End of training

README.md

@@ -23,16 +23,16 @@ model-index:
     metrics:
     - name: Precision
       type: precision
-      value: 0.9671052631578947
+      value: 0.9752270850536746
     - name: Recall
       type: recall
-      value: 0.9743164871582436
+      value: 0.9784589892294946
     - name: F1
       type: f1
-      value: 0.9706974824597607
+      value: 0.976840363937138
     - name: Accuracy
       type: accuracy
-      value: 0.969807868252516
+      value: 0.973924977127173
 ---
 
 <!-- This model card has been generated automatically according to the information the Trainer had access to. You
@@ -42,11 +42,11 @@ should probably proofread and complete it, then remove this comment. -->
 
 This model is a fine-tuned version of [microsoft/layoutlmv3-base](https://huggingface.co/microsoft/layoutlmv3-base) on the mp-02/cord dataset.
 It achieves the following results on the evaluation set:
-- Loss: 0.1548
-- Precision: 0.9671
-- Recall: 0.9743
-- F1: 0.9707
-- Accuracy: 0.9698
+- Loss: 0.1517
+- Precision: 0.9752
+- Recall: 0.9785
+- F1: 0.9768
+- Accuracy: 0.9739
 
 ## Model description
 
@@ -65,7 +65,7 @@ More information needed
 ### Training hyperparameters
 
 The following hyperparameters were used during training:
-- learning_rate: 1e-05
+- learning_rate: 2e-05
 - train_batch_size: 16
 - eval_batch_size: 16
 - seed: 42
@@ -77,23 +77,18 @@ The following hyperparameters were used during training:
 
 | Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1     | Accuracy |
 |:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:--------:|
-| No log        | 2.0   | 100  | 1.2908          | 0.6616    | 0.7548 | 0.7051 | 0.7612   |
-| No log        | 4.0   | 200  | 0.7030          | 0.8374    | 0.8616 | 0.8493 | 0.8440   |
-| No log        | 6.0   | 300  | 0.4286          | 0.8689    | 0.9006 | 0.8845 | 0.8989   |
-| No log        | 8.0   | 400  | 0.2927          | 0.9006    | 0.9387 | 0.9193 | 0.9392   |
-| 0.9356        | 10.0  | 500  | 0.2436          | 0.9384    | 0.9586 | 0.9484 | 0.9543   |
-| 0.9356        | 12.0  | 600  | 0.2055          | 0.9502    | 0.9652 | 0.9577 | 0.9616   |
-| 0.9356        | 14.0  | 700  | 0.1964          | 0.9541    | 0.9644 | 0.9592 | 0.9597   |
-| 0.9356        | 16.0  | 800  | 0.1797          | 0.9549    | 0.9652 | 0.9600 | 0.9634   |
-| 0.9356        | 18.0  | 900  | 0.1653          | 0.9583    | 0.9710 | 0.9646 | 0.9671   |
-| 0.1384        | 20.0  | 1000 | 0.1548          | 0.9671    | 0.9743 | 0.9707 | 0.9698   |
-| 0.1384        | 22.0  | 1100 | 0.1838          | 0.9604    | 0.9635 | 0.9620 | 0.9602   |
-| 0.1384        | 24.0  | 1200 | 0.1539          | 0.9663    | 0.9727 | 0.9694 | 0.9694   |
-| 0.1384        | 26.0  | 1300 | 0.1597          | 0.9623    | 0.9735 | 0.9679 | 0.9716   |
-| 0.1384        | 28.0  | 1400 | 0.1631          | 0.9599    | 0.9710 | 0.9654 | 0.9689   |
-| 0.0469        | 30.0  | 1500 | 0.1586          | 0.9663    | 0.9727 | 0.9694 | 0.9694   |
-| 0.0469        | 32.0  | 1600 | 0.1728          | 0.9622    | 0.9702 | 0.9662 | 0.9675   |
-| 0.0469        | 34.0  | 1700 | 0.1646          | 0.9694    | 0.9718 | 0.9706 | 0.9694   |
+| No log        | 2.0   | 100  | 0.8667          | 0.7592    | 0.8202 | 0.7885 | 0.8097   |
+| No log        | 4.0   | 200  | 0.3443          | 0.9122    | 0.9387 | 0.9253 | 0.9222   |
+| No log        | 6.0   | 300  | 0.2128          | 0.9345    | 0.9569 | 0.9456 | 0.9579   |
+| No log        | 8.0   | 400  | 0.1745          | 0.9440    | 0.9635 | 0.9537 | 0.9629   |
+| 0.6362        | 10.0  | 500  | 0.1594          | 0.9559    | 0.9702 | 0.9630 | 0.9684   |
+| 0.6362        | 12.0  | 600  | 0.1720          | 0.9630    | 0.9693 | 0.9661 | 0.9629   |
+| 0.6362        | 14.0  | 700  | 0.1528          | 0.9607    | 0.9710 | 0.9658 | 0.9675   |
+| 0.6362        | 16.0  | 800  | 0.1460          | 0.9638    | 0.9718 | 0.9678 | 0.9680   |
+| 0.6362        | 18.0  | 900  | 0.1609          | 0.9614    | 0.9702 | 0.9658 | 0.9648   |
+| 0.0536        | 20.0  | 1000 | 0.1517          | 0.9752    | 0.9785 | 0.9768 | 0.9739   |
+| 0.0536        | 22.0  | 1100 | 0.1901          | 0.9614    | 0.9693 | 0.9653 | 0.9657   |
+| 0.0536        | 24.0  | 1200 | 0.1867          | 0.9638    | 0.9718 | 0.9678 | 0.9666   |
 
 
 ### Framework versions

all_results.json

@@ -1,10 +1,10 @@
 {
-    "predict_accuracy": 0.9596774193548387,
-    "predict_f1": 0.962278675904542,
-    "predict_loss": 0.21933406591415405,
-    "predict_precision": 0.9541984732824428,
-    "predict_recall": 0.9704968944099379,
-    "predict_runtime": 8.9165,
-    "predict_samples_per_second": 11.215,
-    "predict_steps_per_second": 0.785
+    "predict_accuracy": 0.9647707979626485,
+    "predict_f1": 0.9660755589822667,
+    "predict_loss": 0.2048366665840149,
+    "predict_precision": 0.9594180704441041,
+    "predict_recall": 0.9728260869565217,
+    "predict_runtime": 9.01,
+    "predict_samples_per_second": 11.099,
+    "predict_steps_per_second": 0.777
 }

predict_results.json

@@ -1,10 +1,10 @@
 {
-    "predict_accuracy": 0.9596774193548387,
-    "predict_f1": 0.962278675904542,
-    "predict_loss": 0.21933406591415405,
-    "predict_precision": 0.9541984732824428,
-    "predict_recall": 0.9704968944099379,
-    "predict_runtime": 8.9165,
-    "predict_samples_per_second": 11.215,
-    "predict_steps_per_second": 0.785
+    "predict_accuracy": 0.9647707979626485,
+    "predict_f1": 0.9660755589822667,
+    "predict_loss": 0.2048366665840149,
+    "predict_precision": 0.9594180704441041,
+    "predict_recall": 0.9728260869565217,
+    "predict_runtime": 9.01,
+    "predict_samples_per_second": 11.099,
+    "predict_steps_per_second": 0.777
 }

predictions.txt

@@ -1,6 +1,6 @@
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@@ -37,15 +37,15 @@ B-MENU.CNT B-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.CNT B-MENU.NM I-MENU.NM B-MEN
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@@ -55,46 +55,46 @@ B-MENU.CNT B-MENU.NM I-MENU.NM I-MENU.NM I-MENU.NM B-MENU.PRICE B-MENU.CNT B-MEN
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