magesh-sundar
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Commit
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Upload Emma Adapters v0.1
Browse files- README.md +61 -1
- adapter_config.json +28 -0
- adapter_model.safetensors +3 -0
- all_results.json +11 -0
- eval_results.json +7 -0
- special_tokens_map.json +24 -0
- tokenizer.model +3 -0
- tokenizer_config.json +46 -0
- train_results.json +7 -0
- trainer_log.jsonl +4 -0
- trainer_state.json +45 -0
- training_args.bin +3 -0
README.md
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---
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-
license:
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---
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---
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license: other
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library_name: peft
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tags:
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- llama-factory
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- lora
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- generated_from_trainer
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base_model: mistralai/Mistral-7B-Instruct-v0.2
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model-index:
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- name: emma_assistant_v0.3
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# emma_assistant_v0.3
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This model is a fine-tuned version of [mistralai/Mistral-7B-Instruct-v0.2](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.2) on the emma_assistant dataset.
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It achieves the following results on the evaluation set:
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- Loss: 1.1406
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 0.001
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- train_batch_size: 2
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- eval_batch_size: 2
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- seed: 42
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- gradient_accumulation_steps: 8
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- total_train_batch_size: 16
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: cosine
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- num_epochs: 5.0
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### Training results
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| Training Loss | Epoch | Step | Validation Loss |
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|:-------------:|:-----:|:----:|:---------------:|
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| 0.9342 | 2.55 | 200 | 1.1406 |
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### Framework versions
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- PEFT 0.9.0
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- Transformers 4.38.2
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- Pytorch 2.1.0+cu121
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- Datasets 2.18.0
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- Tokenizers 0.15.2
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adapter_config.json
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{
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"alpha_pattern": {},
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"auto_mapping": null,
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"base_model_name_or_path": "mistralai/Mistral-7B-Instruct-v0.2",
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"bias": "none",
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"fan_in_fan_out": false,
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"inference_mode": true,
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"init_lora_weights": true,
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"layers_pattern": null,
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"layers_to_transform": null,
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"loftq_config": {},
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"lora_alpha": 16,
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"lora_dropout": 0.1,
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"megatron_config": null,
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"megatron_core": "megatron.core",
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"modules_to_save": null,
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"peft_type": "LORA",
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"r": 8,
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"rank_pattern": {},
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"revision": null,
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"target_modules": [
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"v_proj",
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"q_proj"
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],
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"task_type": "CAUSAL_LM",
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"use_dora": false,
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"use_rslora": false
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}
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adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:264959cd8f9d53ab54a57dbb6b9469ea88778042e8046bf660e703a03506f217
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size 13648432
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all_results.json
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{
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"epoch": 4.97,
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"eval_loss": 1.1405508518218994,
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"eval_runtime": 10.7289,
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"eval_samples_per_second": 13.049,
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"eval_steps_per_second": 6.524,
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"train_loss": 0.6901797954852764,
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"train_runtime": 1500.9342,
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"train_samples_per_second": 4.181,
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"train_steps_per_second": 0.26
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}
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eval_results.json
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{
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"epoch": 4.97,
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"eval_loss": 1.1405508518218994,
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"eval_runtime": 10.7289,
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"eval_samples_per_second": 13.049,
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"eval_steps_per_second": 6.524
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}
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special_tokens_map.json
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{
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"bos_token": {
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"content": "<s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"eos_token": {
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"content": "</s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": "</s>",
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"unk_token": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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}
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}
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tokenizer.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:dadfd56d766715c61d2ef780a525ab43b8e6da4de6865bda3d95fdef5e134055
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size 493443
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tokenizer_config.json
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{
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"add_bos_token": true,
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"add_eos_token": false,
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"add_prefix_space": true,
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"added_tokens_decoder": {
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"0": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"1": {
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"content": "<s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"2": {
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"content": "</s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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}
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},
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"additional_special_tokens": [],
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"bos_token": "<s>",
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"chat_template": "{% if messages[0]['role'] == 'system' %}{% set system_message = messages[0]['content'] %}{% endif %}{{ '<s>' + system_message }}{% for message in messages %}{% set content = message['content'] %}{% if message['role'] == 'user' %}{{ '[INST] ' + content + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ content + '</s>' }}{% endif %}{% endfor %}",
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"clean_up_tokenization_spaces": false,
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"eos_token": "</s>",
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"legacy": true,
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"model_max_length": 1000000000000000019884624838656,
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"pad_token": "</s>",
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"padding_side": "right",
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"sp_model_kwargs": {},
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"spaces_between_special_tokens": false,
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"split_special_tokens": false,
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"tokenizer_class": "LlamaTokenizer",
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"unk_token": "<unk>",
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"use_default_system_prompt": false
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}
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train_results.json
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{
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"epoch": 4.97,
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"train_loss": 0.6901797954852764,
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"train_runtime": 1500.9342,
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"train_samples_per_second": 4.181,
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"train_steps_per_second": 0.26
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}
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trainer_log.jsonl
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{"current_steps": 200, "total_steps": 390, "loss": 0.9342, "eval_loss": null, "predict_loss": null, "reward": null, "learning_rate": 0.0004798670299452926, "epoch": 2.55, "percentage": 51.28, "elapsed_time": "0:12:42", "remaining_time": "0:12:04"}
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{"current_steps": 200, "total_steps": 390, "loss": null, "eval_loss": 1.1405508518218994, "predict_loss": null, "reward": null, "learning_rate": null, "epoch": 2.55, "percentage": 51.28, "elapsed_time": "0:12:42", "remaining_time": "0:12:04"}
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{"current_steps": 390, "total_steps": 390, "loss": null, "eval_loss": null, "predict_loss": null, "reward": null, "learning_rate": null, "epoch": 4.97, "percentage": 100.0, "elapsed_time": "0:25:00", "remaining_time": "0:00:00"}
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{"current_steps": 70, "total_steps": 70, "loss": null, "eval_loss": 1.1405508518218994, "predict_loss": null, "reward": null, "learning_rate": null, "epoch": 4.97, "percentage": 100.0, "elapsed_time": "0:25:12", "remaining_time": "0:00:00"}
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trainer_state.json
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{
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"best_metric": 1.1405508518218994,
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"best_model_checkpoint": "saves/Mistral-7B-v0.2-Chat/lora/emma_assistant_v0.3/checkpoint-200",
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"epoch": 4.968152866242038,
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"eval_steps": 200,
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"global_step": 390,
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"is_hyper_param_search": false,
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"is_local_process_zero": true,
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"is_world_process_zero": true,
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"log_history": [
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{
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"epoch": 2.55,
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"grad_norm": 1.330633521080017,
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"learning_rate": 0.0004798670299452926,
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"loss": 0.9342,
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"step": 200
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},
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{
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"epoch": 2.55,
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"eval_loss": 1.1405508518218994,
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"eval_runtime": 10.6843,
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"eval_samples_per_second": 13.103,
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"eval_steps_per_second": 6.552,
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"step": 200
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},
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{
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"epoch": 4.97,
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"step": 390,
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"total_flos": 1.6822812952815206e+17,
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"train_loss": 0.6901797954852764,
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"train_runtime": 1500.9342,
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"train_samples_per_second": 4.181,
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"train_steps_per_second": 0.26
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}
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],
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"logging_steps": 200,
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"max_steps": 390,
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"num_input_tokens_seen": 0,
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"num_train_epochs": 5,
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"save_steps": 200,
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"total_flos": 1.6822812952815206e+17,
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"train_batch_size": 2,
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"trial_name": null,
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"trial_params": null
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}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:2dcffc82536eae9ec34475d8522da09571db612284fd1397fbda52a0e8879065
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size 5112
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