainerControl": {
+      "args": {
+        "should_epoch_stop": false,
+        "should_evaluate": false,
+        "should_log": false,
+        "should_save": true,
+        "should_training_stop": false
+      },
+      "attributes": {}
+    }
+  },
+  "total_flos": 128363198432256.0,
+  "train_batch_size": 8,
+  "trial_name": null,
+  "trial_params": null
+}

checkpoint-485/training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5cd8150c9de6e0e6d11b0b984a14ec582d14809e1a6a4e5445d764f4cf52dc88
+size 5368

config.json

@@ -0,0 +1,40 @@
+{
+  "_name_or_path": "mrm8488/distilroberta-finetuned-financial-news-sentiment-analysis",
+  "_num_labels": 3,
+  "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": "negative",
+    "1": "neutral",
+    "2": "positive"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "negative": 0,
+    "neutral": 1,
+    "positive": 2
+  },
+  "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:fbf4861a56c7deb82eaf17563753844ae25cfd0ea4ff038a01e3a03ec4011778
+size 328495356

runs/Jan11_03-48-48_r-hanbrar-financial-bot2-70wmgxe8-4e0bf-pb72t/events.out.tfevents.1736567329.r-hanbrar-financial-bot2-70wmgxe8-4e0bf-pb72t.142.0

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e4327ef355130eba33a09dd19c7f188cb30b9ae1c8cbc28fce537b62c161acc6
-size 19291
+oid sha256:6d695c23b3e898e24d7e9fbe2c38f1ba5ee6a97f3c764b569ca8b47ba5484b35
+size 20900

runs/Jan11_03-48-48_r-hanbrar-financial-bot2-70wmgxe8-4e0bf-pb72t/events.out.tfevents.1736572840.r-hanbrar-financial-bot2-70wmgxe8-4e0bf-pb72t.142.1

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:79f14975caf9e3d5f20eff1ab892944334d41cfc901c74325453325040f87619
+size 921

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 +1,62 @@
+{
+  "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_token": "<pad>",
+  "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 sha256:5cd8150c9de6e0e6d11b0b984a14ec582d14809e1a6a4e5445d764f4cf52dc88
+size 5368

training_params.json

@@ -0,0 +1,30 @@
+{
+    "data_path": "autotrain/autotrain-data",
+    "model": "mrm8488/distilroberta-finetuned-financial-news-sentiment-analysis",
+    "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": "autotrain",
+    "auto_find_batch_size": false,
+    "mixed_precision": null,
+    "save_total_limit": 1,
+    "push_to_hub": true,
+    "eval_strategy": "epoch",
+    "username": "HanBrar",
+    "log": "tensorboard",
+    "early_stopping_patience": 5,
+    "early_stopping_threshold": 0.01
+}