π Incremental label | Acc: 0.750, F1: 0.718
Browse files- README.md +9 -9
- {checkpoint-54 β checkpoint-66}/config.json +0 -0
- {checkpoint-54 β checkpoint-66}/model.safetensors +1 -1
- {checkpoint-54 β checkpoint-66}/special_tokens_map.json +0 -0
- {checkpoint-54 β checkpoint-66}/tokenizer.json +0 -0
- {checkpoint-54 β checkpoint-66}/tokenizer_config.json +0 -0
- {checkpoint-54 β checkpoint-66}/trainer_state.json +58 -51
- {checkpoint-54 β checkpoint-66}/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 sentiment 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 09:09*
|
| 24 |
+
*Dataset: `news_20250721.csv` (177 samples)*
|
| 25 |
|
| 26 |
| Metric | Value |
|
| 27 |
|--------|-------|
|
| 28 |
+
| Loss | 0.7441 |
|
| 29 |
+
| Accuracy | 0.8222 |
|
| 30 |
+
| F1 Score | 0.8223 |
|
| 31 |
+
| F1 Macro | 0.8223 |
|
| 32 |
+
| Precision | 0.8432 |
|
| 33 |
+
| Recall | 0.8222 |
|
| 34 |
|
| 35 |
## Training Details
|
| 36 |
|
|
|
|
| 59 |
## Model Card Authors
|
| 60 |
|
| 61 |
- TradePulse ML Team
|
| 62 |
+
- Auto-generated on 2025-07-21 09:09:16
|
{checkpoint-54 β checkpoint-66}/config.json
RENAMED
|
File without changes
|
{checkpoint-54 β checkpoint-66}/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 sha256:7230a8152985198b6e5e09fbcb992b41f8d41d2463d4293e20e7a86c5525555c
|
| 3 |
size 439039996
|
{checkpoint-54 β checkpoint-66}/special_tokens_map.json
RENAMED
|
File without changes
|
{checkpoint-54 β checkpoint-66}/tokenizer.json
RENAMED
|
File without changes
|
{checkpoint-54 β checkpoint-66}/tokenizer_config.json
RENAMED
|
File without changes
|
{checkpoint-54 β checkpoint-66}/trainer_state.json
RENAMED
|
@@ -1,81 +1,88 @@
|
|
| 1 |
{
|
| 2 |
-
"best_metric": 0.
|
| 3 |
-
"best_model_checkpoint": "hf-sentiment-production/checkpoint-
|
| 4 |
"epoch": 2.0,
|
| 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": 0.
|
| 23 |
"step": 20
|
| 24 |
},
|
| 25 |
{
|
| 26 |
-
"epoch":
|
| 27 |
-
"
|
| 28 |
-
"
|
| 29 |
-
"
|
| 30 |
-
"
|
| 31 |
-
"eval_precision": 0.7937420178799489,
|
| 32 |
-
"eval_precision_macro": 0.7088122605363983,
|
| 33 |
-
"eval_recall": 0.7777777777777778,
|
| 34 |
-
"eval_recall_macro": 0.5648148148148148,
|
| 35 |
-
"eval_runtime": 20.0576,
|
| 36 |
-
"eval_samples_per_second": 1.795,
|
| 37 |
-
"eval_steps_per_second": 0.449,
|
| 38 |
-
"step": 27
|
| 39 |
},
|
| 40 |
{
|
| 41 |
-
"epoch": 1.
|
| 42 |
-
"
|
| 43 |
-
"
|
| 44 |
-
"
|
| 45 |
-
"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 46 |
},
|
| 47 |
{
|
| 48 |
-
"epoch": 1.
|
| 49 |
-
"grad_norm":
|
| 50 |
-
"learning_rate":
|
| 51 |
-
"loss": 0.
|
| 52 |
"step": 40
|
| 53 |
},
|
| 54 |
{
|
| 55 |
-
"epoch": 1.
|
| 56 |
-
"grad_norm":
|
| 57 |
-
"learning_rate":
|
| 58 |
-
"loss": 0.
|
| 59 |
"step": 50
|
| 60 |
},
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 61 |
{
|
| 62 |
"epoch": 2.0,
|
| 63 |
-
"eval_accuracy": 0.
|
| 64 |
-
"eval_f1": 0.
|
| 65 |
-
"eval_f1_macro": 0.
|
| 66 |
-
"eval_loss": 0.
|
| 67 |
-
"eval_precision": 0.
|
| 68 |
-
"eval_precision_macro": 0.
|
| 69 |
-
"eval_recall": 0.
|
| 70 |
-
"eval_recall_macro": 0.
|
| 71 |
-
"eval_runtime":
|
| 72 |
-
"eval_samples_per_second": 1.
|
| 73 |
-
"eval_steps_per_second": 0.
|
| 74 |
-
"step":
|
| 75 |
}
|
| 76 |
],
|
| 77 |
"logging_steps": 10,
|
| 78 |
-
"max_steps":
|
| 79 |
"num_input_tokens_seen": 0,
|
| 80 |
"num_train_epochs": 2,
|
| 81 |
"save_steps": 500,
|
|
@@ -100,7 +107,7 @@
|
|
| 100 |
"attributes": {}
|
| 101 |
}
|
| 102 |
},
|
| 103 |
-
"total_flos":
|
| 104 |
"train_batch_size": 4,
|
| 105 |
"trial_name": null,
|
| 106 |
"trial_params": null
|
|
|
|
| 1 |
{
|
| 2 |
+
"best_metric": 0.8222895622895622,
|
| 3 |
+
"best_model_checkpoint": "hf-sentiment-production/checkpoint-66",
|
| 4 |
"epoch": 2.0,
|
| 5 |
"eval_steps": 500,
|
| 6 |
+
"global_step": 66,
|
| 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": 58.59674072265625,
|
| 14 |
+
"learning_rate": 3.0303030303030305e-06,
|
| 15 |
+
"loss": 1.0621,
|
| 16 |
"step": 10
|
| 17 |
},
|
| 18 |
{
|
| 19 |
+
"epoch": 0.6060606060606061,
|
| 20 |
+
"grad_norm": 26.400432586669922,
|
| 21 |
+
"learning_rate": 6.060606060606061e-06,
|
| 22 |
+
"loss": 0.8608,
|
| 23 |
"step": 20
|
| 24 |
},
|
| 25 |
{
|
| 26 |
+
"epoch": 0.9090909090909091,
|
| 27 |
+
"grad_norm": 44.112937927246094,
|
| 28 |
+
"learning_rate": 9.090909090909091e-06,
|
| 29 |
+
"loss": 1.0074,
|
| 30 |
+
"step": 30
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 31 |
},
|
| 32 |
{
|
| 33 |
+
"epoch": 1.0,
|
| 34 |
+
"eval_accuracy": 0.7333333333333333,
|
| 35 |
+
"eval_f1": 0.732098124098124,
|
| 36 |
+
"eval_f1_macro": 0.7363924963924964,
|
| 37 |
+
"eval_loss": 0.7799020409584045,
|
| 38 |
+
"eval_precision": 0.7394179894179893,
|
| 39 |
+
"eval_precision_macro": 0.7261904761904762,
|
| 40 |
+
"eval_recall": 0.7333333333333333,
|
| 41 |
+
"eval_recall_macro": 0.7589495850365416,
|
| 42 |
+
"eval_runtime": 24.995,
|
| 43 |
+
"eval_samples_per_second": 1.8,
|
| 44 |
+
"eval_steps_per_second": 0.48,
|
| 45 |
+
"step": 33
|
| 46 |
},
|
| 47 |
{
|
| 48 |
+
"epoch": 1.2121212121212122,
|
| 49 |
+
"grad_norm": 57.80762481689453,
|
| 50 |
+
"learning_rate": 7.87878787878788e-06,
|
| 51 |
+
"loss": 0.789,
|
| 52 |
"step": 40
|
| 53 |
},
|
| 54 |
{
|
| 55 |
+
"epoch": 1.5151515151515151,
|
| 56 |
+
"grad_norm": 22.032854080200195,
|
| 57 |
+
"learning_rate": 4.848484848484849e-06,
|
| 58 |
+
"loss": 0.6725,
|
| 59 |
"step": 50
|
| 60 |
},
|
| 61 |
+
{
|
| 62 |
+
"epoch": 1.8181818181818183,
|
| 63 |
+
"grad_norm": 4.845839977264404,
|
| 64 |
+
"learning_rate": 1.8181818181818183e-06,
|
| 65 |
+
"loss": 0.4489,
|
| 66 |
+
"step": 60
|
| 67 |
+
},
|
| 68 |
{
|
| 69 |
"epoch": 2.0,
|
| 70 |
+
"eval_accuracy": 0.8222222222222222,
|
| 71 |
+
"eval_f1": 0.8222895622895622,
|
| 72 |
+
"eval_f1_macro": 0.8171717171717172,
|
| 73 |
+
"eval_loss": 0.7441494464874268,
|
| 74 |
+
"eval_precision": 0.8432323232323233,
|
| 75 |
+
"eval_precision_macro": 0.8424242424242424,
|
| 76 |
+
"eval_recall": 0.8222222222222222,
|
| 77 |
+
"eval_recall_macro": 0.8169205995292952,
|
| 78 |
+
"eval_runtime": 24.9519,
|
| 79 |
+
"eval_samples_per_second": 1.803,
|
| 80 |
+
"eval_steps_per_second": 0.481,
|
| 81 |
+
"step": 66
|
| 82 |
}
|
| 83 |
],
|
| 84 |
"logging_steps": 10,
|
| 85 |
+
"max_steps": 66,
|
| 86 |
"num_input_tokens_seen": 0,
|
| 87 |
"num_train_epochs": 2,
|
| 88 |
"save_steps": 500,
|
|
|
|
| 107 |
"attributes": {}
|
| 108 |
}
|
| 109 |
},
|
| 110 |
+
"total_flos": 69461942280192.0,
|
| 111 |
"train_batch_size": 4,
|
| 112 |
"trial_name": null,
|
| 113 |
"trial_params": null
|
{checkpoint-54 β checkpoint-66}/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 sha256:7230a8152985198b6e5e09fbcb992b41f8d41d2463d4293e20e7a86c5525555c
|
| 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 sha256:799383ded4fc17c3c1d9d808fcd3bb8bca8bf49782cb0ef2ca6a990d48a3b959
|
| 3 |
size 5521
|