edaiofficial commited on Oct 20, 2021

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d95d513

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1 Parent(s): 752420e

adding other languages

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en-ddn/{live.bible.is-baseline → main}/English_To_Dendi_BPE_notebook_custom_data.ipynb +0 -0
en-ddn/{live.bible.is-baseline → main}/README.md +0 -0
en-ddn/main/best.ckpt +3 -0
en-ddn/{live.bible.is-baseline → main}/bpe.codes.4000 +0 -0
en-ddn/{live.bible.is-baseline → main}/config.yaml +0 -0
en-ddn/{live.bible.is-baseline → main}/src_vocab.txt +0 -0
en-ddn/{live.bible.is-baseline → main}/test.ddn +0 -0
en-ddn/{live.bible.is-baseline → main}/test.en +0 -0
en-ddn/{live.bible.is-baseline → main}/trg_vocab.txt +0 -0
en-ish/{jw300-baseline → main}/English_to_Esan_BPE_notebook.ipynb +0 -0
en-ish/{jw300-baseline → main}/English_to_Esan_Word-level_notebook.ipynb +0 -0
en-ish/{jw300-baseline → main}/README.md +0 -0
en-ish/main/best.ckpt +3 -0
en-ish/main/config.yaml +85 -0
en-ish/main/src_vocab.txt +3888 -0
en-ish/{jw300-baseline → main}/test.en +0 -0
en-ish/{jw300-baseline → main}/test.ish +0 -0
en-ish/main/trg_vocab.txt +3888 -0
en-iso/{jw300-baseline → main}/English_to_Isoko_BPE_notebook.ipynb +0 -0
en-iso/{jw300-baseline → main}/English_to_Isoko_Word-level_notebook.ipynb +0 -0
en-iso/{jw300-baseline → main}/README.md +0 -0
en-iso/main/best.ckpt +3 -0
en-iso/main/config.yaml +85 -0
en-iso/main/src_vocab.txt +4254 -0
en-iso/{jw300-baseline → main}/test.en +0 -0
en-iso/{jw300-baseline → main}/test.iso +0 -0
en-iso/main/trg_vocab.txt +4254 -0
en-kam/{jw300-baseline → main}/README.md +0 -0
en-kam/main/best.ckpt +3 -0
en-kam/{jw300-baseline → main}/bpe.codes.4000 +0 -0
en-kam/{jw300-baseline → main}/config.yaml +0 -0
en-kam/{jw300-baseline → main}/results.txt +0 -0
en-kam/{jw300-baseline → main}/src_vocab.txt +0 -0
en-kam/{jw300-baseline → main}/starter_notebook.ipynb +0 -0
en-kam/{jw300-baseline → main}/test.en +0 -0
en-kam/{jw300-baseline → main}/test.kam +0 -0
en-kam/{jw300-baseline → main}/trg_vocab.txt +0 -0
en-luo/{fine-tuned-jw300-baseline → main}/README.md +0 -0
en-luo/main/best.ckpt +3 -0
en-luo/{fine-tuned-jw300-baseline → main}/bpe.codes.30000 +0 -0
en-luo/{fine-tuned-jw300-baseline/transformer_enluo30000.yaml → main/config.yaml} +0 -0
en-luo/main/src_vocab.txt +0 -0
en-luo/{fine-tuned-jw300-baseline → main}/test.bpe.en +0 -0
en-luo/{fine-tuned-jw300-baseline → main}/test.bpe.luo +0 -0
en-luo/main/transformer_enluo30000.yaml +85 -0
en-luo/main/trg_vocab.txt +0 -0
en-luo/{fine-tuned-jw300-baseline → main}/vocab.en +0 -0
en-luo/{fine-tuned-jw300-baseline → main}/vocab.luo +0 -0
en-nr/{jw300-baseline → main}/README.md +0 -0
en-nr/main/best.ckpt +3 -0

en-ddn/{live.bible.is-baseline → main}/English_To_Dendi_BPE_notebook_custom_data.ipynb RENAMED Viewed

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en-ddn/{live.bible.is-baseline → main}/README.md RENAMED Viewed

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en-ddn/main/best.ckpt ADDED Viewed

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+oid sha256:bcfe4d74680115d493a0487a2e4b0cb07d875f2d7d92d0caf9baa32297dc20c8
+size 155609354

en-ddn/{live.bible.is-baseline → main}/bpe.codes.4000 RENAMED Viewed

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en-ddn/{live.bible.is-baseline → main}/config.yaml RENAMED Viewed

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en-ddn/{live.bible.is-baseline → main}/src_vocab.txt RENAMED Viewed

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en-ddn/{live.bible.is-baseline → main}/test.ddn RENAMED Viewed

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en-ddn/{live.bible.is-baseline → main}/test.en RENAMED Viewed

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en-ddn/{live.bible.is-baseline → main}/trg_vocab.txt RENAMED Viewed

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en-ish/{jw300-baseline → main}/English_to_Esan_BPE_notebook.ipynb RENAMED Viewed

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en-ish/{jw300-baseline → main}/English_to_Esan_Word-level_notebook.ipynb RENAMED Viewed

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en-ish/{jw300-baseline → main}/README.md RENAMED Viewed

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en-ish/main/best.ckpt ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:8b9a43291fe22a846a8d35ad05dba307e718d6f0df4c8c27d96e38bbc9c1da2a
+size 155044190

en-ish/main/config.yaml ADDED Viewed

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

+name: "enish_transformer"
+data:
+    src: "en"
+    trg: "ish"
+    train: "/content/drive/My Drive/masakhane/en-ish-baseline/train.bpe"
+    dev:   "/content/drive/My Drive/masakhane/en-ish-baseline/dev.bpe"
+    test:  "/content/drive/My Drive/masakhane/en-ish-baseline/test.bpe"
+    level: "bpe"
+    lowercase: False
+    max_sent_length: 100
+    src_vocab: "/content/drive/My Drive/masakhane/en-ish-baseline/vocab.txt"
+    trg_vocab: "/content/drive/My Drive/masakhane/en-ish-baseline/vocab.txt"
+testing:
+    beam_size: 5
+    alpha: 1.0
+training:
+    # load_model: "/content/drive/My Drive/masakhane/en-ish-baseline/models/enish_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: 200                     # 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-ish-baseline/models/enish_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

en-ish/main/src_vocab.txt ADDED Viewed

	@@ -0,0 +1,3888 @@

+<unk>
+<pad>
+<s>
+</s>
+.
+,
+nin
+ha
+the
+mhan
+to
+rẹ
+da
+bhi
+:
+a
+ọle
+?
+of
+ele
+and
+re
+in
+nọn
+)
+(
+“
+yẹ
+ghe
+nan
+that
+”
+ne
+emhin
+-
+we
+sabọ
+ọne
+ki
+ene
+—
+lu
+bi
+egbe
+wo
+miẹn
+bha
+Osẹnobulua
+be
+for
+is
+Jehova
+mẹn
+ẹbho
+his
+ọsi
+dọ
+mhọn
+I
+Jehovah
+our
+uwẹ
+mun
+i@@
+1
+with
+not
+was
+he
+have
+can
+us
+dẹ
+rẹkpa
+you
+ribhi
+as
+bhọ
+Be
+ọria
+on
+nọnsi
+yọle
+obọ
+2
+are
+oga
+from
+ẹghe
+re@@
+an
+will
+manman
+Jesu
+ọ
+lẹn
+man
+ji
+rebhe
+mhẹn
+it
+ọkpa
+Jesus
+who
+3
+;
+their
+!
+do
+What
+How
+they
+a@@
+The
+e@@
+at
+by
+or
+God
+E@@
+4
+sade
+Mhan
+eria
+’
+Paul
+o@@
+ranmhude
+Bhi
+sẹ
+did
+iwẹnna
+people
+them
+what
+had
+uwedẹ
+ọbhi
+gbe
+iẹnlẹn
+agbotu
+nọnsọle
+this
+6
+guanọ
+I@@
+In
+ọta
+yi
+ẹmhọn
+s
+in@@
+u@@
+eso
+ing
+otọ
+ebi
+ẹkẹ
+ọlẹn
+taman
+ka
+hi
+one
+rẹkhan
+Baibo
+5
+God’s
+uwa
+my
+all
+Ọle
+d@@
+luẹ
+nọnsẹn
+ọnan
+12
+S@@
+when
+A@@
+tẹmhọn
+were
+deba
+love
+b
+agbaẹbho
+so
+ga
+Bhiriọ
+dia
+15
+er
+ọkhọle
+Ọ
+We
+may
+him
+c@@
+your
+about
+iJehova
+vae
+ebe
+14
+rẹman
+t@@
+ria
+10
+He
+Bible
+Jehovah’s
+bunbun
+la
+nyan
+nọnsẹmhan
+l@@
+khẹke
+me
+adia
+b@@
+9
+7
+help
+zẹ
+11
+nela
+gbera
+s@@
+John
+ọ@@
+13
+le
+m@@
+O@@
+e
+de@@
+8
+beji
+but
+ri@@
+16
+time
+ed
+Noah
+those
+more
+p@@
+life
+work
+ọmọn
+gene
+en@@
+how
+ly
+nọnsele
+un@@
+ted
+would
+sẹyẹ
+‘
+es
+Ọne
+A
+spiritual
+ibhio
+nanbhi
+Job
+khin
+some
+an@@
+17
+f@@
+al
+ida
+st@@
+ẹmhọanta
+Ẹghe
+ye
+si
+Emhin
+make
+tale
+Ranmhude
+need
+has
+okhuo
+ẹ
+r@@
+k@@
+y@@
+ers
+di@@
+ac@@
+ar@@
+khian
+others
+U@@
+also
+agbọn
+sẹbhi
+t
+H@@
+many
+good
+ad@@
+fo
+mhọnlẹn
+ẹ@@
+al@@
+biẹ
+khu
+nian
+Ele
+When
+Ọ@@
+ti@@
+20
+w@@
+zẹle
+Ọnan
+ọkhẹke
+Bezẹle
+tie
+con@@
+M@@
+red
+way
+give
+ikpe
+nesọle
+hoẹmhọn
+does
+congregation
+lo@@
+But
+out
+ta
+Matt
+ibhokhan
+er@@
+up
+19
+eji
+li@@
+izebhudu
+d
+gbẹn
+Why
+Ene
+example
+uhi
+nyẹnlẹn
+se@@
+ẹlo
+dọnmhegbe
+ation
+G@@
+ho@@
+could
+ijiẹmhin
+T@@
+el@@
+kiẹn
+mi@@
+even
+B@@
+imhan
+Ojuu
+es@@
+first
+ate
+Daniel
+1@@
+ahu
+i
+obhio
+18
+de
+As
+mianmẹn
+ẹlẹnan
+should
+freedom
+on@@
+Kingdom
+ve
+years
+riale
+brothers
+noo
+It
+natiọle
+n@@
+ts
+ro@@
+as@@
+okhun
+ẹwẹ
+ọbhebhe
+Ọkpakinọn
+nesi
+such
+ikpẹ
+N@@
+khọkhọ
+sed
+fi@@
+only
+’s
+yo
+ated
+daghe
+other
+she
+ribhọ
+there
+gbẹloghe
+been
+hẹi
+itẹmhọn
+discipline
+Christian
+ti
+kẹkẹ
+P@@
+si@@
+ment
+ko
+erọnmhọn
+Bha
+uhọnmhọn
+rẹji
+isẹhoa
+ded
+able
+ds
+nẹ
+zilo
+true
+azagba
+these
+things
+Mẹn
+parents
+And
+iJesu
+like
+vi@@
+esili
+24
+le@@
+y
+pre@@
+her
+oyẹẹ
+Uwẹ
+v@@
+ta@@
+family
+faith
+igho
+ex@@
+21
+imọn
+Uwedẹ
+or@@
+ding
+soso
+ce
+than
+must
+m
+person
+k
+at@@
+joy
+urẹọbhọ
+Christians
+udu
+W@@
+over
+spirit
+23
+su@@
+ọfure
+il@@
+C@@
+bọsi
+This
+mind
+made
+young
+g@@
+disciples
+L@@
+heart
+being
+enin
+David
+ting
+They
+khiale
+into
+world
+22
+no
+eghọnghọn
+iriọ
+ghọnghọn
+ful
+ap@@
+th
+if
+Ahamiẹn
+Nin
+ebale
+kie
+after
+consider
+baptized
+eva
+Acts
+see
+Ps
+because
+truth
+nekẹle
+munhẹn
+Timothy
+F@@
+ous
+Peter
+gba
+sa@@
+learn
+wanre
+know
+preaching
+Ọrẹyiriọ
+ọiyi
+p
+ọnọghọ
+children
+wẹnna
+Satan
+get
+peace
+Adam
+Agbejele
+just
+se
+very
+iBaibo
+Tie
+19@@
+baptism
+another
+If
+ally
+ru@@
+take
+Christ
+Luke
+je
+ent
+mo@@
+imhẹn
+That
+encouragement
+For
+keep
+gb@@
+serve
+before
+nọọn
+Cor
+himself
+kpataki
+ses
+it@@
+own
+25
+mundia
+said
+says
+day
+du@@
+ra@@
+muegbe
+Sẹyẹ
+become
+30
+unity
+come
+same
+show
+D@@
+op@@
+ẹwanlẹn
+times
+c
+okugbe
+o
+which
+R@@
+ba
+then
+be@@
+tion
+well
+Read
+for@@
+ọbhọ
+ọhẹnhẹn
+ehọ
+me@@
+ministry
+l
+ukpe
+now
+z@@
+amẹn
+ho
+brother
+elin
+ọkanẹfan
+28
+gh@@
+iho
+let
+ourselves
+ijẹmhin
+today
+fi
+ones
+where
+urolo
+ikolo
+child
+two
+Iriọ
+ẹhi
+Esali
+apostle
+5@@
+khẹ
+st
+sunu
+cted
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+find
+might
+self
+important
+tu@@
+home
+K@@
+long
+sp@@
+go
+Beji
+khua
+Do
+Gen
+spiritually
+most
+ks
+yẹẹ
+ewanlẹn
+bhiriọ
+One
+much
+ọn
+en
+sion
+kalo
+sh
+kugbe
+inọnta
+da@@
+To
+sibhi
+kh@@
+kẹ
+isikulu
+pro@@
+Rehoboam
+ha@@
+new
+elele
+th@@
+feel
+j@@
+words
+tẹmhọnlẹn
+ọkuẹsẹ
+led
+Ẹ@@
+h@@
+ọnọn
+am
+com@@
+sing
+les
+ci@@
+odibo
+ab@@
+ma@@
+article
+found
+comp@@
+So
+guẹ
+Tim
+Asabọ
+Arẹmiẹn
+ch
+*
+[
+]
+want
+6@@
+27
+fe@@
+Re@@
+wor@@
+why
+ihe
+mọn
+40
+My
+fa@@
+Ọkhẹke
+gave
+khọn
+Ẹbho
+message
+faithful
+ty
+ki@@
+Witnesses
+Kristiẹn
+sh@@
+u
+ying
+goals
+cu@@
+tuẹ
+to@@
+Obhio
+195@@
+do@@
+ziẹn
+ways
+kpa
+urẹkpa
+king
+ction
+no@@
+ne@@
+study
+reason
+V@@
+qu@@
+Rẹ
+n
+result
+ates
+conscience
+Aba
+Mhẹn
+Eve
+r
+ge
+Rom
+sọnyẹnmhẹn
+tly
+right
+ọdọ
+hu@@
+họn
+nanlẹn
+experience
+ẹn
+ẹdẹ
+ter
+Word
+ings
+J@@
+E
+ea
+gu@@
+set
+denọ
+nanrẹ
+ag@@
+ved
+nọghọ
+ating
+nọnsẹ
+principles
+Matthew
+view
+20@@
+Ha
+nesẹmhan
+bu
+edibo
+imp@@
+nọnsẹmhẹn
+lẹkhẹ
+use
+ẹlinmhin
+pri@@
+sẹbhọ
+ant
+gre@@
+iJew
+ke
+Prov
+themselves
+ves
+ibo
+questions
+ar
+doing
+arẹmiẹn
+33
+po@@
+wa@@
+wrote
+service
+x@@
+den@@
+w
+kere
+ments
+Fẹ
+bo@@
+end
+35
+knowledge
+sen@@
+through
+apostles
+okpea
+thinking
+ver@@
+kuẹ
+often
+Isa
+oun@@
+ọsaje
+asked
+fidenọ
+har@@
+ations
+29
+servants
+Rome
+days
+Pet
+tii
+min@@
+lu@@
+You
+sister
+ces
+sikẹ
+ving
+pioneer
+tuẹn
+mother
+usẹn
+back
+sisters
+needed
+say
+After
+gbega
+ced
+helped
+gr@@
+we@@
+ali@@
+pa@@
+talọ
+worship
+ever
+three
+any
+ter@@
+ga@@
+ms
+sti@@
+Isaiah
+think
+took
+32
+early
+ct
+8@@
+ọbe
+year
+wanniẹn
+bu@@
+ọbha
+der@@
+par@@
+Memorial
+Father
+benefit
+co@@
+later
+ve@@
+ties
+ss
+iziẹngbe
+ine
+dis@@
+Y@@
+its
+diọ
+hope
+ge@@
+sin
+31
+man@@
+ry
+Jews
+earth
+told
+ze@@
+ness
+dagbare
+ugbẹloghe
+ined
+See
+ren@@
+bring
+illustration
+ver
+ot@@
+0@@
+learned
+food
+part
+bun
+fe
+ati@@
+support
+mp@@
+so@@
+fully
+bọn
+both
+ir@@
+ach
+cts
+ikeke
+felt
+name
+ob@@
+ble
+ary
+4@@
+te@@
+der
+live
+put
+moved
+qualities
+ekpẹn
+diabe
+ely
+ked
+ore
+course
+gbale
+wisdom
+aba
+tobọle
+tions
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+resp@@
+Kin@@
+chy
+okhan

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

File without changes

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

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en-ish/main/trg_vocab.txt ADDED Viewed

	@@ -0,0 +1,3888 @@

+<unk>
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en-iso/{jw300-baseline → main}/English_to_Isoko_BPE_notebook.ipynb RENAMED Viewed

File without changes

en-iso/{jw300-baseline → main}/English_to_Isoko_Word-level_notebook.ipynb RENAMED Viewed

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en-iso/{jw300-baseline → main}/README.md RENAMED Viewed

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en-iso/main/best.ckpt ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:414bd841df5292fa6ca1ba88f979b85ba0d8666742b515d9eef0be54a2caa34b
+size 156169296

en-iso/main/config.yaml ADDED Viewed

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

+name: "eniso_transformer"
+data:
+    src: "en"
+    trg: "iso"
+    train: "/content/drive/My Drive/masakhane/en-iso-baseline/train.bpe"
+    dev:   "/content/drive/My Drive/masakhane/en-iso-baseline/dev.bpe"
+    test:  "/content/drive/My Drive/masakhane/en-iso-baseline/test.bpe"
+    level: "bpe"
+    lowercase: False
+    max_sent_length: 100
+    src_vocab: "/content/drive/My Drive/masakhane/en-iso-baseline/vocab.txt"
+    trg_vocab: "/content/drive/My Drive/masakhane/en-iso-baseline/vocab.txt"
+testing:
+    beam_size: 5
+    alpha: 1.0
+training:
+    # load_model: "/content/drive/My Drive/masakhane/en-iso-baseline/models/eniso_transformer/10000.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: 30                     # TODO: Decrease for when playing around and checking of working. Around 30 is sufficient to check if its working at all
+    validation_freq: 1000          # TODO: Set to at least once per epoch.
+    logging_freq: 100
+    eval_metric: "bleu"
+    model_dir: "/content/drive/My Drive/masakhane/en-iso-baseline/models/eniso_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

en-iso/main/src_vocab.txt ADDED Viewed

	@@ -0,0 +1,4254 @@

+<unk>
+<pad>
+<s>
+</s>
+.
+,
+nọ
+a
+the
+na
+o
+to
+ọ
+of
+:
+“
+”
+?
+and
+re
+-
+in
+te
+kẹ
+jọ
+rẹ
+riẹ
+ma
+be
+that
+e
+no
+evaọ
+—
+họ
+u
+rọ
+ru
+wo
+is
+ta
+gbe
+Ọghẹnẹ
+Jihova
+i
+we
+ahwo
+he
+for
+)
+(
+his
+jẹ
+ro
+tẹ
+Jehovah
+you
+kpahe
+with
+rrọ
+on
+obọ
+E@@
+who
+as
+not
+rai
+was
+O@@
+mai
+1
+inọ
+e@@
+will
+se
+kpobi
+u@@
+omai
+are
+bi
+have
+I
+it
+us
+;
+rehọ
+ing
+our
+Jesu
+’
+ze
+dhesẹ
+t@@
+God
+re@@
+a@@
+ed
+Jesus
+oma
+mẹ
+oware
+sai
+ohwo
+je
+sae
+ti
+The
+or
+I@@
+es
+s@@
+avọ
+i@@
+iruo
+can
+s
+d@@
+ẹ@@
+by
+were
+gwọlọ
+A@@
+S@@
+yọ
+from
+an
+nana
+eware
+A
+c@@
+fi
+akpọ
+Ebaibol
+their
+wọhọ
+epanọ
+‘
+2
+What
+in@@
+what
+o@@
+oke
+do
+O
+they
+en@@
+eva
+me
+ọ@@
+k@@
+all
+ruẹ
+m@@
+!
+U@@
+God’s
+b@@
+w@@
+3
+one
+whọ
+ẹme
+at
+enọ
+this
+vẹ
+Bible
+him
+t
+f@@
+ri@@
+y
+buobu
+h@@
+g@@
+y@@
+ha
+hayo
+H@@
+ae
+l@@
+un@@
+wuhrẹ
+ai
+ra
+How
+er@@
+Jehovah’s
+wha
+them
+n@@
+your
+v@@
+R@@
+had
+4
+ere
+r@@
+kugbe
+al
+5
+P@@
+st@@
+p@@
+people
+Nọ
+6
+did
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+ar@@
+T@@
+hẹ
+In
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+ted
+M@@
+so
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+uzuazọ
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+mu
+gaga
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+when
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+Kọ
+B@@
+b
+or@@
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+would
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+ob@@
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+7
+ol@@
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+ukoko
+those
+Ma
+15
+sa
+F@@
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+L@@
+li@@
+9
+si@@
+]
+[
+vi
+ti@@
+gbẹ
+12
+Ẹ@@
+my
+ho
+life
+8
+an@@
+al@@
+yena
+th@@
+vi@@
+but
+ikpe
+10
+di@@
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+k
+kpohọ
+Rekọ
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+out
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+13
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+st
+con@@
+•
+some
+uzẹme
+z@@
+su@@
+hae
+her
+m
+ruọ
+n
+le
+14
+more
+op@@
+uwou
+onọ
+should
+ts
+also
+amọfa
+U
+rri
+tion
+si
+ẹro
+ẹrọwọ
+aro
+oria
+obe
+way
+does
+ad@@
+kẹe
+wọ
+such
+im@@
+Wọhọ
+Paul
+ẹ
+d
+ha@@
+things
+okenọ
+ev@@
+able
+ea@@
+ed@@
+sh@@
+oriruo
+ting
+17
+iẹe
+tions
+been
+Christians
+ally
+ọnọ
+sp@@
+ful
+hi
+work
+uyoyou
+J@@
+up
+at@@
+aye
+16
+ọrọ
+spirit
+gba
+even
+many
+Christian
+ziezi
+emamọ
+Why
+em@@
+It
+ds
+day
+if
+Fikiere
+ku
+usu
+nya
+fiki
+is@@
+ow@@
+fiobọhọ
+Uvie
+When
+efa
+nnọ
+keme
+man
+yo
+la@@
+ọsosuọ
+18
+sa@@
+inievo
+uruemu
+other
+Izrẹl
+Kristi
+ek@@
+Kingdom
+said
+et@@
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+ine
+could
+others
+se@@
+need
+pri@@
+there
+19
+ba
+gb@@
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+world
+1@@
+vrẹ
+hai
+ch@@
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+E
+l
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+example
+p
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+zihe
+ge
+If
+am@@
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+Dede
+pre@@
+ec@@
+for@@
+uye
+ga
+these
+As
+come
+rie
+odhiwu
+They
+For
+ch
+ok@@
+must
+into
+thọ
+unu
+own
+ta@@
+pa@@
+Christ
+19@@
+ding
+gu@@
+su
+because
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+its
+ated
+ex@@
+whu
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+en
+which
+But
+lẹ
+eri@@
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+hu
+no@@
+like
+21
+ones
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+Witnesses
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+tive
+years
+ame
+da@@
+ded
+/
+ot@@
+24
+ori@@
+22
+ga@@
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+kp@@
+comm@@
+ci@@
+woma
+ou@@
+ning
+know
+V@@
+You
+words
+ant
+give
+le@@
+only
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+true
+as@@
+daoma
+take
+hi@@
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+ọmọ
+family
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+mu@@
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+Setan
+ẹkwoma
+end
+od@@
+bẹdẹ
+wh@@
+c
+nẹnẹ
+ota
+orọo
+oun@@
+gh@@
+otọakpọ
+ku@@
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+king
+r
+Olezi
+dede
+bru
+ce
+ivẹ
+ke
+ation
+become
+du@@
+Z@@
+Devidi
+then
+well
+emu
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+gra@@
+times
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+ik@@
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+ca@@
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+be@@
+Word
+ap@@
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+Re@@
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+mae
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+ges
+ged
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+Se
+An@@
+most
+os@@
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+ā

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

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

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en-iso/main/trg_vocab.txt ADDED Viewed

	@@ -0,0 +1,4254 @@

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+size 232395340

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+name: "enluo30000_transformer"
+data:
+    src: "en"
+    trg: "luo"
+    train: "data/enluo/30000/train.bpe"
+    dev:   "data/enluo/30000/dev.bpe"
+    test:  "data/enluo/30000/test.bpe"
+    level: "bpe"
+    lowercase: False
+    max_sent_length: 100
+    src_vocab: "data/enluo/30000/vocab.txt"
+    trg_vocab: "data/enluo/30000/vocab.txt"
+testing:
+    beam_size: 5
+    alpha: 1.0
+training:
+    # load_model: "models/enluo30000_transformer/103000.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: 30                     # TODO: Decrease for when playing around and checking of working. Around 30 is sufficient to check if its working at all
+    validation_freq: 1000          # TODO: Set to at least once per epoch.
+    logging_freq: 100
+    eval_metric: "bleu"
+    model_dir: "models/enluo30000_transformer"
+    overwrite: False               # 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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