π Incremental importance | Acc: 0.850, F1: 0.306
Browse files- README.md +9 -9
- {checkpoint-54 β checkpoint-33}/config.json +0 -0
- {checkpoint-54 β checkpoint-33}/model.safetensors +1 -1
- {checkpoint-54 β checkpoint-33}/special_tokens_map.json +0 -0
- {checkpoint-54 β checkpoint-33}/tokenizer.json +0 -0
- {checkpoint-54 β checkpoint-33}/tokenizer_config.json +0 -0
- {checkpoint-54 β checkpoint-33}/trainer_state.json +32 -61
- {checkpoint-54 β checkpoint-33}/vocab.txt +0 -0
- model.safetensors +1 -1
- training_args.bin +1 -1
README.md
CHANGED
|
@@ -20,17 +20,17 @@ Fine-tuned FinBERT model for financial importance analysis in TradePulse.
|
|
| 20 |
|
| 21 |
## Performance
|
| 22 |
|
| 23 |
-
*Last training: 2025-07-
|
| 24 |
-
*Dataset: `
|
| 25 |
|
| 26 |
| Metric | Value |
|
| 27 |
|--------|-------|
|
| 28 |
-
| Loss | 0.
|
| 29 |
-
| Accuracy | 0.
|
| 30 |
-
| F1 Score | 0.
|
| 31 |
-
| F1 Macro | 0.
|
| 32 |
-
| Precision | 0.
|
| 33 |
-
| Recall | 0.
|
| 34 |
|
| 35 |
## Training Details
|
| 36 |
|
|
@@ -59,4 +59,4 @@ predictions = outputs.logits.softmax(dim=-1)
|
|
| 59 |
## Model Card Authors
|
| 60 |
|
| 61 |
- TradePulse ML Team
|
| 62 |
-
- Auto-generated on 2025-07-
|
|
|
|
| 20 |
|
| 21 |
## Performance
|
| 22 |
|
| 23 |
+
*Last training: 2025-07-21 09:21*
|
| 24 |
+
*Dataset: `news_20250721.csv` (177 samples)*
|
| 25 |
|
| 26 |
| Metric | Value |
|
| 27 |
|--------|-------|
|
| 28 |
+
| Loss | 0.5080 |
|
| 29 |
+
| Accuracy | 0.8889 |
|
| 30 |
+
| F1 Score | 0.8709 |
|
| 31 |
+
| F1 Macro | 0.8709 |
|
| 32 |
+
| Precision | 0.8952 |
|
| 33 |
+
| Recall | 0.8889 |
|
| 34 |
|
| 35 |
## Training Details
|
| 36 |
|
|
|
|
| 59 |
## Model Card Authors
|
| 60 |
|
| 61 |
- TradePulse ML Team
|
| 62 |
+
- Auto-generated on 2025-07-21 09:21:27
|
{checkpoint-54 β checkpoint-33}/config.json
RENAMED
|
File without changes
|
{checkpoint-54 β checkpoint-33}/model.safetensors
RENAMED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 439039996
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1a149d12caec8ebeb60ba46698b642e055ab0cd32c5aec5c646d186c2ae3ba37
|
| 3 |
size 439039996
|
{checkpoint-54 β checkpoint-33}/special_tokens_map.json
RENAMED
|
File without changes
|
{checkpoint-54 β checkpoint-33}/tokenizer.json
RENAMED
|
File without changes
|
{checkpoint-54 β checkpoint-33}/tokenizer_config.json
RENAMED
|
File without changes
|
{checkpoint-54 β checkpoint-33}/trainer_state.json
RENAMED
|
@@ -1,81 +1,52 @@
|
|
| 1 |
{
|
| 2 |
-
"best_metric": 0.
|
| 3 |
-
"best_model_checkpoint": "hf-importance-production/checkpoint-
|
| 4 |
-
"epoch":
|
| 5 |
"eval_steps": 500,
|
| 6 |
-
"global_step":
|
| 7 |
"is_hyper_param_search": false,
|
| 8 |
"is_local_process_zero": true,
|
| 9 |
"is_world_process_zero": true,
|
| 10 |
"log_history": [
|
| 11 |
{
|
| 12 |
-
"epoch": 0.
|
| 13 |
-
"grad_norm":
|
| 14 |
-
"learning_rate": 3.
|
| 15 |
-
"loss":
|
| 16 |
"step": 10
|
| 17 |
},
|
| 18 |
{
|
| 19 |
-
"epoch": 0.
|
| 20 |
-
"grad_norm":
|
| 21 |
-
"learning_rate":
|
| 22 |
-
"loss":
|
| 23 |
"step": 20
|
| 24 |
},
|
| 25 |
{
|
| 26 |
-
"epoch":
|
| 27 |
-
"
|
| 28 |
-
"
|
| 29 |
-
"
|
| 30 |
-
"eval_loss": 1.1927357912063599,
|
| 31 |
-
"eval_precision": 0.6195023148148148,
|
| 32 |
-
"eval_precision_macro": 0.6840277777777777,
|
| 33 |
-
"eval_recall": 0.6944444444444444,
|
| 34 |
-
"eval_recall_macro": 0.6733333333333333,
|
| 35 |
-
"eval_runtime": 20.0468,
|
| 36 |
-
"eval_samples_per_second": 1.796,
|
| 37 |
-
"eval_steps_per_second": 0.449,
|
| 38 |
-
"step": 27
|
| 39 |
-
},
|
| 40 |
-
{
|
| 41 |
-
"epoch": 1.1111111111111112,
|
| 42 |
-
"grad_norm": 4.237745761871338,
|
| 43 |
-
"learning_rate": 8.571428571428571e-06,
|
| 44 |
-
"loss": 1.0568,
|
| 45 |
"step": 30
|
| 46 |
},
|
| 47 |
{
|
| 48 |
-
"epoch": 1.
|
| 49 |
-
"
|
| 50 |
-
"
|
| 51 |
-
"
|
| 52 |
-
"
|
| 53 |
-
|
| 54 |
-
|
| 55 |
-
"
|
| 56 |
-
"
|
| 57 |
-
"
|
| 58 |
-
"
|
| 59 |
-
"
|
| 60 |
-
|
| 61 |
-
{
|
| 62 |
-
"epoch": 2.0,
|
| 63 |
-
"eval_accuracy": 0.7222222222222222,
|
| 64 |
-
"eval_f1": 0.6775793650793651,
|
| 65 |
-
"eval_f1_macro": 0.7023809523809524,
|
| 66 |
-
"eval_loss": 0.8034341335296631,
|
| 67 |
-
"eval_precision": 0.6818996415770608,
|
| 68 |
-
"eval_precision_macro": 0.7473118279569894,
|
| 69 |
-
"eval_recall": 0.7222222222222222,
|
| 70 |
-
"eval_recall_macro": 0.7066666666666667,
|
| 71 |
-
"eval_runtime": 20.008,
|
| 72 |
-
"eval_samples_per_second": 1.799,
|
| 73 |
-
"eval_steps_per_second": 0.45,
|
| 74 |
-
"step": 54
|
| 75 |
}
|
| 76 |
],
|
| 77 |
"logging_steps": 10,
|
| 78 |
-
"max_steps":
|
| 79 |
"num_input_tokens_seen": 0,
|
| 80 |
"num_train_epochs": 2,
|
| 81 |
"save_steps": 500,
|
|
@@ -95,12 +66,12 @@
|
|
| 95 |
"should_evaluate": false,
|
| 96 |
"should_log": false,
|
| 97 |
"should_save": true,
|
| 98 |
-
"should_training_stop":
|
| 99 |
},
|
| 100 |
"attributes": {}
|
| 101 |
}
|
| 102 |
},
|
| 103 |
-
"total_flos":
|
| 104 |
"train_batch_size": 4,
|
| 105 |
"trial_name": null,
|
| 106 |
"trial_params": null
|
|
|
|
| 1 |
{
|
| 2 |
+
"best_metric": 0.8709465020576131,
|
| 3 |
+
"best_model_checkpoint": "hf-importance-production/checkpoint-33",
|
| 4 |
+
"epoch": 1.0,
|
| 5 |
"eval_steps": 500,
|
| 6 |
+
"global_step": 33,
|
| 7 |
"is_hyper_param_search": false,
|
| 8 |
"is_local_process_zero": true,
|
| 9 |
"is_world_process_zero": true,
|
| 10 |
"log_history": [
|
| 11 |
{
|
| 12 |
+
"epoch": 0.30303030303030304,
|
| 13 |
+
"grad_norm": 51.658302307128906,
|
| 14 |
+
"learning_rate": 3.0303030303030305e-06,
|
| 15 |
+
"loss": 0.6638,
|
| 16 |
"step": 10
|
| 17 |
},
|
| 18 |
{
|
| 19 |
+
"epoch": 0.6060606060606061,
|
| 20 |
+
"grad_norm": 36.846317291259766,
|
| 21 |
+
"learning_rate": 6.060606060606061e-06,
|
| 22 |
+
"loss": 0.6745,
|
| 23 |
"step": 20
|
| 24 |
},
|
| 25 |
{
|
| 26 |
+
"epoch": 0.9090909090909091,
|
| 27 |
+
"grad_norm": 40.72140121459961,
|
| 28 |
+
"learning_rate": 9.090909090909091e-06,
|
| 29 |
+
"loss": 0.8836,
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 30 |
"step": 30
|
| 31 |
},
|
| 32 |
{
|
| 33 |
+
"epoch": 1.0,
|
| 34 |
+
"eval_accuracy": 0.8888888888888888,
|
| 35 |
+
"eval_f1": 0.8709465020576131,
|
| 36 |
+
"eval_f1_macro": 0.6127572016460906,
|
| 37 |
+
"eval_loss": 0.5080194473266602,
|
| 38 |
+
"eval_precision": 0.8952380952380952,
|
| 39 |
+
"eval_precision_macro": 0.8015873015873015,
|
| 40 |
+
"eval_recall": 0.8888888888888888,
|
| 41 |
+
"eval_recall_macro": 0.5747863247863249,
|
| 42 |
+
"eval_runtime": 24.8856,
|
| 43 |
+
"eval_samples_per_second": 1.808,
|
| 44 |
+
"eval_steps_per_second": 0.482,
|
| 45 |
+
"step": 33
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 46 |
}
|
| 47 |
],
|
| 48 |
"logging_steps": 10,
|
| 49 |
+
"max_steps": 66,
|
| 50 |
"num_input_tokens_seen": 0,
|
| 51 |
"num_train_epochs": 2,
|
| 52 |
"save_steps": 500,
|
|
|
|
| 66 |
"should_evaluate": false,
|
| 67 |
"should_log": false,
|
| 68 |
"should_save": true,
|
| 69 |
+
"should_training_stop": false
|
| 70 |
},
|
| 71 |
"attributes": {}
|
| 72 |
}
|
| 73 |
},
|
| 74 |
+
"total_flos": 34730971140096.0,
|
| 75 |
"train_batch_size": 4,
|
| 76 |
"trial_name": null,
|
| 77 |
"trial_params": null
|
{checkpoint-54 β checkpoint-33}/vocab.txt
RENAMED
|
File without changes
|
model.safetensors
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 439039996
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1a149d12caec8ebeb60ba46698b642e055ab0cd32c5aec5c646d186c2ae3ba37
|
| 3 |
size 439039996
|
training_args.bin
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 5521
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:635e0dd2803ce06adc8e25ee5be2f2fb835e5f632584502de4d1eddac4c43638
|
| 3 |
size 5521
|