End of training

README.md

@@ -0,0 +1,75 @@
+---
+license: mit
+library_name: peft
+tags:
+- generated_from_trainer
+base_model: openai-community/gpt2
+datasets:
+- financial_phrasebank
+metrics:
+- accuracy
+model-index:
+- name: gpt2-sentiment_analysis
+  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. -->
+
+# gpt2-sentiment_analysis
+
+This model is a fine-tuned version of [openai-community/gpt2](https://huggingface.co/openai-community/gpt2) on the financial_phrasebank dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.7017
+- Accuracy: {'accuracy': 0.8941548183254344}
+
+## 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: 0.0006
+- train_batch_size: 4
+- eval_batch_size: 1
+- seed: 42
+- gradient_accumulation_steps: 4
+- total_train_batch_size: 16
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- num_epochs: 10
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | Accuracy                         |
+|:-------------:|:-----:|:----:|:---------------:|:--------------------------------:|
+| No log        | 1.0   | 224  | 0.4513          | {'accuracy': 0.8515007898894155} |
+| No log        | 2.0   | 448  | 0.3301          | {'accuracy': 0.8862559241706162} |
+| 0.2776        | 3.0   | 672  | 0.3686          | {'accuracy': 0.8862559241706162} |
+| 0.2776        | 4.0   | 896  | 0.3920          | {'accuracy': 0.8767772511848341} |
+| 0.198         | 5.0   | 1120 | 0.3815          | {'accuracy': 0.8925750394944708} |
+| 0.198         | 6.0   | 1344 | 0.5228          | {'accuracy': 0.8720379146919431} |
+| 0.1346        | 7.0   | 1568 | 0.5616          | {'accuracy': 0.8846761453396524} |
+| 0.1346        | 8.0   | 1792 | 0.5480          | {'accuracy': 0.9020537124802528} |
+| 0.0823        | 9.0   | 2016 | 0.6681          | {'accuracy': 0.8957345971563981} |
+| 0.0823        | 10.0  | 2240 | 0.7017          | {'accuracy': 0.8941548183254344} |
+
+
+### Framework versions
+
+- PEFT 0.11.1
+- Transformers 4.41.0
+- Pytorch 2.3.0+cu121
+- Datasets 2.19.1
+- Tokenizers 0.19.1

adapter_config.json

@@ -0,0 +1,31 @@
+{
+  "alpha_pattern": {},
+  "auto_mapping": null,
+  "base_model_name_or_path": "openai-community/gpt2",
+  "bias": "none",
+  "fan_in_fan_out": true,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_dropout": 0.01,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": [
+    "classifier",
+    "score"
+  ],
+  "peft_type": "LORA",
+  "r": 4,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "c_attn"
+  ],
+  "task_type": "SEQ_CLS",
+  "use_dora": false,
+  "use_rslora": false
+}

adapter_model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2ef8c6ad24e02b3d3a27c2bfc4309659138290b08d1b8c185464a6a48037fac6
+size 154994840

added_tokens.json

@@ -0,0 +1,3 @@
+{
+  "[PAD]": 50257
+}

runs/May26_15-23-51_49a6a009079d/events.out.tfevents.1716737036.49a6a009079d.1999.0

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:25588a1e606f0b5abeccce2026e1edeb577ea7d95cc519d44a36f86bc427dada
+size 5317

runs/May26_15-23-51_49a6a009079d/events.out.tfevents.1716737145.49a6a009079d.1999.1

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d56a80bf47cdab24b29ccb96a87506ea110b87e9a0c27d804e83ab801065bab3
+size 9274

special_tokens_map.json

@@ -0,0 +1,12 @@
+{
+  "bos_token": "<|endoftext|>",
+  "eos_token": "<|endoftext|>",
+  "pad_token": {
+    "content": "[PAD]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": "<|endoftext|>"
+}

tokenizer_config.json

@@ -0,0 +1,28 @@
+{
+  "add_prefix_space": true,
+  "added_tokens_decoder": {
+    "50256": {
+      "content": "<|endoftext|>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50257": {
+      "content": "[PAD]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "bos_token": "<|endoftext|>",
+  "clean_up_tokenization_spaces": true,
+  "eos_token": "<|endoftext|>",
+  "model_max_length": 1024,
+  "pad_token": "[PAD]",
+  "tokenizer_class": "GPT2Tokenizer",
+  "unk_token": "<|endoftext|>"
+}

training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9cb966a637ff7f05257bc4b5803f981d143cc79ca10e744494a628c5bacb941c
+size 5176