End of training

README.md

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+---
+license: apache-2.0
+base_model: Helsinki-NLP/opus-mt-ar-en
+tags:
+- generated_from_trainer
+metrics:
+- bleu
+model-index:
+- name: bot_train_am_7
+  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. -->
+
+# bot_train_am_7
+
+This model is a fine-tuned version of [Helsinki-NLP/opus-mt-ar-en](https://huggingface.co/Helsinki-NLP/opus-mt-ar-en) on the None dataset.
+It achieves the following results on the evaluation set:
+- Loss: 1.5408
+- Bleu: 33.1944
+- Gen Len: 12.2599
+
+## 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: 2e-05
+- train_batch_size: 16
+- eval_batch_size: 16
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- num_epochs: 15
+- mixed_precision_training: Native AMP
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | Bleu    | Gen Len |
+|:-------------:|:-----:|:----:|:---------------:|:-------:|:-------:|
+| 2.2203        | 1.0   | 984  | 1.7126          | 25.9506 | 12.0381 |
+| 1.5778        | 2.0   | 1968 | 1.5978          | 28.5264 | 11.8927 |
+| 1.3114        | 3.0   | 2952 | 1.5466          | 30.454  | 12.0183 |
+| 1.1266        | 4.0   | 3936 | 1.5216          | 31.2974 | 12.1139 |
+| 0.9856        | 5.0   | 4920 | 1.5155          | 31.7487 | 12.0509 |
+| 0.8635        | 6.0   | 5904 | 1.5146          | 32.1394 | 12.1887 |
+| 0.7871        | 7.0   | 6888 | 1.5223          | 32.7087 | 12.2431 |
+| 0.7064        | 8.0   | 7872 | 1.5384          | 33.1917 | 12.1409 |
+| 0.6409        | 9.0   | 8856 | 1.5408          | 33.1944 | 12.2599 |
+
+
+### Framework versions
+
+- Transformers 4.41.2
+- Pytorch 2.3.0+cu121
+- Datasets 2.20.0
+- Tokenizers 0.19.1

generation_config.json

@@ -0,0 +1,16 @@
+{
+  "bad_words_ids": [
+    [
+      62833
+    ]
+  ],
+  "bos_token_id": 0,
+  "decoder_start_token_id": 62833,
+  "eos_token_id": 0,
+  "forced_eos_token_id": 0,
+  "max_length": 512,
+  "num_beams": 4,
+  "pad_token_id": 62833,
+  "renormalize_logits": true,
+  "transformers_version": "4.41.2"
+}

model.safetensors

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 size 305518408