Model save

README.md

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+---
+license: apache-2.0
+base_model: alignment-handbook/zephyr-7b-sft-full
+tags:
+- generated_from_trainer
+model-index:
+- name: notus-7b-dpo
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+# notus-7b-dpo
+
+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.
+It achieves the following results on the evaluation set:
+- Loss: 0.4730
+- Rewards/chosen: -3.5289
+- Rewards/rejected: -7.3700
+- Rewards/accuracies: 0.8016
+- Rewards/margins: 3.8412
+- Logps/rejected: -316.3751
+- Logps/chosen: -334.3053
+- Logits/rejected: -2.1644
+- Logits/chosen: -2.4556
+
+## 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-07
+- train_batch_size: 8
+- eval_batch_size: 4
+- seed: 42
+- distributed_type: multi-GPU
+- num_devices: 8
+- total_train_batch_size: 64
+- total_eval_batch_size: 32
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- lr_scheduler_warmup_ratio: 0.1
+- num_epochs: 3
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | Rewards/chosen | Rewards/rejected | Rewards/accuracies | Rewards/margins | Logps/rejected | Logps/chosen | Logits/rejected | Logits/chosen |
+|:-------------:|:-----:|:----:|:---------------:|:--------------:|:----------------:|:------------------:|:---------------:|:--------------:|:------------:|:---------------:|:-------------:|
+| 0.5051        | 0.1   | 100  | 0.5180          | 0.1475         | -0.3954          | 0.7183             | 0.5429          | -246.6286      | -297.5412    | -2.7438         | -3.0431       |
+| 0.4321        | 0.21  | 200  | 0.4375          | 0.1353         | -0.9529          | 0.7540             | 1.0882          | -252.2036      | -297.6632    | -2.7578         | -3.0543       |
+| 0.3848        | 0.31  | 300  | 0.4301          | -0.4813        | -1.8921          | 0.7302             | 1.4107          | -261.5956      | -303.8301    | -2.7592         | -3.0508       |
+| 0.3777        | 0.42  | 400  | 0.4091          | -0.8597        | -2.5306          | 0.7698             | 1.6709          | -267.9805      | -307.6138    | -2.7476         | -3.0474       |
+| 0.3559        | 0.52  | 500  | 0.4332          | -1.0424        | -2.6019          | 0.7619             | 1.5595          | -268.6939      | -309.4406    | -2.2960         | -2.6106       |
+| 0.4178        | 0.62  | 600  | 0.3934          | -0.6434        | -2.4837          | 0.7659             | 1.8404          | -267.5121      | -305.4503    | -2.5487         | -2.8508       |
+| 0.4206        | 0.73  | 700  | 0.4058          | -1.4700        | -3.5113          | 0.7857             | 2.0413          | -277.7877      | -313.7168    | -2.5679         | -2.8727       |
+| 0.4323        | 0.83  | 800  | 0.3929          | -0.9025        | -2.6935          | 0.7897             | 1.7910          | -269.6095      | -308.0414    | -2.6213         | -2.9202       |
+| 0.3706        | 0.93  | 900  | 0.3903          | -1.1122        | -3.0257          | 0.8056             | 1.9135          | -272.9316      | -310.1388    | -2.5428         | -2.8416       |
+| 0.0496        | 1.04  | 1000 | 0.3991          | -1.4248        | -4.1245          | 0.8016             | 2.6997          | -283.9196      | -313.2651    | -2.5093         | -2.8150       |
+| 0.0723        | 1.14  | 1100 | 0.3999          | -1.8789        | -4.5317          | 0.7897             | 2.6528          | -287.9914      | -317.8056    | -2.5170         | -2.8242       |
+| 0.0481        | 1.25  | 1200 | 0.4191          | -2.6211        | -5.5294          | 0.7817             | 2.9083          | -297.9687      | -325.2281    | -2.5139         | -2.8109       |
+| 0.0432        | 1.35  | 1300 | 0.4070          | -2.0605        | -5.0460          | 0.8056             | 2.9855          | -293.1345      | -319.6214    | -2.5153         | -2.8121       |
+| 0.0402        | 1.45  | 1400 | 0.4001          | -2.2445        | -5.0942          | 0.7937             | 2.8497          | -293.6164      | -321.4614    | -2.4383         | -2.7388       |
+| 0.0529        | 1.56  | 1500 | 0.4066          | -2.3499        | -5.2468          | 0.8016             | 2.8969          | -295.1426      | -322.5153    | -2.3906         | -2.6963       |
+| 0.0651        | 1.66  | 1600 | 0.3962          | -2.0597        | -4.8915          | 0.8016             | 2.8318          | -291.5901      | -319.6136    | -2.3390         | -2.6469       |
+| 0.0738        | 1.77  | 1700 | 0.3942          | -1.8893        | -4.6107          | 0.8135             | 2.7214          | -288.7817      | -317.9099    | -2.3532         | -2.6607       |
+| 0.0597        | 1.87  | 1800 | 0.3990          | -1.8774        | -4.7221          | 0.8175             | 2.8448          | -289.8961      | -317.7905    | -2.2728         | -2.5908       |
+| 0.0686        | 1.97  | 1900 | 0.3924          | -1.8745        | -4.6807          | 0.8056             | 2.8062          | -289.4821      | -317.7617    | -2.2554         | -2.5658       |
+| 0.0116        | 2.08  | 2000 | 0.4260          | -2.4687        | -5.7190          | 0.7937             | 3.2503          | -299.8647      | -323.7037    | -2.2297         | -2.5347       |
+| 0.0114        | 2.18  | 2100 | 0.4519          | -2.8266        | -6.3706          | 0.7976             | 3.5440          | -306.3802      | -327.2823    | -2.2185         | -2.5219       |
+| 0.0073        | 2.28  | 2200 | 0.4563          | -2.9422        | -6.5564          | 0.8016             | 3.6142          | -308.2384      | -328.4384    | -2.2103         | -2.5126       |
+| 0.0094        | 2.39  | 2300 | 0.4636          | -3.3246        | -7.0542          | 0.8016             | 3.7296          | -313.2165      | -332.2628    | -2.2059         | -2.5081       |
+| 0.0056        | 2.49  | 2400 | 0.4745          | -3.3599        | -7.1652          | 0.7976             | 3.8053          | -314.3266      | -332.6161    | -2.1945         | -2.4943       |
+| 0.0052        | 2.6   | 2500 | 0.4812          | -3.4916        | -7.3391          | 0.7976             | 3.8475          | -316.0656      | -333.9322    | -2.1888         | -2.4881       |
+| 0.0065        | 2.7   | 2600 | 0.4678          | -3.2226        | -6.9887          | 0.7976             | 3.7661          | -312.5613      | -331.2425    | -2.1644         | -2.4560       |
+| 0.0059        | 2.8   | 2700 | 0.4694          | -3.4307        | -7.2484          | 0.7976             | 3.8177          | -315.1584      | -333.3234    | -2.1572         | -2.4483       |
+| 0.0054        | 2.91  | 2800 | 0.4707          | -3.4959        | -7.3283          | 0.8056             | 3.8324          | -315.9576      | -333.9758    | -2.1575         | -2.4491       |
+
+
+### Framework versions
+
+- Transformers 4.35.0
+- Pytorch 2.1.1+cu121
+- Datasets 2.14.6
+- Tokenizers 0.14.1

all_results.json

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+{
+    "epoch": 3.0,
+    "eval_logits/chosen": -2.4555959701538086,
+    "eval_logits/rejected": -2.1643569469451904,
+    "eval_logps/chosen": -334.3052978515625,
+    "eval_logps/rejected": -316.3751220703125,
+    "eval_loss": 0.4730003774166107,
+    "eval_rewards/accuracies": 0.8015872836112976,
+    "eval_rewards/chosen": -3.5288658142089844,
+    "eval_rewards/margins": 3.8411812782287598,
+    "eval_rewards/rejected": -7.370047569274902,
+    "eval_runtime": 139.3206,
+    "eval_samples": 2000,
+    "eval_samples_per_second": 14.355,
+    "eval_steps_per_second": 0.452,
+    "train_loss": 0.16336456995732068,
+    "train_runtime": 43274.0653,
+    "train_samples": 61619,
+    "train_samples_per_second": 4.272,
+    "train_steps_per_second": 0.067
+}

eval_results.json

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+{
+    "epoch": 3.0,
+    "eval_logits/chosen": -2.4555959701538086,
+    "eval_logits/rejected": -2.1643569469451904,
+    "eval_logps/chosen": -334.3052978515625,
+    "eval_logps/rejected": -316.3751220703125,
+    "eval_loss": 0.4730003774166107,
+    "eval_rewards/accuracies": 0.8015872836112976,
+    "eval_rewards/chosen": -3.5288658142089844,
+    "eval_rewards/margins": 3.8411812782287598,
+    "eval_rewards/rejected": -7.370047569274902,
+    "eval_runtime": 139.3206,
+    "eval_samples": 2000,
+    "eval_samples_per_second": 14.355,
+    "eval_steps_per_second": 0.452
+}

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "transformers_version": "4.35.0"
+}

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