Model save
Browse files- README.md +78 -0
- logs/events.out.tfevents.1733846209.ki-g0008.520107.30 +2 -2
- model.safetensors +1 -1
README.md
ADDED
|
@@ -0,0 +1,78 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
library_name: transformers
|
| 3 |
+
base_model: gokulsrinivasagan/bert_base_lda_20_v1_book
|
| 4 |
+
tags:
|
| 5 |
+
- generated_from_trainer
|
| 6 |
+
metrics:
|
| 7 |
+
- spearmanr
|
| 8 |
+
model-index:
|
| 9 |
+
- name: bert_base_lda_20_v1_book_stsb
|
| 10 |
+
results: []
|
| 11 |
+
---
|
| 12 |
+
|
| 13 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
| 14 |
+
should probably proofread and complete it, then remove this comment. -->
|
| 15 |
+
|
| 16 |
+
# bert_base_lda_20_v1_book_stsb
|
| 17 |
+
|
| 18 |
+
This model is a fine-tuned version of [gokulsrinivasagan/bert_base_lda_20_v1_book](https://huggingface.co/gokulsrinivasagan/bert_base_lda_20_v1_book) on an unknown dataset.
|
| 19 |
+
It achieves the following results on the evaluation set:
|
| 20 |
+
- Loss: 0.6833
|
| 21 |
+
- Pearson: 0.8393
|
| 22 |
+
- Spearmanr: 0.8380
|
| 23 |
+
- Combined Score: 0.8387
|
| 24 |
+
|
| 25 |
+
## Model description
|
| 26 |
+
|
| 27 |
+
More information needed
|
| 28 |
+
|
| 29 |
+
## Intended uses & limitations
|
| 30 |
+
|
| 31 |
+
More information needed
|
| 32 |
+
|
| 33 |
+
## Training and evaluation data
|
| 34 |
+
|
| 35 |
+
More information needed
|
| 36 |
+
|
| 37 |
+
## Training procedure
|
| 38 |
+
|
| 39 |
+
### Training hyperparameters
|
| 40 |
+
|
| 41 |
+
The following hyperparameters were used during training:
|
| 42 |
+
- learning_rate: 5e-05
|
| 43 |
+
- train_batch_size: 256
|
| 44 |
+
- eval_batch_size: 256
|
| 45 |
+
- seed: 10
|
| 46 |
+
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
|
| 47 |
+
- lr_scheduler_type: linear
|
| 48 |
+
- num_epochs: 50
|
| 49 |
+
|
| 50 |
+
### Training results
|
| 51 |
+
|
| 52 |
+
| Training Loss | Epoch | Step | Validation Loss | Pearson | Spearmanr | Combined Score |
|
| 53 |
+
|:-------------:|:-----:|:----:|:---------------:|:-------:|:---------:|:--------------:|
|
| 54 |
+
| 2.8738 | 1.0 | 23 | 2.4670 | 0.1765 | 0.1748 | 0.1756 |
|
| 55 |
+
| 1.4719 | 2.0 | 46 | 1.0280 | 0.7397 | 0.7404 | 0.7401 |
|
| 56 |
+
| 0.9801 | 3.0 | 69 | 0.8276 | 0.7956 | 0.7954 | 0.7955 |
|
| 57 |
+
| 0.783 | 4.0 | 92 | 0.7431 | 0.8197 | 0.8193 | 0.8195 |
|
| 58 |
+
| 0.5677 | 5.0 | 115 | 0.9075 | 0.8135 | 0.8152 | 0.8144 |
|
| 59 |
+
| 0.4407 | 6.0 | 138 | 0.7474 | 0.8267 | 0.8272 | 0.8269 |
|
| 60 |
+
| 0.3821 | 7.0 | 161 | 0.6753 | 0.8391 | 0.8371 | 0.8381 |
|
| 61 |
+
| 0.3036 | 8.0 | 184 | 0.8726 | 0.8246 | 0.8260 | 0.8253 |
|
| 62 |
+
| 0.269 | 9.0 | 207 | 0.7331 | 0.8311 | 0.8293 | 0.8302 |
|
| 63 |
+
| 0.2191 | 10.0 | 230 | 0.7562 | 0.8383 | 0.8368 | 0.8375 |
|
| 64 |
+
| 0.1854 | 11.0 | 253 | 0.7022 | 0.8365 | 0.8343 | 0.8354 |
|
| 65 |
+
| 0.1718 | 12.0 | 276 | 0.6650 | 0.8407 | 0.8382 | 0.8394 |
|
| 66 |
+
| 0.1685 | 13.0 | 299 | 0.7270 | 0.8350 | 0.8333 | 0.8342 |
|
| 67 |
+
| 0.1368 | 14.0 | 322 | 0.7532 | 0.8392 | 0.8376 | 0.8384 |
|
| 68 |
+
| 0.1351 | 15.0 | 345 | 0.8710 | 0.8379 | 0.8379 | 0.8379 |
|
| 69 |
+
| 0.1459 | 16.0 | 368 | 0.7801 | 0.8416 | 0.8398 | 0.8407 |
|
| 70 |
+
| 0.106 | 17.0 | 391 | 0.6833 | 0.8393 | 0.8380 | 0.8387 |
|
| 71 |
+
|
| 72 |
+
|
| 73 |
+
### Framework versions
|
| 74 |
+
|
| 75 |
+
- Transformers 4.46.3
|
| 76 |
+
- Pytorch 2.2.1+cu118
|
| 77 |
+
- Datasets 2.17.0
|
| 78 |
+
- Tokenizers 0.20.3
|
logs/events.out.tfevents.1733846209.ki-g0008.520107.30
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:c69b5ab72680c60f892826d2eb51a19313e3aabd96b50c906387fd0eea855b47
|
| 3 |
+
size 16366
|
model.safetensors
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 437950172
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:43caa0055b474f92037d4b568520498bf0424342843fac7972dfd877c8e01e6a
|
| 3 |
size 437950172
|