ilperrozzi
commited on
Commit
•
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Parent(s):
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Model save
Browse files- README.md +72 -0
- adapter_config.json +31 -0
- adapter_model.safetensors +3 -0
- all_results.json +21 -0
- eval_results.json +16 -0
- runs/Feb13_23-01-20_ip-172-31-12-179/events.out.tfevents.1707865729.ip-172-31-12-179.1495.0 +3 -0
- runs/Feb13_23-01-20_ip-172-31-12-179/events.out.tfevents.1707906946.ip-172-31-12-179.1495.1 +3 -0
- special_tokens_map.json +30 -0
- tokenizer.json +0 -0
- tokenizer_config.json +43 -0
- train_results.json +8 -0
- trainer_state.json +58 -0
- training_args.bin +3 -0
README.md
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---
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license: apache-2.0
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library_name: peft
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tags:
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- trl
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- dpo
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- generated_from_trainer
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base_model: mistralai/Mistral-7B-v0.1
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model-index:
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- name: zephyr-7b-dpo-qlora
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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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# zephyr-7b-dpo-qlora
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This model is a fine-tuned version of [mistralai/Mistral-7B-v0.1](https://huggingface.co/mistralai/Mistral-7B-v0.1) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.6656
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- Rewards/chosen: 0.0388
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- Rewards/rejected: -0.0264
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- Rewards/accuracies: 0.6900
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- Rewards/margins: 0.0652
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- Logps/rejected: -237.8513
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- Logps/chosen: -255.6933
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- Logits/rejected: -2.8702
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- Logits/chosen: -2.8928
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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: 5e-06
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- train_batch_size: 1
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- eval_batch_size: 1
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- seed: 42
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- distributed_type: multi-GPU
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- num_devices: 4
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- gradient_accumulation_steps: 1024
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- total_train_batch_size: 4096
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- total_eval_batch_size: 4
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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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- lr_scheduler_warmup_ratio: 0.1
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- num_epochs: 1
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### Training results
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### Framework versions
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- PEFT 0.7.1
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- Transformers 4.36.2
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- Pytorch 2.1.2
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- Datasets 2.14.6
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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-v0.1",
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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": 128,
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"lora_dropout": 0.05,
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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": 128,
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"rank_pattern": {},
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"revision": null,
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"target_modules": [
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"q_proj",
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"v_proj",
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"gate_proj",
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"down_proj",
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"o_proj",
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"up_proj",
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"k_proj"
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],
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"task_type": "CAUSAL_LM"
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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:bc4dbbff2539f5a8cc2b73edc88b63b9ab06ac92e3ac29db5f235026806303ab
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size 671150064
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all_results.json
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{
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"epoch": 0.94,
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"eval_logits/chosen": -2.892765760421753,
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"eval_logits/rejected": -2.870206356048584,
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"eval_logps/chosen": -255.6932830810547,
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"eval_logps/rejected": -237.85133361816406,
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"eval_loss": 0.6655747294425964,
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"eval_rewards/accuracies": 0.6899999976158142,
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"eval_rewards/chosen": 0.03882095217704773,
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"eval_rewards/margins": 0.06518173217773438,
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"eval_rewards/rejected": -0.026360776275396347,
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"eval_runtime": 905.2491,
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"eval_samples": 2000,
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"eval_samples_per_second": 2.209,
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"eval_steps_per_second": 0.552,
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"train_loss": 0.6761519227709089,
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"train_runtime": 40312.7822,
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"train_samples": 61135,
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"train_samples_per_second": 1.517,
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"train_steps_per_second": 0.0
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}
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eval_results.json
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{
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"epoch": 0.94,
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"eval_logits/chosen": -2.892765760421753,
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"eval_logits/rejected": -2.870206356048584,
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"eval_logps/chosen": -255.6932830810547,
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"eval_logps/rejected": -237.85133361816406,
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"eval_loss": 0.6655747294425964,
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"eval_rewards/accuracies": 0.6899999976158142,
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"eval_rewards/chosen": 0.03882095217704773,
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"eval_rewards/margins": 0.06518173217773438,
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"eval_rewards/rejected": -0.026360776275396347,
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"eval_runtime": 905.2491,
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"eval_samples": 2000,
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"eval_samples_per_second": 2.209,
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"eval_steps_per_second": 0.552
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}
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runs/Feb13_23-01-20_ip-172-31-12-179/events.out.tfevents.1707865729.ip-172-31-12-179.1495.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:16be397c167a4213b9b1a6db0c517a873f8d2d5b7a5f592edcc1c4ac12dbd0e6
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size 6526
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runs/Feb13_23-01-20_ip-172-31-12-179/events.out.tfevents.1707906946.ip-172-31-12-179.1495.1
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version https://git-lfs.github.com/spec/v1
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size 815
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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": {
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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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"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.json
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See raw diff
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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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"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": "{% for message in messages %}\n{% if message['role'] == 'user' %}\n{{ '<|user|>\n' + message['content'] + eos_token }}\n{% elif message['role'] == 'system' %}\n{{ '<|system|>\n' + message['content'] + eos_token }}\n{% elif message['role'] == 'assistant' %}\n{{ '<|assistant|>\n' + message['content'] + eos_token }}\n{% endif %}\n{% if loop.last and add_generation_prompt %}\n{{ '<|assistant|>' }}\n{% endif %}\n{% 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": 2048,
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"pad_token": "</s>",
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"sp_model_kwargs": {},
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"spaces_between_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": 0.94,
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"train_loss": 0.6761519227709089,
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"train_runtime": 40312.7822,
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"train_samples": 61135,
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"train_samples_per_second": 1.517,
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"train_steps_per_second": 0.0
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}
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trainer_state.json
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{
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"is_world_process_zero": true,
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"log_history": [
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{
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"step": 1
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},
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{
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"epoch": 0.67,
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"step": 10
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},
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{
|
40 |
+
"epoch": 0.94,
|
41 |
+
"step": 14,
|
42 |
+
"total_flos": 0.0,
|
43 |
+
"train_loss": 0.6761519227709089,
|
44 |
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"train_runtime": 40312.7822,
|
45 |
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"train_samples_per_second": 1.517,
|
46 |
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"train_steps_per_second": 0.0
|
47 |
+
}
|
48 |
+
],
|
49 |
+
"logging_steps": 10,
|
50 |
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"max_steps": 14,
|
51 |
+
"num_input_tokens_seen": 0,
|
52 |
+
"num_train_epochs": 1,
|
53 |
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"save_steps": 100,
|
54 |
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"total_flos": 0.0,
|
55 |
+
"train_batch_size": 1,
|
56 |
+
"trial_name": null,
|
57 |
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"trial_params": null
|
58 |
+
}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:f09ff2637c91d42e638be06b03259cb3c36c437d9752ac79ab9f5b2b83c3a6bc
|
3 |
+
size 4856
|