PEFT_model_4cat

README.md

@@ -0,0 +1,69 @@
+---
+license: mit
+base_model: roberta-large
+tags:
+- generated_from_trainer
+metrics:
+- f1
+- accuracy
+model-index:
+- name: results
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+# results
+
+This model is a fine-tuned version of [roberta-large](https://huggingface.co/roberta-large) on the None dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.0605
+- F1: 0.9264
+- Roc Auc: 0.9583
+- Accuracy: 0.9364
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 0.003
+- train_batch_size: 8
+- eval_batch_size: 8
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- num_epochs: 7
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | F1     | Roc Auc | Accuracy |
+|:-------------:|:-----:|:----:|:---------------:|:------:|:-------:|:--------:|
+| No log        | 1.0   | 289  | 0.1752          | 0.7926 | 0.8617  | 0.8295   |
+| 0.1506        | 2.0   | 578  | 0.0964          | 0.8924 | 0.9262  | 0.9102   |
+| 0.1506        | 3.0   | 867  | 0.0782          | 0.9116 | 0.9517  | 0.9233   |
+| 0.0518        | 4.0   | 1156 | 0.0695          | 0.9132 | 0.9309  | 0.9284   |
+| 0.0518        | 5.0   | 1445 | 0.0626          | 0.9320 | 0.9628  | 0.9395   |
+| 0.0284        | 6.0   | 1734 | 0.0595          | 0.9270 | 0.9621  | 0.9364   |
+| 0.0109        | 7.0   | 2023 | 0.0605          | 0.9264 | 0.9583  | 0.9364   |
+
+
+### Framework versions
+
+- Transformers 4.38.2
+- Pytorch 2.2.1+cu121
+- Datasets 2.18.0
+- Tokenizers 0.15.2

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c50a4914863c29246a105e1925ee053f907f6114c5d59c725951d1c5a800b58b
+size 1426040856

runs/Apr06_15-05-50_71a2ae5a8109/events.out.tfevents.1712415952.71a2ae5a8109.971.0

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f57757a8d4f71dd64ba84695670e3137e71a424fe62adf4b1c173f50c771e53b
+size 8946

training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5d55acb83f13ee482075cd8da4e1332072c3e0bc41de021d1f92da432e46d6bd
+size 4856