🔄 Incremental label | Acc: 1.000, F1: 1.000

README.md

@@ -21,19 +21,19 @@ Fine-tuned FinBERT model for financial sentiment analysis in TradePulse.
 
 ## Performance
 
-*Last training: 2025-07-26 22:45*  
-*Dataset: `news_20250726.csv` (186 samples)*
+*Last training: 2025-07-27 08:03*  
+*Dataset: `news_20250727.csv` (28 samples)*
 
 | Metric | Value |
 |--------|-------|
-| Loss | 1.9068 |
-| Accuracy | 0.6596 |
-| F1 Score | 0.6545 |
+| Loss | 0.0519 |
+| Accuracy | 1.0000 |
+| F1 Score | 1.0000 |
 
-| F1 Macro | 0.6545 |
+| F1 Macro | 1.0000 |
 
-| Precision | 0.6587 |
-| Recall | 0.6596 |
+| Precision | 1.0000 |
+| Recall | 1.0000 |
 
 ## Training Details
 
@@ -65,4 +65,4 @@ predictions = outputs.logits.softmax(dim=-1)
 ## Model Card Authors
 
 - TradePulse ML Team
-- Auto-generated on 2025-07-26 22:45:20
+- Auto-generated on 2025-07-27 08:03:07

{checkpoint-70 → checkpoint-6}/model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e3a16fcb4b5a47e2d1835286d36127e6b35abdc4e5648b8a1cb04b31bf7f6ae0
+oid sha256:704f3a02c2b752c20732f0414c86199de966f86ad0c0e8b6b797ad87ed17335b
 size 439039996

checkpoint-6/trainer_state.json

@@ -0,0 +1,57 @@
+{
+  "best_metric": 1.0,
+  "best_model_checkpoint": "hf-sentiment-production/checkpoint-6",
+  "epoch": 1.0,
+  "eval_steps": 500,
+  "global_step": 6,
+  "is_hyper_param_search": false,
+  "is_local_process_zero": true,
+  "is_world_process_zero": true,
+  "log_history": [
+    {
+      "epoch": 1.0,
+      "eval_accuracy": 1.0,
+      "eval_f1": 1.0,
+      "eval_f1_macro": 1.0,
+      "eval_loss": 0.05190340802073479,
+      "eval_precision": 1.0,
+      "eval_precision_macro": 1.0,
+      "eval_recall": 1.0,
+      "eval_recall_macro": 1.0,
+      "eval_runtime": 3.8674,
+      "eval_samples_per_second": 1.81,
+      "eval_steps_per_second": 0.517,
+      "step": 6
+    }
+  ],
+  "logging_steps": 10,
+  "max_steps": 12,
+  "num_input_tokens_seen": 0,
+  "num_train_epochs": 2,
+  "save_steps": 500,
+  "stateful_callbacks": {
+    "EarlyStoppingCallback": {
+      "args": {
+        "early_stopping_patience": 1,
+        "early_stopping_threshold": 0.0
+      },
+      "attributes": {
+        "early_stopping_patience_counter": 0
+      }
+    },
+    "TrainerControl": {
+      "args": {
+        "should_epoch_stop": false,
+        "should_evaluate": false,
+        "should_log": false,
+        "should_save": true,
+        "should_training_stop": false
+      },
+      "attributes": {}
+    }
+  },
+  "total_flos": 5525381772288.0,
+  "train_batch_size": 4,
+  "trial_name": null,
+  "trial_params": null
+}

checkpoint-70/trainer_state.json

@@ -1,121 +0,0 @@
-{
-  "best_metric": 0.6544659284669664,
-  "best_model_checkpoint": "hf-sentiment-production/checkpoint-70",
-  "epoch": 2.0,
-  "eval_steps": 500,
-  "global_step": 70,
-  "is_hyper_param_search": false,
-  "is_local_process_zero": true,
-  "is_world_process_zero": true,
-  "log_history": [
-    {
-      "epoch": 0.2857142857142857,
-      "grad_norm": 7.071226119995117,
-      "learning_rate": 2.9411764705882355e-06,
-      "loss": 0.2534,
-      "step": 10
-    },
-    {
-      "epoch": 0.5714285714285714,
-      "grad_norm": 0.6314905285835266,
-      "learning_rate": 5.882352941176471e-06,
-      "loss": 0.1377,
-      "step": 20
-    },
-    {
-      "epoch": 0.8571428571428571,
-      "grad_norm": 4.987966060638428,
-      "learning_rate": 8.823529411764707e-06,
-      "loss": 0.2944,
-      "step": 30
-    },
-    {
-      "epoch": 1.0,
-      "eval_accuracy": 0.6382978723404256,
-      "eval_f1": 0.6329090009446269,
-      "eval_f1_macro": 0.5264975334742776,
-      "eval_loss": 1.9303030967712402,
-      "eval_precision": 0.64225768321513,
-      "eval_precision_macro": 0.5342592592592593,
-      "eval_recall": 0.6382978723404256,
-      "eval_recall_macro": 0.5308346624136098,
-      "eval_runtime": 26.0519,
-      "eval_samples_per_second": 1.804,
-      "eval_steps_per_second": 0.461,
-      "step": 35
-    },
-    {
-      "epoch": 1.1428571428571428,
-      "grad_norm": 9.312294006347656,
-      "learning_rate": 8.333333333333334e-06,
-      "loss": 0.0594,
-      "step": 40
-    },
-    {
-      "epoch": 1.4285714285714286,
-      "grad_norm": 7.21358060836792,
-      "learning_rate": 5.555555555555557e-06,
-      "loss": 0.0614,
-      "step": 50
-    },
-    {
-      "epoch": 1.7142857142857144,
-      "grad_norm": 71.7079849243164,
-      "learning_rate": 2.7777777777777783e-06,
-      "loss": 0.1741,
-      "step": 60
-    },
-    {
-      "epoch": 2.0,
-      "grad_norm": 186.89010620117188,
-      "learning_rate": 0.0,
-      "loss": 0.4172,
-      "step": 70
-    },
-    {
-      "epoch": 2.0,
-      "eval_accuracy": 0.6595744680851063,
-      "eval_f1": 0.6544659284669664,
-      "eval_f1_macro": 0.5426037377256889,
-      "eval_loss": 1.9067509174346924,
-      "eval_precision": 0.6587175617118652,
-      "eval_precision_macro": 0.5472158657513349,
-      "eval_recall": 0.6595744680851063,
-      "eval_recall_macro": 0.5459861775651249,
-      "eval_runtime": 26.0605,
-      "eval_samples_per_second": 1.803,
-      "eval_steps_per_second": 0.46,
-      "step": 70
-    }
-  ],
-  "logging_steps": 10,
-  "max_steps": 70,
-  "num_input_tokens_seen": 0,
-  "num_train_epochs": 2,
-  "save_steps": 500,
-  "stateful_callbacks": {
-    "EarlyStoppingCallback": {
-      "args": {
-        "early_stopping_patience": 1,
-        "early_stopping_threshold": 0.0
-      },
-      "attributes": {
-        "early_stopping_patience_counter": 0
-      }
-    },
-    "TrainerControl": {
-      "args": {
-        "should_epoch_stop": false,
-        "should_evaluate": false,
-        "should_log": false,
-        "should_save": true,
-        "should_training_stop": true
-      },
-      "attributes": {}
-    }
-  },
-  "total_flos": 73145530128384.0,
-  "train_batch_size": 4,
-  "trial_name": null,
-  "trial_params": null
-}

model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e3a16fcb4b5a47e2d1835286d36127e6b35abdc4e5648b8a1cb04b31bf7f6ae0
+oid sha256:704f3a02c2b752c20732f0414c86199de966f86ad0c0e8b6b797ad87ed17335b
 size 439039996

training_args.bin

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6a1402e75afeb2339a05b681d7130716e4d13697c9b8c1aa96235285021d881e
+oid sha256:7a73d72562f4cffef7c111bb7419e095d87df7c9b49e48b855a28e531bcf3d26
 size 5521