End of training

README.md

@@ -0,0 +1,106 @@
+---
+license: mit
+base_model: xlnet/xlnet-base-cased
+tags:
+- generated_from_trainer
+metrics:
+- f1
+model-index:
+- name: xlnet-base-cased-airlines-news-multi-label-8-actions
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+# xlnet-base-cased-airlines-news-multi-label-8-actions
+
+This model is a fine-tuned version of [xlnet/xlnet-base-cased](https://huggingface.co/xlnet/xlnet-base-cased) on the None dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.2041
+- F1: 0.9254
+- Jaccard: 0.6493
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 9e-05
+- train_batch_size: 32
+- eval_batch_size: 32
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- lr_scheduler_warmup_steps: 150
+- num_epochs: 45
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | F1     | Jaccard |
+|:-------------:|:-----:|:----:|:---------------:|:------:|:-------:|
+| No log        | 1.0   | 57   | 0.4153          | 0.8352 | 0.3850  |
+| No log        | 2.0   | 114  | 0.3085          | 0.8357 | 0.3850  |
+| No log        | 3.0   | 171  | 0.2791          | 0.8685 | 0.3982  |
+| No log        | 4.0   | 228  | 0.2607          | 0.8726 | 0.4550  |
+| No log        | 5.0   | 285  | 0.2476          | 0.8898 | 0.4971  |
+| No log        | 6.0   | 342  | 0.2372          | 0.8933 | 0.5184  |
+| No log        | 7.0   | 399  | 0.2296          | 0.8986 | 0.5645  |
+| No log        | 8.0   | 456  | 0.2260          | 0.9049 | 0.5690  |
+| 0.3101        | 9.0   | 513  | 0.2234          | 0.9047 | 0.5715  |
+| 0.3101        | 10.0  | 570  | 0.2171          | 0.9149 | 0.6058  |
+| 0.3101        | 11.0  | 627  | 0.2152          | 0.9123 | 0.5970  |
+| 0.3101        | 12.0  | 684  | 0.2122          | 0.9141 | 0.6014  |
+| 0.3101        | 13.0  | 741  | 0.2100          | 0.9197 | 0.6239  |
+| 0.3101        | 14.0  | 798  | 0.2096          | 0.9163 | 0.6169  |
+| 0.3101        | 15.0  | 855  | 0.2097          | 0.9202 | 0.6412  |
+| 0.3101        | 16.0  | 912  | 0.2067          | 0.9231 | 0.6405  |
+| 0.3101        | 17.0  | 969  | 0.2046          | 0.9230 | 0.6368  |
+| 0.2256        | 18.0  | 1026 | 0.2040          | 0.9241 | 0.6486  |
+| 0.2256        | 19.0  | 1083 | 0.2031          | 0.9253 | 0.6449  |
+| 0.2256        | 20.0  | 1140 | 0.2022          | 0.9227 | 0.6515  |
+| 0.2256        | 21.0  | 1197 | 0.2041          | 0.9240 | 0.6493  |
+| 0.2256        | 22.0  | 1254 | 0.2041          | 0.9254 | 0.6493  |
+| 0.2256        | 23.0  | 1311 | 0.2013          | 0.9210 | 0.6471  |
+| 0.2256        | 24.0  | 1368 | 0.2013          | 0.9234 | 0.6515  |
+| 0.2256        | 25.0  | 1425 | 0.2015          | 0.9234 | 0.6397  |
+| 0.2256        | 26.0  | 1482 | 0.1999          | 0.9235 | 0.6574  |
+| 0.2117        | 27.0  | 1539 | 0.2000          | 0.9237 | 0.6523  |
+| 0.2117        | 28.0  | 1596 | 0.1998          | 0.9239 | 0.6361  |
+| 0.2117        | 29.0  | 1653 | 0.1987          | 0.9211 | 0.6442  |
+| 0.2117        | 30.0  | 1710 | 0.1988          | 0.9230 | 0.6530  |
+| 0.2117        | 31.0  | 1767 | 0.1997          | 0.9235 | 0.6589  |
+| 0.2117        | 32.0  | 1824 | 0.1995          | 0.9228 | 0.6582  |
+| 0.2117        | 33.0  | 1881 | 0.1982          | 0.9197 | 0.6434  |
+| 0.2117        | 34.0  | 1938 | 0.1983          | 0.9209 | 0.6508  |
+| 0.2117        | 35.0  | 1995 | 0.1985          | 0.9217 | 0.6538  |
+| 0.2057        | 36.0  | 2052 | 0.1993          | 0.9247 | 0.6597  |
+| 0.2057        | 37.0  | 2109 | 0.1981          | 0.9217 | 0.6538  |
+| 0.2057        | 38.0  | 2166 | 0.1977          | 0.9238 | 0.6597  |
+| 0.2057        | 39.0  | 2223 | 0.1974          | 0.9229 | 0.6560  |
+| 0.2057        | 40.0  | 2280 | 0.1978          | 0.9223 | 0.6538  |
+| 0.2057        | 41.0  | 2337 | 0.1976          | 0.9217 | 0.6538  |
+| 0.2057        | 42.0  | 2394 | 0.1976          | 0.9229 | 0.6552  |
+| 0.2057        | 43.0  | 2451 | 0.1975          | 0.9229 | 0.6552  |
+| 0.2023        | 44.0  | 2508 | 0.1975          | 0.9229 | 0.6552  |
+| 0.2023        | 45.0  | 2565 | 0.1975          | 0.9223 | 0.6538  |
+
+
+### Framework versions
+
+- Transformers 4.41.1
+- Pytorch 2.3.0+cu121
+- Datasets 2.19.1
+- Tokenizers 0.19.1

config.json

@@ -0,0 +1,64 @@
+{
+  "_name_or_path": "xlnet/xlnet-base-cased",
+  "architectures": [
+    "XLNetForSequenceClassification"
+  ],
+  "attn_type": "bi",
+  "bi_data": false,
+  "bos_token_id": 1,
+  "clamp_len": -1,
+  "d_head": 64,
+  "d_inner": 3072,
+  "d_model": 768,
+  "dropout": 0.1,
+  "end_n_top": 5,
+  "eos_token_id": 2,
+  "ff_activation": "gelu",
+  "id2label": {
+    "0": "capacity expansion",
+    "1": "legal action",
+    "2": "market expansion",
+    "3": "marketing",
+    "4": "merger & acquisition and finance investments",
+    "5": "outsourcing and alliance",
+    "6": "pricing",
+    "7": "product introductions and improvements"
+  },
+  "initializer_range": 0.02,
+  "label2id": {
+    "capacity expansion": 0,
+    "legal action": 1,
+    "market expansion": 2,
+    "marketing": 3,
+    "merger & acquisition and finance investments": 4,
+    "outsourcing and alliance": 5,
+    "pricing": 6,
+    "product introductions and improvements": 7
+  },
+  "layer_norm_eps": 1e-12,
+  "mem_len": null,
+  "model_type": "xlnet",
+  "n_head": 12,
+  "n_layer": 12,
+  "pad_token_id": 5,
+  "problem_type": "multi_label_classification",
+  "reuse_len": null,
+  "same_length": false,
+  "start_n_top": 5,
+  "summary_activation": "tanh",
+  "summary_last_dropout": 0.1,
+  "summary_type": "last",
+  "summary_use_proj": true,
+  "task_specific_params": {
+    "text-generation": {
+      "do_sample": true,
+      "max_length": 250
+    }
+  },
+  "torch_dtype": "float32",
+  "transformers_version": "4.41.1",
+  "untie_r": true,
+  "use_mems_eval": true,
+  "use_mems_train": false,
+  "vocab_size": 32000
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:22ff4ffbc7ee9c735a78bf26c072db3d0327772ca0ed9efccd9a33b9318e1fe3
+size 469283056

runs/Jun06_13-45-59_ubuntu-System-Product-Name/events.out.tfevents.1717652760.ubuntu-System-Product-Name.207770.0

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e2cfdf81b5757068112257e895fe3db6dfa93b2a59d99a24ab59926cc791e03f
+size 5815

runs/Jun06_13-49-07_ubuntu-System-Product-Name/events.out.tfevents.1717652949.ubuntu-System-Product-Name.208270.0

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0d748b532526cd57bca8b8f229e2a77d76fea6b1cca66ca5742bc30ba7c74d3c
+size 23770

runs/Jun06_13-49-07_ubuntu-System-Product-Name/events.out.tfevents.1717659242.ubuntu-System-Product-Name.208270.1

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9df00da145461bfc5fe832f9dec190a43d1a753356a969d9ea757d4f4f6047a9
+size 456

special_tokens_map.json

@@ -0,0 +1,19 @@
+{
+  "additional_special_tokens": [
+    "<eop>",
+    "<eod>"
+  ],
+  "bos_token": "<s>",
+  "cls_token": "<cls>",
+  "eos_token": "</s>",
+  "mask_token": {
+    "content": "<mask>",
+    "lstrip": true,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": "<pad>",
+  "sep_token": "<sep>",
+  "unk_token": "<unk>"
+}

tokenizer_config.json

@@ -0,0 +1,93 @@
+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "3": {
+      "content": "<cls>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "4": {
+      "content": "<sep>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "5": {
+      "content": "<pad>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "6": {
+      "content": "<mask>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "7": {
+      "content": "<eod>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "8": {
+      "content": "<eop>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "additional_special_tokens": [
+    "<eop>",
+    "<eod>"
+  ],
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "<cls>",
+  "do_lower_case": false,
+  "eos_token": "</s>",
+  "keep_accents": false,
+  "mask_token": "<mask>",
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "<pad>",
+  "remove_space": true,
+  "sep_token": "<sep>",
+  "tokenizer_class": "XLNetTokenizer",
+  "unk_token": "<unk>"
+}

training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2c5fa58c1bc75aebf108a9ccd57244d79b829c7930f3d61559f2f34da372d073
+size 5176