Training in progress epoch 0

README.md

@@ -14,13 +14,13 @@ probably proofread and complete it, then remove this comment. -->
 
 This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on an unknown dataset.
 It achieves the following results on the evaluation set:
-- Train Loss: 0.2344
-- Validation Loss: 0.5477
-- Train Precision: 0.5943
-- Train Recall: 0.6009
-- Train F1: 0.5963
-- Train Accuracy: 0.8552
-- Epoch: 5
+- Train Loss: 0.8177
+- Validation Loss: 0.4723
+- Train Precision: 0.8407
+- Train Recall: 0.7879
+- Train F1: 0.7948
+- Train Accuracy: 0.8575
+- Epoch: 0
 
 ## Model description
 
@@ -39,19 +39,14 @@ More information needed
 ### Training hyperparameters
 
 The following hyperparameters were used during training:
-- optimizer: {'name': 'Adam', 'learning_rate': {'module': 'keras.optimizers.schedules', 'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 2e-05, 'decay_steps': 2570, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}, 'registered_name': None}, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-08, 'amsgrad': False}
+- optimizer: {'name': 'Adam', 'learning_rate': {'module': 'keras.optimizers.schedules', 'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 2e-05, 'decay_steps': 2565, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}, 'registered_name': None}, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-08, 'amsgrad': False}
 - training_precision: float32
 
 ### Training results
 
 | Train Loss | Validation Loss | Train Precision | Train Recall | Train F1 | Train Accuracy | Epoch |
 |:----------:|:---------------:|:---------------:|:------------:|:--------:|:--------------:|:-----:|
-| 1.3362     | 0.6817          | 0.5323          | 0.4961       | 0.5062   | 0.8285         | 0     |
-| 0.5545     | 0.5812          | 0.6124          | 0.5624       | 0.5743   | 0.8489         | 1     |
-| 0.3958     | 0.5655          | 0.6173          | 0.5757       | 0.5845   | 0.8503         | 2     |
-| 0.3047     | 0.5495          | 0.6099          | 0.5855       | 0.5937   | 0.8523         | 3     |
-| 0.2500     | 0.5477          | 0.5943          | 0.6009       | 0.5963   | 0.8552         | 4     |
-| 0.2344     | 0.5477          | 0.5943          | 0.6009       | 0.5963   | 0.8552         | 5     |
+| 0.8177     | 0.4723          | 0.8407          | 0.7879       | 0.7948   | 0.8575         | 0     |
 
 
 ### Framework versions

config.json

@@ -9,49 +9,25 @@
   "dropout": 0.1,
   "hidden_dim": 3072,
   "id2label": {
-    "0": "Population and Society",
-    "1": "Children Education and Skills",
-    "2": "Gaps",
-    "3": "Covid",
-    "4": "Crime and Security",
-    "5": "Climate change",
-    "6": "Transport",
-    "7": "Economy",
-    "8": "Poverty",
-    "9": "Children Education and Skills (Post-16)",
-    "10": "Environment",
-    "11": "census_accounts",
-    "12": "Health and Social Care",
-    "13": "Housing Planning and Local Services",
-    "14": "Statistical Literacy",
-    "15": "accounts",
-    "16": "Children",
-    "17": "NI Health",
-    "18": "Ukraine",
-    "19": "Labour Market and Welfare"
+    "0": "Children, Education and Skills",
+    "1": "Health and Social Care",
+    "2": "Crime and Security",
+    "3": "Economy",
+    "4": "Housing, Planning and Local Services",
+    "5": "Labour Market and Welfare",
+    "6": "Population and Society",
+    "7": "Transport, Environment and Climate Change"
   },
   "initializer_range": 0.02,
   "label2id": {
-    "Children": 16,
-    "Children Education and Skills": 1,
-    "Children Education and Skills (Post-16)": 9,
-    "Climate change": 5,
-    "Covid": 3,
-    "Crime and Security": 4,
-    "Economy": 7,
-    "Environment": 10,
-    "Gaps": 2,
-    "Health and Social Care": 12,
-    "Housing Planning and Local Services": 13,
-    "Labour Market and Welfare": 19,
-    "NI Health": 17,
-    "Population and Society": 0,
-    "Poverty": 8,
-    "Statistical Literacy": 14,
-    "Transport": 6,
-    "Ukraine": 18,
-    "accounts": 15,
-    "census_accounts": 11
+    "Children, Education and Skills": 0,
+    "Crime and Security": 2,
+    "Economy": 3,
+    "Health and Social Care": 1,
+    "Housing, Planning and Local Services": 4,
+    "Labour Market and Welfare": 5,
+    "Population and Society": 6,
+    "Transport, Environment and Climate Change": 7
   },
   "max_position_embeddings": 512,
   "model_type": "distilbert",

tf_model.h5

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
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-size 268010440
+oid sha256:abe43bd49798044e1d0ccf28abbfc963ed6867112ce0d72cc4872a641c95983c
+size 267970240