End of training

README.md

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+---
+library_name: transformers
+license: apache-2.0
+base_model: Heralax/demo-nursing-model-pretrain
+tags:
+- axolotl
+- generated_from_trainer
+datasets:
+- axolotl_correction_conversations_hidden-openstax-nursing.json
+- axolotl_rag_conversations_hidden-openstax-nursing.jsonl
+- pretraining_subset_1421673.jsonl
+- factual_sft_completion/combined_all_0.jsonl
+- factual_sft_completion/combined_all_2.jsonl
+- factual_sft_completion/combined_all_3.jsonl
+- factual_sft_completion/combined_all_1.jsonl
+- generic_sft_completion/Augmentoolkit-Openthoughts-100mil-DifferentFormat_2012946.jsonl
+- generic_sft_completion/Augmentoolkit-Augmentoolkit-Pippa-Thoughts_503236.jsonl
+- generic_sft_completion/Augmentoolkit-Augmentoolkit-LMsys-800k-Thoughts_251557.jsonl
+- generic_sft_completion/Augmentoolkit-Openthoughts-100mil-DifferentFormat_1006231.jsonl
+- generic_sft_completion/Augmentoolkit-Augmentoolkit-Bluemoon-1mil-thoughts_503236.jsonl
+- generic_sft_completion/Augmentoolkit-Augmentoolkit-Capybara-2point5mil-Thoughts_251557.jsonl
+- generic_sft_completion/Augmentoolkit-Augmentoolkit-Generic-Grabbag-Thoughts_503115.jsonl
+- generic_sft_completion/Augmentoolkit-Augmentoolkit-LMsys-800k-Thoughts_503236.jsonl
+- generic_sft_completion/Augmentoolkit-Augmentoolkit-Pippa-Thoughts_251557.jsonl
+- generic_sft_completion/Augmentoolkit-Augmentoolkit-Generic-Grabbag-Thoughts_1006473.jsonl
+- generic_sft_completion/Augmentoolkit-Augmentoolkit-Capybara-2point5mil-Thoughts_503236.jsonl
+- generic_sft_completion/Augmentoolkit-Augmentoolkit-Bluemoon-1mil-thoughts_251557.jsonl
+model-index:
+- name: demo-nursing-model-sft-2
+  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. -->
+
+[<img src="https://raw.githubusercontent.com/axolotl-ai-cloud/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/axolotl-ai-cloud/axolotl)
+<details><summary>See axolotl config</summary>
+
+axolotl version: `0.10.0.dev0`
+```yaml
+base_model: Heralax/demo-nursing-model-pretrain
+tokenizer_type: AutoTokenizer
+model_type: AutoModelForCausalLM
+load_in_8bit: false
+load_in_4bit: false
+strict: false
+datasets:
+- path: axolotl_correction_conversations_hidden-openstax-nursing.json
+  type: input_output
+- path: axolotl_rag_conversations_hidden-openstax-nursing.jsonl
+  type: input_output
+- path: pretraining_subset_1421673.jsonl
+  type: completion
+- path: factual_sft_completion/combined_all_0.jsonl
+  type: completion
+- path: factual_sft_completion/combined_all_2.jsonl
+  type: completion
+- path: factual_sft_completion/combined_all_3.jsonl
+  type: completion
+- path: factual_sft_completion/combined_all_1.jsonl
+  type: completion
+- path: generic_sft_completion/Augmentoolkit-Openthoughts-100mil-DifferentFormat_2012946.jsonl
+  type: completion
+- path: generic_sft_completion/Augmentoolkit-Augmentoolkit-Pippa-Thoughts_503236.jsonl
+  type: completion
+- path: generic_sft_completion/Augmentoolkit-Augmentoolkit-LMsys-800k-Thoughts_251557.jsonl
+  type: completion
+- path: generic_sft_completion/Augmentoolkit-Openthoughts-100mil-DifferentFormat_1006231.jsonl
+  type: completion
+- path: generic_sft_completion/Augmentoolkit-Augmentoolkit-Bluemoon-1mil-thoughts_503236.jsonl
+  type: completion
+- path: generic_sft_completion/Augmentoolkit-Augmentoolkit-Capybara-2point5mil-Thoughts_251557.jsonl
+  type: completion
+- path: generic_sft_completion/Augmentoolkit-Augmentoolkit-Generic-Grabbag-Thoughts_503115.jsonl
+  type: completion
+- path: generic_sft_completion/Augmentoolkit-Augmentoolkit-LMsys-800k-Thoughts_503236.jsonl
+  type: completion
+- path: generic_sft_completion/Augmentoolkit-Augmentoolkit-Pippa-Thoughts_251557.jsonl
+  type: completion
+- path: generic_sft_completion/Augmentoolkit-Augmentoolkit-Generic-Grabbag-Thoughts_1006473.jsonl
+  type: completion
+- path: generic_sft_completion/Augmentoolkit-Augmentoolkit-Capybara-2point5mil-Thoughts_503236.jsonl
+  type: completion
+- path: generic_sft_completion/Augmentoolkit-Augmentoolkit-Bluemoon-1mil-thoughts_251557.jsonl
+  type: completion
+dataset_prepared_path: last_finetune_prepared
+output_dir: ./finetune-model-output
+seed: 1337
+sequence_len: 5000
+sample_packing: true
+pad_to_sequence_len: false
+shuffle_merged_datasets: true
+gradient_accumulation_steps: 75
+micro_batch_size: 2
+eval_batch_size: 4
+num_epochs: 5
+optimizer: paged_adamw_8bit
+lr_scheduler: constant
+learning_rate: 2.0e-05
+noisy_embedding_alpha: 5
+weight_decay: 0
+train_on_inputs: false
+group_by_length: false
+bf16: true
+fp16: false
+tf32: false
+gradient_checkpointing: true
+logging_steps: 1
+xformers_attention: false
+flash_attention: true
+chat_template: chatml
+auto_resume_from_checkpoints: false
+warmup_ratio: 0.1
+evals_per_epoch: 1
+val_set_size: 0.04
+saves_per_epoch: 1
+eval_sample_packing: false
+save_total_limit: 2
+special_tokens:
+  pad_token: <unk>
+use_liger_kernel: true
+plugins:
+- axolotl.integrations.liger.LigerPlugin
+liger_rope: true
+liger_rms_norm: true
+liger_glu_activation: true
+liger_layer_norm: true
+liger_fused_linear_cross_entropy: true
+sequence_length: 10000
+wandb_project: test-project
+wandb_entity: ''
+wandb_watch: ''
+wandb_run_id: ''
+wandb_log_model: ''
+hub_model_id: Heralax/demo-nursing-model-sft-2
+hub_strategy: all_checkpoints
+
+```
+
+</details><br>
+
+# demo-nursing-model-sft-2
+
+This model is a fine-tuned version of [Heralax/demo-nursing-model-pretrain](https://huggingface.co/Heralax/demo-nursing-model-pretrain) on the axolotl_correction_conversations_hidden-openstax-nursing.json, the axolotl_rag_conversations_hidden-openstax-nursing.jsonl, the pretraining_subset_1421673.jsonl, the factual_sft_completion/combined_all_0.jsonl, the factual_sft_completion/combined_all_2.jsonl, the factual_sft_completion/combined_all_3.jsonl, the factual_sft_completion/combined_all_1.jsonl, the generic_sft_completion/Augmentoolkit-Openthoughts-100mil-DifferentFormat_2012946.jsonl, the generic_sft_completion/Augmentoolkit-Augmentoolkit-Pippa-Thoughts_503236.jsonl, the generic_sft_completion/Augmentoolkit-Augmentoolkit-LMsys-800k-Thoughts_251557.jsonl, the generic_sft_completion/Augmentoolkit-Openthoughts-100mil-DifferentFormat_1006231.jsonl, the generic_sft_completion/Augmentoolkit-Augmentoolkit-Bluemoon-1mil-thoughts_503236.jsonl, the generic_sft_completion/Augmentoolkit-Augmentoolkit-Capybara-2point5mil-Thoughts_251557.jsonl, the generic_sft_completion/Augmentoolkit-Augmentoolkit-Generic-Grabbag-Thoughts_503115.jsonl, the generic_sft_completion/Augmentoolkit-Augmentoolkit-LMsys-800k-Thoughts_503236.jsonl, the generic_sft_completion/Augmentoolkit-Augmentoolkit-Pippa-Thoughts_251557.jsonl, the generic_sft_completion/Augmentoolkit-Augmentoolkit-Generic-Grabbag-Thoughts_1006473.jsonl, the generic_sft_completion/Augmentoolkit-Augmentoolkit-Capybara-2point5mil-Thoughts_503236.jsonl and the generic_sft_completion/Augmentoolkit-Augmentoolkit-Bluemoon-1mil-thoughts_251557.jsonl datasets.
+It achieves the following results on the evaluation set:
+- Loss: 0.8211
+
+## 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: 2e-05
+- train_batch_size: 2
+- eval_batch_size: 4
+- seed: 1337
+- gradient_accumulation_steps: 75
+- total_train_batch_size: 150
+- optimizer: Use OptimizerNames.PAGED_ADAMW_8BIT with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
+- lr_scheduler_type: constant
+- lr_scheduler_warmup_steps: 9
+- training_steps: 90
+
+### Training results
+
+| Training Loss | Epoch  | Step | Validation Loss |
+|:-------------:|:------:|:----:|:---------------:|
+| 1.8069        | 0.0533 | 1    | 1.4362          |
+| 0.7499        | 0.9602 | 18   | 0.6830          |
+| 0.6717        | 1.9068 | 36   | 0.6260          |
+| 0.3437        | 2.8535 | 54   | 0.6453          |
+| 0.1937        | 3.8535 | 72   | 0.7476          |
+| 0.2156        | 4.8535 | 90   | 0.8211          |
+
+
+### Framework versions
+
+- Transformers 4.52.3
+- Pytorch 2.6.0+cu124
+- Datasets 3.6.0
+- Tokenizers 0.21.1

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 1,
+  "do_sample": true,
+  "eos_token_id": 2,
+  "transformers_version": "4.52.3"
+}