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chchen/
Ministral-8B-Instruct-2410-dpo-1000

Name: Ministral-8B-Instruct-2410-dpo-1000
Availability: InStock

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mistralai/Ministral-8B-Instruct-2410

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Ministral-8B-Instruct-2410-dpo-1000

This model is a fine-tuned version of mistralai/Ministral-8B-Instruct-2410 on the bct_non_cot_dpo_1000 dataset. It achieves the following results on the evaluation set:

Loss: 0.3134
Rewards/chosen: -0.2081
Rewards/rejected: -2.0644
Rewards/accuracies: 0.9000
Rewards/margins: 1.8564
Logps/chosen: -27.0565
Logps/rejected: -47.3938
Logits/chosen: -1.2929
Logits/rejected: -1.3581

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 5e-06
train_batch_size: 4
eval_batch_size: 4
seed: 42
gradient_accumulation_steps: 8
total_train_batch_size: 32
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: cosine
lr_scheduler_warmup_ratio: 0.1
num_epochs: 10.0

Training results

Training Loss	Epoch	Step	Validation Loss	Rewards/chosen	Rewards/rejected	Rewards/accuracies	Rewards/margins	Logps/chosen	Logps/rejected	Logits/chosen	Logits/rejected
0.5697	1.7778	50	0.5310	0.0503	-0.3398	0.8400	0.3901	-24.4728	-30.1476	-1.6708	-1.7014
0.3795	3.5556	100	0.3455	-0.1007	-1.3901	0.9000	1.2894	-25.9826	-40.6504	-1.4192	-1.4765
0.2291	5.3333	150	0.3134	-0.2081	-2.0644	0.9000	1.8564	-27.0565	-47.3938	-1.2929	-1.3581
0.2516	7.1111	200	0.3151	-0.2309	-2.3286	0.8900	2.0977	-27.2845	-50.0355	-1.2557	-1.3219
0.1897	8.8889	250	0.3143	-0.2393	-2.3851	0.8900	2.1459	-27.3683	-50.6008	-1.2463	-1.3122

Framework versions

PEFT 0.12.0
Transformers 4.45.2
Pytorch 2.3.0
Datasets 2.19.0
Tokenizers 0.20.0

chchen/Ministral-8B-Instruct-2410-dpo-1000

Ministral-8B-Instruct-2410-dpo-1000

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

chchen/
Ministral-8B-Instruct-2410-dpo-1000