Model save
Browse files- README.md +86 -0
- adapter_model.safetensors +1 -1
- all_results.json +8 -0
- runs/Jul29_11-56-09_node12/events.out.tfevents.1722222188.node12.2246976.0 +2 -2
- train_results.json +8 -0
- trainer_state.json +2146 -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: alignment-handbook/zephyr-7b-sft-full
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model-index:
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- name: zephyr-dpo-qlora-gpt4-5e-6-epoch3
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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-dpo-qlora-gpt4-5e-6-epoch3
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This model is a fine-tuned version of [alignment-handbook/zephyr-7b-sft-full](https://huggingface.co/alignment-handbook/zephyr-7b-sft-full) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 1.8351
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- Rewards/chosen: -16.6710
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- Rewards/rejected: -19.6029
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- Rewards/accuracies: 0.6825
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- Rewards/margins: 2.9319
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- Rewards/margins Max: 11.9629
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- Rewards/margins Min: -5.2899
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- Rewards/margins Std: 7.7662
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- Logps/rejected: -2219.4746
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- Logps/chosen: -1952.3245
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- Logits/rejected: -1.4296
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- Logits/chosen: -1.5156
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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: 2
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- eval_batch_size: 4
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- seed: 42
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- distributed_type: multi-GPU
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- num_devices: 8
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- total_train_batch_size: 16
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- total_eval_batch_size: 32
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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: 3
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Rewards/chosen | Rewards/rejected | Rewards/accuracies | Rewards/margins | Rewards/margins Max | Rewards/margins Min | Rewards/margins Std | Logps/rejected | Logps/chosen | Logits/rejected | Logits/chosen |
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|:-------------:|:-----:|:----:|:---------------:|:--------------:|:----------------:|:------------------:|:---------------:|:-------------------:|:-------------------:|:-------------------:|:--------------:|:------------:|:---------------:|:-------------:|
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| 0.4777 | 0.28 | 100 | 0.6755 | -0.3600 | -0.4244 | 0.6032 | 0.0644 | 0.3559 | -0.2210 | 0.2529 | -301.6254 | -321.2222 | -2.6312 | -2.6710 |
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| 0.1416 | 0.56 | 200 | 0.9053 | -6.7040 | -7.2161 | 0.6270 | 0.5121 | 2.7698 | -1.7984 | 2.0239 | -980.7882 | -955.6170 | -1.4055 | -1.4608 |
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| 0.0426 | 0.85 | 300 | 0.9213 | -7.5636 | -8.6200 | 0.6786 | 1.0563 | 4.2652 | -2.1614 | 2.8565 | -1121.1776 | -1041.5824 | -1.6508 | -1.7101 |
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| 0.0537 | 1.13 | 400 | 1.1419 | -12.1996 | -13.1820 | 0.6468 | 0.9824 | 5.4879 | -3.0621 | 3.7889 | -1577.3877 | -1505.1829 | -1.5926 | -1.6576 |
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| 0.0197 | 1.41 | 500 | 1.6844 | -17.1495 | -18.8730 | 0.6667 | 1.7235 | 9.4195 | -5.1462 | 6.5774 | -2146.4797 | -2000.1663 | -1.4330 | -1.5026 |
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| 0.0029 | 1.69 | 600 | 1.9743 | -14.5461 | -17.4661 | 0.6865 | 2.9200 | 12.4008 | -5.7167 | 8.1643 | -2005.7900 | -1739.8331 | -1.4547 | -1.5331 |
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| 0.018 | 1.97 | 700 | 1.8030 | -16.5306 | -19.1782 | 0.6786 | 2.6476 | 11.2308 | -5.2715 | 7.4338 | -2177.0017 | -1938.2783 | -1.4133 | -1.4978 |
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| 0.0014 | 2.25 | 800 | 1.8519 | -16.7236 | -19.4930 | 0.6746 | 2.7694 | 11.6630 | -5.3047 | 7.6237 | -2208.4844 | -1957.5789 | -1.4433 | -1.5266 |
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| 0.0034 | 2.54 | 900 | 1.6799 | -16.1476 | -18.7797 | 0.6865 | 2.6322 | 10.7631 | -4.8758 | 7.0339 | -2137.1570 | -1899.9781 | -1.4489 | -1.5324 |
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| 0.0118 | 2.82 | 1000 | 1.8351 | -16.6710 | -19.6029 | 0.6825 | 2.9319 | 11.9629 | -5.2899 | 7.7662 | -2219.4746 | -1952.3245 | -1.4296 | -1.5156 |
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### Framework versions
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- PEFT 0.7.1
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- Transformers 4.39.0.dev0
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- Pytorch 2.1.2+cu121
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- Datasets 2.14.6
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- Tokenizers 0.15.2
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adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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size 671150064
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version https://git-lfs.github.com/spec/v1
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oid sha256:06e2f84004c2c3a6c5466a3646a926d3b628fdf048b091676f66c5a9e8c73eca
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size 671150064
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all_results.json
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{
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"epoch": 3.0,
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"train_loss": 0.1103198329137612,
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"train_runtime": 9245.0119,
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"train_samples": 5678,
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"train_samples_per_second": 1.843,
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"train_steps_per_second": 0.115
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}
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runs/Jul29_11-56-09_node12/events.out.tfevents.1722222188.node12.2246976.0
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version https://git-lfs.github.com/spec/v1
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:ca018eab3fc37b41ee902b0ebd05f088f102a32b1c6029d0fdb9e4ef1dd2a95c
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size 108927
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train_results.json
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{
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"epoch": 3.0,
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"train_loss": 0.1103198329137612,
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"train_runtime": 9245.0119,
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"train_samples": 5678,
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"train_samples_per_second": 1.843,
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"train_steps_per_second": 0.115
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}
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trainer_state.json
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|
| 1 |
+
{
|
| 2 |
+
"best_metric": null,
|
| 3 |
+
"best_model_checkpoint": null,
|
| 4 |
+
"epoch": 3.0,
|
| 5 |
+
"eval_steps": 100,
|
| 6 |
+
"global_step": 1065,
|
| 7 |
+
"is_hyper_param_search": false,
|
| 8 |
+
"is_local_process_zero": true,
|
| 9 |
+
"is_world_process_zero": true,
|
| 10 |
+
"log_history": [
|
| 11 |
+
{
|
| 12 |
+
"epoch": 0.0,
|
| 13 |
+
"grad_norm": 2.1205010754043525,
|
| 14 |
+
"learning_rate": 4.672897196261682e-08,
|
| 15 |
+
"logits/chosen": -2.8477635383605957,
|
| 16 |
+
"logits/rejected": -2.8469698429107666,
|
| 17 |
+
"logps/chosen": -522.6112670898438,
|
| 18 |
+
"logps/rejected": -359.48583984375,
|
| 19 |
+
"loss": 0.6931,
|
| 20 |
+
"rewards/accuracies": 0.0,
|
| 21 |
+
"rewards/chosen": 0.0,
|
| 22 |
+
"rewards/margins": 0.0,
|
| 23 |
+
"rewards/margins_max": 0.0,
|
| 24 |
+
"rewards/margins_min": 0.0,
|
| 25 |
+
"rewards/margins_std": 0.0,
|
| 26 |
+
"rewards/rejected": 0.0,
|
| 27 |
+
"step": 1
|
| 28 |
+
},
|
| 29 |
+
{
|
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