edaiofficial commited on Oct 18, 2021

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efi-en/{jw300-baseline → main}/.gitignore +0 -0
efi-en/{jw300-baseline → main}/README.md +0 -0
en-am/jw300-amharic-baseline/data/test.bpe.en → efi-en/main/best.ckpt +2 -2
efi-en/{jw300-baseline → main}/config.yaml +0 -0
efi-en/{jw300-baseline → main}/efi_en_starter_notebook.ipynb +0 -0
efi-en/{jw300-baseline → main}/results.txt +0 -0
efi-en/{jw300-baseline → main}/src_vocab.txt +0 -0
efi-en/{jw300-baseline → main}/test.efi +0 -0
efi-en/{jw300-baseline → main}/test.en +0 -0
efi-en/{jw300-baseline → main}/trg_vocab.txt +0 -0
efi-en/{jw300-baseline → main}/validations.txt +0 -0
en-am/jw300-amharic-baseline/data/test.en → en-af/main/best.ckpt +2 -2
en-af/main/config.yaml +89 -0
en-af/{jw300-baseline → main}/elan_en_af_masakhane_jw300.ipynb +0 -0
en-af/{jw300-baseline → main}/readme.md +0 -0
en-af/{jw300-baseline → main}/results.txt +0 -0
{en-ar/jw300-tedtalk-baseline → en-af/main}/src_vocab.txt +4212 -4314
en-af/{jw300-baseline → main}/test.af +0 -0
en-af/{jw300-baseline → main}/test.en +0 -0
{en-ar/jw300-tedtalk-baseline → en-af/main}/trg_vocab.txt +4212 -4314
en-am/jw300-amharic-baseline/English_to_Amharic.ipynb +0 -0
en-am/jw300-amharic-baseline/{data/bpe.codes.4000 → bpe.codes.4000} +0 -0
en-am/jw300-amharic-baseline/{data/config.yaml → config.yaml} +0 -0
en-am/jw300-amharic-baseline/data/dev.am +0 -0
en-am/jw300-amharic-baseline/data/dev.bpe.am +0 -0
en-am/jw300-amharic-baseline/data/test.am +0 -0
en-am/jw300-amharic-baseline/data/test.bpe.am +0 -0
en-am/jw300-amharic-baseline/data/train.am +0 -0
en-am/jw300-amharic-baseline/data/train.bpe.am +0 -0
en-am/jw300-amharic-baseline/data/train.bpe.en +0 -3
en-am/jw300-amharic-baseline/data/train.en +0 -3
en-am/jw300-amharic-baseline/results.txt +0 -2
en-am/jw300-amharic-baseline/{data/src_vocab.txt → src_vocab.txt} +0 -0
en-am/jw300-amharic-baseline/test.am +0 -0
en-am/jw300-amharic-baseline/test.en +0 -3
en-am/jw300-amharic-baseline/{data/trg_vocab.txt → trg_vocab.txt} +0 -0
en-ar/{jw300-tedtalk-baseline → main}/README.md +0 -0
en-am/jw300-amharic-baseline/data/dev.bpe.en → en-ar/main/best.ckpt +2 -2
en-ar/main/config.yaml +85 -0
en-ar/{jw300-tedtalk-baseline → main}/notebook.ipynb +0 -0
en-ar/{jw300-tedtalk-baseline → main}/results.txt +0 -0
en-ar/main/src_vocab.txt +0 -0
en-ar/{jw300-tedtalk-baseline → main}/test.ar +0 -0
en-ar/{jw300-tedtalk-baseline → main}/test.en +0 -0
en-ar/main/trg_vocab.txt +0 -0
en-bin/{jw300-baseline → main}/English_to_Edo_BPE_notebook.ipynb +0 -0
en-bin/{jw300-baseline → main}/English_to_Edo_Word-level_notebook.ipynb +0 -0
en-bin/{jw300-baseline → main}/README.md +0 -0
en-bin/main/best.ckpt +3 -0
en-bin/main/config.yaml +85 -0

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en-am/jw300-amharic-baseline/data/test.en → en-af/main/best.ckpt RENAMED Viewed

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en-af/main/config.yaml ADDED Viewed

	@@ -0,0 +1,89 @@

+name: "enaf_transformer"
+data:
+    src: "en"
+    trg: "af"
+    train: "data/enaf/train.bpe"
+    dev:   "data/enaf/dev.bpe"
+    test:  "data/enaf/test.bpe"
+    level: "bpe"
+    lowercase: False
+    max_sent_length: 100
+    src_vocab: "data/enaf/vocab.txt"
+    trg_vocab: "data/enaf/vocab.txt"
+testing:
+    beam_size: 5
+    alpha: 1.0
+training:
+    #load_model: "/content/drive/My Drive/masakhane/en-af-baseline/models/enaf_transformer/1.ckpt" # if uncommented, load a pre-trained model from this checkpoint
+    #load_model: "/content/drive/My Drive/masakhane/en-af-baseline/joeynmt/models/enaf_transformer/3500.ckpt" # if uncommented, load a pre-trained model from this checkpoint
+    random_seed: 42
+    optimizer: "adam"
+    normalization: "tokens"
+    adam_betas: [0.9, 0.999]
+    scheduling: "noam"            # Try switching to Elan scheduling
+    learning_rate_decay_length: 5000 # number of steps to reduce by the decay factor for Elan method
+    learning_rate_peak: 0.002  # peak for Elan scheduler (default: 1)
+    learning_rate_warmup: 2000  # warmup steps for Elan scheduler
+    learning_rate_factor: 1       # factor for Noam scheduler (used with Transformer)
+    learning_rate_warmup: 1000      # warmup steps for Noam scheduler (used with Transformer)
+    patience: 8
+    decrease_factor: 0.7
+    loss: "crossentropy"
+    learning_rate: 0.0002
+    learning_rate_min: 0.00000001
+    weight_decay: 0.0
+    label_smoothing: 0.1
+    batch_size: 4096
+    batch_type: "token"
+    eval_batch_size: 3600
+    eval_batch_type: "token"
+    batch_multiplier: 1
+    early_stopping_metric: "ppl"
+    epochs: 30 # TODO: Decrease for when playing around and checking of working. Around 30 is sufficient to check if its working at all
+    validation_freq: 500 # 4000 # Decrease this for testing
+    logging_freq: 100
+    eval_metric: "bleu"
+    model_dir: "models/enaf_transformer"
+    overwrite: True
+    shuffle: True
+    use_cuda: True
+    max_output_length: 100
+    print_valid_sents: [0, 1, 2, 3]
+    keep_last_ckpts: 3
+model:
+    initializer: "xavier"
+    bias_initializer: "zeros"
+    init_gain: 1.0
+    embed_initializer: "xavier"
+    embed_init_gain: 1.0
+    tied_embeddings: True
+    tied_softmax: True
+    encoder:
+        type: "transformer"
+        num_layers: 3
+        num_heads: 8
+        embeddings:
+            embedding_dim: 512
+            scale: True
+            dropout: 0.
+        # typically ff_size = 4 x hidden_size
+        hidden_size: 512
+        ff_size: 2048
+        dropout: 0.3
+    decoder:
+        type: "transformer"
+        num_layers: 3
+        num_heads: 8
+        embeddings:
+            embedding_dim: 512
+            scale: True
+            dropout: 0.
+        # typically ff_size = 4 x hidden_size
+        hidden_size: 512
+        ff_size: 2048
+        dropout: 0.25

en-af/{jw300-baseline → main}/elan_en_af_masakhane_jw300.ipynb RENAMED Viewed

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en-af/{jw300-baseline → main}/readme.md RENAMED Viewed

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en-af/{jw300-baseline → main}/results.txt RENAMED Viewed

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{en-ar/jw300-tedtalk-baseline → en-af/main}/src_vocab.txt RENAMED Viewed

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 ,
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en-af/{jw300-baseline → main}/test.af RENAMED Viewed

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en-af/{jw300-baseline → main}/test.en RENAMED Viewed

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{en-ar/jw300-tedtalk-baseline → en-af/main}/trg_vocab.txt RENAMED Viewed

@@ -2,4531 +2,4429 @@
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-‏
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-١٩
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-١٦
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-bas@@
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-الطبي@@
-إن
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-حتى
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-عاده
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-tell
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-st
-محا@@
-ce
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-وسي@@
-اذ
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-food
-نج@@
-number
-٥‏
-ster@@
-ep
-داء
-ورة
-18
-id@@
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1	- 2019-10-14 10:11:08,078 - dev bleu: 2.18 [Beam search decoding with beam size = 5 and alpha = 1.0]
2	- 2019-10-14 10:14:50,952 - test bleu: 2.03 [Beam search decoding with beam size = 5 and alpha = 1.0]

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	@@ -0,0 +1,85 @@

+name: "enbin_transformer"
+data:
+    src: "en"
+    trg: "bin"
+    train: "/content/drive/My Drive/masakhane/en-bin-baseline/train"
+    dev:   "/content/drive/My Drive/masakhane/en-bin-baseline/dev"
+    test:  "/content/drive/My Drive/masakhane/en-bin-baseline/test"
+    level: "bpe"
+    lowercase: False
+    max_sent_length: 100
+    src_vocab: "/content/drive/My Drive/masakhane/en-bin-baseline/vocab-nonBPE.txt"
+    trg_vocab: "/content/drive/My Drive/masakhane/en-bin-baseline/vocab-nonBPE.txt"
+testing:
+    beam_size: 5
+    alpha: 1.0
+training:
+    # load_model: "/content/drive/My Drive/masakhane/en-bin-baseline/models/enbin_transformer_orig/142000.ckpt" # if uncommented, load a pre-trained model from this checkpoint
+    random_seed: 42
+    optimizer: "adam"
+    normalization: "tokens"
+    adam_betas: [0.9, 0.999]
+    scheduling: "plateau"           # TODO: try switching from plateau to Noam scheduling
+    patience: 5                     # For plateau: decrease learning rate by decrease_factor if validation score has not improved for this many validation rounds.
+    learning_rate_factor: 0.5       # factor for Noam scheduler (used with Transformer)
+    learning_rate_warmup: 1000      # warmup steps for Noam scheduler (used with Transformer)
+    decrease_factor: 0.7
+    loss: "crossentropy"
+    learning_rate: 0.0003
+    learning_rate_min: 0.00000001
+    weight_decay: 0.0
+    label_smoothing: 0.1
+    batch_size: 4096
+    batch_type: "token"
+    eval_batch_size: 3600
+    eval_batch_type: "token"
+    batch_multiplier: 1
+    early_stopping_metric: "ppl"
+    epochs: 120                     # TODO: Decrease for when playing around and checking of working. Around 30 is sufficient to check if its working at all
+    validation_freq: 100          # TODO: Set to at least once per epoch.
+    logging_freq: 100
+    eval_metric: "bleu"
+    model_dir: "/content/drive/My Drive/masakhane/en-bin-baseline/models/enbin_transformer"
+    overwrite: True               # TODO: Set to True if you want to overwrite possibly existing models.
+    shuffle: True
+    use_cuda: True
+    max_output_length: 100
+    print_valid_sents: [0, 1, 2, 3]
+    keep_last_ckpts: 3
+model:
+    initializer: "xavier"
+    bias_initializer: "zeros"
+    init_gain: 1.0
+    embed_initializer: "xavier"
+    embed_init_gain: 1.0
+    tied_embeddings: True
+    tied_softmax: True
+    encoder:
+        type: "transformer"
+        num_layers: 6
+        num_heads: 4             # TODO: Increase to 8 for larger data.
+        embeddings:
+            embedding_dim: 256   # TODO: Increase to 512 for larger data.
+            scale: True
+            dropout: 0.2
+        # typically ff_size = 4 x hidden_size
+        hidden_size: 256         # TODO: Increase to 512 for larger data.
+        ff_size: 1024            # TODO: Increase to 2048 for larger data.
+        dropout: 0.3
+    decoder:
+        type: "transformer"
+        num_layers: 6
+        num_heads: 4              # TODO: Increase to 8 for larger data.
+        embeddings:
+            embedding_dim: 256    # TODO: Increase to 512 for larger data.
+            scale: True
+            dropout: 0.2
+        # typically ff_size = 4 x hidden_size
+        hidden_size: 256         # TODO: Increase to 512 for larger data.
+        ff_size: 1024            # TODO: Increase to 2048 for larger data.
+        dropout: 0.3

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en-bin/main/best.ckpt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:fce36367df49ca223c81143710ecd537dbea2696be41dc8e5cef09543921c5e6
+size 184697550

en-bin/main/config.yaml ADDED Viewed

	@@ -0,0 +1,85 @@

+name: "enbin_transformer"
+data:
+    src: "en"
+    trg: "bin"
+    train: "/content/drive/My Drive/masakhane/en-bin-baseline/train"
+    dev:   "/content/drive/My Drive/masakhane/en-bin-baseline/dev"
+    test:  "/content/drive/My Drive/masakhane/en-bin-baseline/test"
+    level: "bpe"
+    lowercase: False
+    max_sent_length: 100
+    src_vocab: "/content/drive/My Drive/masakhane/en-bin-baseline/vocab-nonBPE.txt"
+    trg_vocab: "/content/drive/My Drive/masakhane/en-bin-baseline/vocab-nonBPE.txt"
+testing:
+    beam_size: 5
+    alpha: 1.0
+training:
+    # load_model: "/content/drive/My Drive/masakhane/en-bin-baseline/models/enbin_transformer_orig/142000.ckpt" # if uncommented, load a pre-trained model from this checkpoint
+    random_seed: 42
+    optimizer: "adam"
+    normalization: "tokens"
+    adam_betas: [0.9, 0.999]
+    scheduling: "plateau"           # TODO: try switching from plateau to Noam scheduling
+    patience: 5                     # For plateau: decrease learning rate by decrease_factor if validation score has not improved for this many validation rounds.
+    learning_rate_factor: 0.5       # factor for Noam scheduler (used with Transformer)
+    learning_rate_warmup: 1000      # warmup steps for Noam scheduler (used with Transformer)
+    decrease_factor: 0.7
+    loss: "crossentropy"
+    learning_rate: 0.0003
+    learning_rate_min: 0.00000001
+    weight_decay: 0.0
+    label_smoothing: 0.1
+    batch_size: 4096
+    batch_type: "token"
+    eval_batch_size: 3600
+    eval_batch_type: "token"
+    batch_multiplier: 1
+    early_stopping_metric: "ppl"
+    epochs: 120                     # TODO: Decrease for when playing around and checking of working. Around 30 is sufficient to check if its working at all
+    validation_freq: 100          # TODO: Set to at least once per epoch.
+    logging_freq: 100
+    eval_metric: "bleu"
+    model_dir: "/content/drive/My Drive/masakhane/en-bin-baseline/models/enbin_transformer"
+    overwrite: True               # TODO: Set to True if you want to overwrite possibly existing models.
+    shuffle: True
+    use_cuda: True
+    max_output_length: 100
+    print_valid_sents: [0, 1, 2, 3]
+    keep_last_ckpts: 3
+model:
+    initializer: "xavier"
+    bias_initializer: "zeros"
+    init_gain: 1.0
+    embed_initializer: "xavier"
+    embed_init_gain: 1.0
+    tied_embeddings: True
+    tied_softmax: True
+    encoder:
+        type: "transformer"
+        num_layers: 6
+        num_heads: 4             # TODO: Increase to 8 for larger data.
+        embeddings:
+            embedding_dim: 256   # TODO: Increase to 512 for larger data.
+            scale: True
+            dropout: 0.2
+        # typically ff_size = 4 x hidden_size
+        hidden_size: 256         # TODO: Increase to 512 for larger data.
+        ff_size: 1024            # TODO: Increase to 2048 for larger data.
+        dropout: 0.3
+    decoder:
+        type: "transformer"
+        num_layers: 6
+        num_heads: 4              # TODO: Increase to 8 for larger data.
+        embeddings:
+            embedding_dim: 256    # TODO: Increase to 512 for larger data.
+            scale: True
+            dropout: 0.2
+        # typically ff_size = 4 x hidden_size
+        hidden_size: 256         # TODO: Increase to 512 for larger data.
+        ff_size: 1024            # TODO: Increase to 2048 for larger data.
+        dropout: 0.3