Cleanup, added Read Me

.idea/.gitignore

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Model 1 - KA MSc Thesis/data_out/mt_en/preprocess.log

@@ -0,0 +1,14 @@
+Namespace(aim_repo=None, aim_run_hash=None, align_suffix=None, alignfile=None, all_gather_list_size=16384, amp=False, amp_batch_retries=2, amp_init_scale=128, amp_scale_window=None, azureml_logging=False, bf16=False, bpe=None, cpu=False, criterion='cross_entropy', dataset_impl='mmap', destdir='results//data_out/mt_en', dict_only=False, empty_cache_freq=0, fp16=False, fp16_init_scale=128, fp16_no_flatten_grads=False, fp16_scale_tolerance=0.0, fp16_scale_window=None, joined_dictionary=False, log_file=None, log_format=None, log_interval=100, lr_scheduler='fixed', memory_efficient_bf16=False, memory_efficient_fp16=False, min_loss_scale=0.0001, model_parallel_size=1, no_progress_bar=False, nwordssrc=-1, nwordstgt=-1, on_cpu_convert_precision=False, only_source=False, optimizer=None, padding_factor=8, plasma_path='/tmp/plasma', profile=False, quantization_config_path=None, reset_logging=False, scoring='bleu', seed=1, source_lang='en', srcdict='results//models/mt_en/fairseq.dict', suppress_crashes=False, target_lang='mt', task='translation', tensorboard_logdir=None, testpref='results//data_out/mt_en/test.bpe', tgtdict='results//models/mt_en/fairseq.dict', threshold_loss_scale=None, thresholdsrc=0, thresholdtgt=0, tokenizer=None, tpu=False, trainpref='results//data_out/mt_en/train.bpe', use_plasma_view=False, user_dir=None, validpref='results//data_out/mt_en/dev.bpe', wandb_project=None, workers=4)
+[en] Dictionary: 3558 types
+[en] results//data_out/mt_en/train.bpe.en: 696904 sents, 39858065 tokens, 7.53e-06% replaced (by <unk>)
+[en] Dictionary: 3558 types
+[en] results//data_out/mt_en/dev.bpe.en: 906 sents, 43684 tokens, 0.0% replaced (by <unk>)
+[en] Dictionary: 3558 types
+[en] results//data_out/mt_en/test.bpe.en: 5000 sents, 246892 tokens, 0.00122% replaced (by <unk>)
+[mt] Dictionary: 3558 types
+[mt] results//data_out/mt_en/train.bpe.mt: 696904 sents, 53101062 tokens, 9.42e-06% replaced (by <unk>)
+[mt] Dictionary: 3558 types
+[mt] results//data_out/mt_en/dev.bpe.mt: 906 sents, 58076 tokens, 0.0% replaced (by <unk>)
+[mt] Dictionary: 3558 types
+[mt] results//data_out/mt_en/test.bpe.mt: 5000 sents, 296616 tokens, 0.00101% replaced (by <unk>)
+Wrote preprocessed data to results//data_out/mt_en

Model 1 - KA MSc Thesis/models/mt_en/fairseq.dict

@@ -0,0 +1,3554 @@
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Model 2 - iWSLT 2023 UM-DFKI Submission/data_out/mt_en/preprocess.log

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+Namespace(aim_repo=None, aim_run_hash=None, align_suffix=None, alignfile=None, all_gather_list_size=16384, amp=False, amp_batch_retries=2, amp_init_scale=128, amp_scale_window=None, azureml_logging=False, bf16=False, bpe=None, cpu=False, criterion='cross_entropy', dataset_impl='mmap', destdir='./results/data_out/mt_en/', dict_only=False, empty_cache_freq=0, fp16=False, fp16_init_scale=128, fp16_no_flatten_grads=False, fp16_scale_tolerance=0.0, fp16_scale_window=None, joined_dictionary=False, log_file=None, log_format=None, log_interval=100, lr_scheduler='fixed', memory_efficient_bf16=False, memory_efficient_fp16=False, min_loss_scale=0.0001, model_parallel_size=1, no_progress_bar=False, nwordssrc=-1, nwordstgt=-1, on_cpu_convert_precision=False, only_source=False, optimizer=None, padding_factor=8, plasma_path='/tmp/plasma', profile=False, quantization_config_path=None, reset_logging=False, scoring='bleu', seed=1, source_lang='mt', srcdict=None, suppress_crashes=False, target_lang='en', task='translation', tensorboard_logdir=None, testpref='./results/data_out/mt_en/test.mt', tgtdict=None, threshold_loss_scale=None, thresholdsrc=0, thresholdtgt=0, tokenizer=None, tpu=False, trainpref=None, use_plasma_view=False, user_dir=None, validpref=None, wandb_project=None, workers=4)

Model 2 - iWSLT 2023 UM-DFKI Submission/models/mt_en/sentence.bpe.model

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+version https://git-lfs.github.com/spec/v1
+oid sha256:cfc8146abe2a0488e9e2a0c56de7952f7c11ab059eca145a0a727afce0db2865
+size 5069051

Model 2 - iWSLT 2023 UM-DFKI Submission/models/mt_en/sentencepiece.bpe.model

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+version https://git-lfs.github.com/spec/v1
+oid sha256:0c6c1afa62c2b96cb8dbb2d667bf5ddb2fab03490dc7e1037fb392a4eb5b15a9
+size 768653

README.md

@@ -0,0 +1,41 @@
+# Machine Translation (MT) Models
+
+This repository hosts two machine translation models that translate Maltese sentences to English.
+
+## Models
+
+### Model 1: 
+This model is sourced from [Kurt Abela's MSc Thesis repository](https://github.com/kurtabela/MSc-Thesis). If you utilize this model, kindly acknowledge it by citing the following:
+
+```
+@mastersthesis{kurt-abela-thesis,
+  title={Machine Translation System for Low Resource Languages},
+  author={Kurt Abela},
+  school={University of Malta},
+  address={Malta},
+  year={2023},
+}
+```
+
+### Model 2:
+The second model is the machine translation model used for the iWSLT 2023 shared task submission. For citation purposes, please use:
+
+```
+@inproceedings{williams2023dfki,
+  title={UM-DFKI Maltese Speech Translation},
+  author={Williams, Aiden and Abela, Kurt and Kumar, Rishu and B{\"a}r, Martin and Billinghurst, Hannah and Micallef, Kurt and Samin, Ahnaf Mozib and DeMarco, Andrea and van der Plas, Lonneke and Borg, Claudia},
+  booktitle={Proceedings of the 20th International Conference on Spoken Language Translation (IWSLT 2023)},
+  pages={433--441},
+  year={2023}
+}
+```
+
+## How to Use
+
+All models are [Fairseq](https://github.com/facebookresearch/fairseq) models. Each directory contains the best checkpoint (in the ./checkpoints/mt_en directory). The dictionaries are kept in the ./data_out/mt_en directory. The sentencepiece model and vocabulary can be found in the ./models/mt_en directory.
+
+To use the models, we guide users to the [Fairseq documentation](https://fairseq.readthedocs.io/en/latest/getting_started.html).
+
+## Contact
+
+For any inquiries or issues regarding the models, feel free to [contact us](mailto:kurt.abela@um.edu.mt).