Commit ·
6ce27cc
1
Parent(s): a41aca0
End of training
Browse files
README.md
ADDED
|
@@ -0,0 +1,62 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
tags:
|
| 3 |
+
- generated_from_trainer
|
| 4 |
+
metrics:
|
| 5 |
+
- accuracy
|
| 6 |
+
- f1
|
| 7 |
+
model-index:
|
| 8 |
+
- name: DepRoBERTa-v5
|
| 9 |
+
results: []
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
| 13 |
+
should probably proofread and complete it, then remove this comment. -->
|
| 14 |
+
|
| 15 |
+
# DepRoBERTa-v5
|
| 16 |
+
|
| 17 |
+
This model is a fine-tuned version of [rafalposwiata/deproberta-large-depression](https://huggingface.co/rafalposwiata/deproberta-large-depression) on the None dataset.
|
| 18 |
+
It achieves the following results on the evaluation set:
|
| 19 |
+
- Loss: 0.3402
|
| 20 |
+
- Accuracy: 0.88
|
| 21 |
+
- F1: 0.9321
|
| 22 |
+
|
| 23 |
+
## Model description
|
| 24 |
+
|
| 25 |
+
More information needed
|
| 26 |
+
|
| 27 |
+
## Intended uses & limitations
|
| 28 |
+
|
| 29 |
+
More information needed
|
| 30 |
+
|
| 31 |
+
## Training and evaluation data
|
| 32 |
+
|
| 33 |
+
More information needed
|
| 34 |
+
|
| 35 |
+
## Training procedure
|
| 36 |
+
|
| 37 |
+
### Training hyperparameters
|
| 38 |
+
|
| 39 |
+
The following hyperparameters were used during training:
|
| 40 |
+
- learning_rate: 5e-06
|
| 41 |
+
- train_batch_size: 16
|
| 42 |
+
- eval_batch_size: 16
|
| 43 |
+
- seed: 42
|
| 44 |
+
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
| 45 |
+
- lr_scheduler_type: linear
|
| 46 |
+
- lr_scheduler_warmup_steps: 500
|
| 47 |
+
- num_epochs: 2
|
| 48 |
+
|
| 49 |
+
### Training results
|
| 50 |
+
|
| 51 |
+
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
|
| 52 |
+
|:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|
|
| 53 |
+
| No log | 1.0 | 235 | 0.3406 | 0.8433 | 0.9069 |
|
| 54 |
+
| No log | 2.0 | 470 | 0.3402 | 0.88 | 0.9321 |
|
| 55 |
+
|
| 56 |
+
|
| 57 |
+
### Framework versions
|
| 58 |
+
|
| 59 |
+
- Transformers 4.30.2
|
| 60 |
+
- Pytorch 2.0.1+cu118
|
| 61 |
+
- Datasets 2.13.1
|
| 62 |
+
- Tokenizers 0.13.3
|
config.json
CHANGED
|
@@ -8,7 +8,7 @@
|
|
| 8 |
"classifier_dropout": 0.1,
|
| 9 |
"eos_token_id": 2,
|
| 10 |
"hidden_act": "gelu",
|
| 11 |
-
"hidden_dropout_prob": 0.
|
| 12 |
"hidden_size": 1024,
|
| 13 |
"initializer_range": 0.02,
|
| 14 |
"intermediate_size": 4096,
|
|
|
|
| 8 |
"classifier_dropout": 0.1,
|
| 9 |
"eos_token_id": 2,
|
| 10 |
"hidden_act": "gelu",
|
| 11 |
+
"hidden_dropout_prob": 0.1,
|
| 12 |
"hidden_size": 1024,
|
| 13 |
"initializer_range": 0.02,
|
| 14 |
"intermediate_size": 4096,
|
pytorch_model.bin
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 1421587189
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:2b311a719d93f7534cf76a526de0a38dca234be5ed612fbad2cc2ed9f75daa4b
|
| 3 |
size 1421587189
|
runs/Jul18_11-18-26_3d409e3c6575/events.out.tfevents.1689679213.3d409e3c6575.369.0
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9b3287ecceb4df7a7e5ef2590ce0fb6d14f03f7ca6973ebc87d3df3acfeaa7bf
|
| 3 |
+
size 5766
|
runs/Jul18_11-51-52_3d409e3c6575/events.out.tfevents.1689681132.3d409e3c6575.369.1
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:3adf11e8ba874e438cd611471e0bfdddc7df28fd2aca7531332309ec3ff55acd
|
| 3 |
+
size 5240
|
training_args.bin
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 4027
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:b7fb59d62566462219da2e46faf35d9112f9ac50bef41497e67b8be973a92ada
|
| 3 |
size 4027
|