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Model: jackf857/llama-3-8b-base-margin-dpo-hh-helpful-batch-64 Source: Original Platform
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README.md
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README.md
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---
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library_name: transformers
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base_model: W-61/llama-3-8b-base-sft-hh-helpful-4xh200
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tags:
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- alignment-handbook
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- margin-dpo
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- generated_from_trainer
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datasets:
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- Anthropic/hh-rlhf
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model-index:
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- name: llama-3-8b-base-margin-dpo-hh-helpful-4xH200-batch-64
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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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# llama-3-8b-base-margin-dpo-hh-helpful-4xH200-batch-64
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This model is a fine-tuned version of [W-61/llama-3-8b-base-sft-hh-helpful-4xh200](https://huggingface.co/W-61/llama-3-8b-base-sft-hh-helpful-4xh200) on the Anthropic/hh-rlhf dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.4046
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- Margin Dpo/beta: 0.1000
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- Margin Dpo/loss Margin Mean: 21.7563
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- Margin Dpo/beta Margin Mean: 2.1756
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- Margin Dpo/beta Margin Grad Mean: -0.2570
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- Margin Dpo/beta Margin Grad Std: 0.2538
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- Margin Dpo/margin Mean: 21.7563
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- Margin Dpo/margin Std: 26.3378
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- Logps/chosen: -105.9372
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- Logps/rejected: -135.4405
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- Logps/ref Chosen: -79.0510
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- Logps/ref Rejected: -86.7979
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- Logits/chosen: -0.6270
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- Logits/rejected: -0.6013
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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-07
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- train_batch_size: 8
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- eval_batch_size: 8
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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: 2
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- total_train_batch_size: 64
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- total_eval_batch_size: 32
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- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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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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| Training Loss | Epoch | Step | Validation Loss | Margin Dpo/beta | Margin Dpo/loss Margin Mean | Margin Dpo/beta Margin Mean | Margin Dpo/beta Margin Grad Mean | Margin Dpo/beta Margin Grad Std | Margin Dpo/margin Mean | Margin Dpo/margin Std | Logps/chosen | Logps/rejected | Logps/ref Chosen | Logps/ref Rejected | Logits/chosen | Logits/rejected |
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|:-------------:|:------:|:----:|:---------------:|:---------------:|:---------------------------:|:---------------------------:|:--------------------------------:|:-------------------------------:|:----------------------:|:---------------------:|:------------:|:--------------:|:----------------:|:------------------:|:-------------:|:---------------:|
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| 0.9037 | 0.1468 | 100 | 0.5593 | 0.1000 | 8.4400 | 0.8440 | -0.3668 | 0.2303 | 8.4400 | 15.3426 | -87.1427 | -103.3296 | -79.0510 | -86.7979 | -0.6628 | -0.6366 |
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| 0.6607 | 0.2937 | 200 | 0.4791 | 0.1000 | 14.6826 | 1.4683 | -0.3109 | 0.2473 | 14.6826 | 21.1628 | -92.9979 | -115.4274 | -79.0510 | -86.7979 | -0.6426 | -0.6197 |
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| 0.699 | 0.4405 | 300 | 0.4414 | 0.1000 | 18.1032 | 1.8103 | -0.2828 | 0.2516 | 18.1032 | 23.7825 | -99.9692 | -125.8193 | -79.0510 | -86.7979 | -0.6107 | -0.5845 |
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| 0.4468 | 0.5874 | 400 | 0.4213 | 0.1000 | 20.2783 | 2.0278 | -0.2687 | 0.2540 | 20.2783 | 25.4582 | -102.0468 | -130.0720 | -79.0510 | -86.7979 | -0.5647 | -0.5335 |
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| 0.38 | 0.7342 | 500 | 0.4098 | 0.1000 | 21.8238 | 2.1824 | -0.2579 | 0.2561 | 21.8238 | 26.5974 | -106.9358 | -136.5065 | -79.0510 | -86.7979 | -0.6236 | -0.5976 |
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| 0.4876 | 0.8811 | 600 | 0.4046 | 0.1000 | 21.7563 | 2.1756 | -0.2570 | 0.2538 | 21.7563 | 26.3378 | -105.9372 | -135.4405 | -79.0510 | -86.7979 | -0.6270 | -0.6013 |
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### Framework versions
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- Transformers 4.51.0
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- Pytorch 2.3.1+cu121
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- Datasets 2.21.0
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- Tokenizers 0.21.4
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all_results.json
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{
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"epoch": 1.0,
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"eval_logits/chosen": -0.6029719114303589,
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"eval_logits/rejected": -0.5759690403938293,
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"eval_logps/chosen": -106.27237701416016,
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"eval_logps/ref_chosen": -79.05104064941406,
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"eval_logps/ref_rejected": -86.79793548583984,
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"eval_logps/rejected": -135.82232666015625,
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"eval_loss": 0.40388280153274536,
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"eval_margin_dpo/beta": 0.10000000149011612,
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"eval_margin_dpo/beta_margin_grad_mean": -0.2565760016441345,
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"eval_margin_dpo/beta_margin_grad_std": 0.2537597417831421,
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"eval_margin_dpo/beta_margin_mean": 2.1803061962127686,
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"eval_margin_dpo/loss_margin_mean": 21.803062438964844,
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"eval_margin_dpo/margin_std": 26.34841537475586,
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"eval_runtime": 39.8235,
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"eval_samples": 2339,
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"eval_samples_per_second": 58.734,
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"eval_steps_per_second": 1.858,
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"total_flos": 0.0,
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"train_loss": 0.572698849610295,
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"train_runtime": 1998.3785,
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"train_samples": 43598,
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"train_samples_per_second": 21.817,
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"train_steps_per_second": 0.341
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}
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config.json
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"LlamaForCausalLM"
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"head_dim": 128,
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"num_hidden_layers": 32,
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"use_cache": true,
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"vocab_size": 128256
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}
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eval_results.json
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"eval_logps/ref_rejected": -86.79793548583984,
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"eval_logps/rejected": -135.82232666015625,
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"eval_loss": 0.40388280153274536,
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"eval_margin_dpo/beta": 0.10000000149011612,
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"eval_margin_dpo/beta_margin_grad_mean": -0.2565760016441345,
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"eval_margin_dpo/beta_margin_grad_std": 0.2537597417831421,
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"eval_margin_dpo/beta_margin_mean": 2.1803061962127686,
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"eval_margin_dpo/loss_margin_mean": 21.803062438964844,
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"eval_margin_dpo/margin_std": 26.34841537475586,
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"eval_samples_per_second": 58.734,
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"eval_steps_per_second": 1.858
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||||
23
special_tokens_map.json
Normal file
23
special_tokens_map.json
Normal file
@@ -0,0 +1,23 @@
|
||||
{
|
||||
"bos_token": {
|
||||
"content": "<|begin_of_text|>",
|
||||
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||||
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|
||||
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|
||||
"single_word": false
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||||
},
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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||||
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|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
}
|
||||
3
tokenizer.json
Normal file
3
tokenizer.json
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:3c5cf44023714fb39b05e71e425f8d7b92805ff73f7988b083b8c87f0bf87393
|
||||
size 17209961
|
||||
2064
tokenizer_config.json
Normal file
2064
tokenizer_config.json
Normal file
File diff suppressed because it is too large
Load Diff
9
train_results.json
Normal file
9
train_results.json
Normal file
@@ -0,0 +1,9 @@
|
||||
{
|
||||
"epoch": 1.0,
|
||||
"total_flos": 0.0,
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||||
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||||
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||||
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|
||||
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|
||||
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||||
}
|
||||
13789
trainer_state.json
Normal file
13789
trainer_state.json
Normal file
File diff suppressed because it is too large
Load Diff
Reference in New Issue
Block a user