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Model: jackf857/llama-3-8b-base-kto-ultrafeedback-4xh200-batch-128-20260427-194056 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-ultrachat-8xh200
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tags:
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- alignment-handbook
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- kto
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- generated_from_trainer
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datasets:
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- HuggingFaceH4/ultrafeedback_binarized
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model-index:
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- name: llama-3-8b-base-kto-ultrafeedback-4xh200-batch-128-20260427-194056
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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-kto-ultrafeedback-4xh200-batch-128-20260427-194056
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This model is a fine-tuned version of [W-61/llama-3-8b-base-sft-ultrachat-8xh200](https://huggingface.co/W-61/llama-3-8b-base-sft-ultrachat-8xh200) on the HuggingFaceH4/ultrafeedback_binarized dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.4319
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- Rewards/chosen: -0.5716
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- Logps/chosen: -345.0196
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- Rewards/rejected: -1.4489
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- Logps/rejected: -411.8449
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- Rewards/margins: 0.8773
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- Kl: 0.0
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- Logits/chosen: -377414720.0
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- Logits/rejected: -376930848.0
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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: 4
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- total_train_batch_size: 128
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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 | Rewards/chosen | Logps/chosen | Rewards/rejected | Logps/rejected | Rewards/margins | Kl | Logits/chosen | Logits/rejected |
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|:-------------:|:------:|:----:|:---------------:|:--------------:|:------------:|:----------------:|:--------------:|:---------------:|:---:|:-------------:|:---------------:|
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| 1.8447 | 0.2094 | 200 | 0.4646 | -0.6301 | -350.8658 | -0.9983 | -366.7805 | 0.3682 | 0.0 | -401673280.0 | -397073248.0 |
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| 1.7296 | 0.4188 | 400 | 0.4408 | -0.6904 | -356.8998 | -1.3983 | -406.7836 | 0.7079 | 0.0 | -377831392.0 | -377408832.0 |
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| 1.685 | 0.6283 | 600 | 0.4325 | -0.9586 | -383.711 | -1.8718 | -454.1356 | 0.9133 | 0.0 | -388254240.0 | -387494368.0 |
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| 1.7464 | 0.8377 | 800 | 0.4319 | -0.5716 | -345.0196 | -1.4489 | -411.8449 | 0.8773 | 0.0 | -377414720.0 | -376930848.0 |
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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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all_results.json
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{
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"epoch": 1.0,
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"eval_kl": 0.0,
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"eval_logits/chosen": -379691072.0,
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"eval_logits/rejected": -379400672.0,
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"eval_logps/chosen": -350.84775,
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"eval_logps/rejected": -419.8235625,
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"eval_loss": 0.43092331290245056,
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"eval_rewards/chosen": -0.629920166015625,
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"eval_rewards/margins": 0.89880419921875,
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"eval_rewards/rejected": -1.528724365234375,
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"eval_runtime": 171.8673,
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"eval_samples": 4000,
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"eval_samples_per_second": 23.274,
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"eval_steps_per_second": 0.727,
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"total_flos": 0.0,
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"train_loss": 1.7875109602643557,
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"train_runtime": 10843.0021,
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"train_samples": 122270,
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"train_samples_per_second": 11.276,
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"train_steps_per_second": 0.088
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}
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config.json
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"architectures": [
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"LlamaForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 128000,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 4096,
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"initializer_range": 0.02,
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"intermediate_size": 14336,
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"max_position_embeddings": 8192,
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"mlp_bias": false,
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"model_type": "llama",
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"num_attention_heads": 32,
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"num_hidden_layers": 32,
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"vocab_size": 128256
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}
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eval_results.json
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"eval_logits/chosen": -379691072.0,
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"eval_logits/rejected": -379400672.0,
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"eval_logps/chosen": -350.84775,
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"eval_loss": 0.43092331290245056,
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"eval_rewards/chosen": -0.629920166015625,
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"eval_rewards/margins": 0.89880419921875,
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"eval_rewards/rejected": -1.528724365234375,
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"eval_runtime": 171.8673,
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"eval_samples": 4000,
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"eval_samples_per_second": 23.274,
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"eval_steps_per_second": 0.727
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}
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"temperature": 0.6,
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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|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"eos_token": {
|
||||
"content": "<|end_of_text|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"pad_token": {
|
||||
"content": "<|end_of_text|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"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,
|
||||
"train_loss": 1.7875109602643557,
|
||||
"train_runtime": 10843.0021,
|
||||
"train_samples": 122270,
|
||||
"train_samples_per_second": 11.276,
|
||||
"train_steps_per_second": 0.088
|
||||
}
|
||||
1547
trainer_state.json
Normal file
1547
trainer_state.json
Normal file
File diff suppressed because it is too large
Load Diff
Reference in New Issue
Block a user