diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..fff96000043b28d1317880a291a5463e49b9b720
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1 @@
+wandb
diff --git a/added_tokens.json b/added_tokens.json
new file mode 100644
index 0000000000000000000000000000000000000000..1b33526d33aaa60d79f78ae8651dae50b730185a
--- /dev/null
+++ b/added_tokens.json
@@ -0,0 +1,1611 @@
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+}
diff --git a/checkpoint-500-epoch-0-val-wer-14.996/added_tokens.json b/checkpoint-500-epoch-0-val-wer-14.996/added_tokens.json
new file mode 100644
index 0000000000000000000000000000000000000000..1b33526d33aaa60d79f78ae8651dae50b730185a
--- /dev/null
+++ b/checkpoint-500-epoch-0-val-wer-14.996/added_tokens.json
@@ -0,0 +1,1611 @@
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diff --git a/checkpoint-500-epoch-0-val-wer-14.996/config.json b/checkpoint-500-epoch-0-val-wer-14.996/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..11a3c996ed4b2141b838bc8a14259dd9c828c68c
--- /dev/null
+++ b/checkpoint-500-epoch-0-val-wer-14.996/config.json
@@ -0,0 +1,285 @@
+{
+  "_name_or_path": "NbAiLab/nb-whisper-large",
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+  "activation_function": "gelu",
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+  "mask_feature_prob": 0,
+  "mask_time_length": 10,
+  "mask_time_min_masks": 2,
+  "mask_time_prob": 0.05,
+  "max_length": null,
+  "max_source_positions": 1500,
+  "max_target_positions": 448,
+  "median_filter_width": 7,
+  "model_type": "whisper",
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+  "num_mel_bins": 128,
+  "pad_token_id": 50256,
+  "scale_embedding": false,
+  "suppress_ids": [
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+    50363
+  ],
+  "suppress_ids_begin": [
+    220,
+    50257
+  ],
+  "torch_dtype": "float32",
+  "transformers_version": "4.46.2",
+  "use_cache": true,
+  "use_weighted_layer_sum": false,
+  "vocab_size": 51866
+}
diff --git a/checkpoint-500-epoch-0-val-wer-14.996/generation_config.json b/checkpoint-500-epoch-0-val-wer-14.996/generation_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3e670ae0d8cc89746f83569027e5297744826c6f
--- /dev/null
+++ b/checkpoint-500-epoch-0-val-wer-14.996/generation_config.json
@@ -0,0 +1,256 @@
+{
+  "alignment_heads": [
+    [
+      7,
+      0
+    ],
+    [
+      10,
+      17
+    ],
+    [
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+      18
+    ],
+    [
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+    ],
+    [
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+    ],
+    [
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+    [
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+    [
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+    [
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+    [
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+    ]
+  ],
+  "begin_suppress_tokens": [
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+    50257
+  ],
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+  "decoder_start_token_id": 50258,
+  "eos_token_id": 50257,
+  "is_multilingual": true,
+  "lang_to_id": {
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+    "<|as|>": 50350,
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+    "<|yi|>": 50335,
+    "<|yo|>": 50325,
+    "<|yue|>": 50358,
+    "<|zh|>": 50260
+  },
+  "language": "no",
+  "max_initial_timestamp_index": 1,
+  "max_length": 448,
+  "no_timestamps_token_id": 50364,
+  "pad_token_id": 50257,
+  "return_timestamps": false,
+  "suppress_tokens": [
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+  ],
+  "task": "transcribe",
+  "task_to_id": {
+    "transcribe": 50360,
+    "translate": 50359
+  },
+  "transformers_version": "4.46.2"
+}
diff --git a/checkpoint-500-epoch-0-val-wer-14.996/merges.txt b/checkpoint-500-epoch-0-val-wer-14.996/merges.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6038932a2a1f09a66991b1c2adae0d14066fa29e
--- /dev/null
+++ b/checkpoint-500-epoch-0-val-wer-14.996/merges.txt
@@ -0,0 +1,50001 @@
+#version: 0.2
+Ġ t
+Ġ a
+Ġt h
+i n
+e r
+Ġ w
+Ġ s
+o u
+Ġth e
+r e
+o n
+a t
+e n
+Ġ c
+i t
+i s
+Ġ b
+n d
+Ġ d
+Ġ m
+Ġ h
+Ġ o
+in g
+e s
+Ġ p
+Ġt o
+a n
+Ġ f
+o r
+l l
+Ġ I
+Ġ l
+Ġ y
+a r
+Ġ g
+Ġy ou
+e d
+Ġa nd
+Ġ in
+Ġo f
+a s
+Ġ n
+o m
+i c
+Ġth at
+u s
+e t
+v e
+a l
+o w
+l e
+Ġ is
+Ġ e
+Ġ it
+o t
+' s
+Ġb e
+i on
+Ġ T
+Ġw h
+Ġ A
+en t
+Ġ S
+Ġ re
+a y
+Ġw e
+Ġ on
+er e
+Ġh a
+u t
+a c
+i d
+i g
+o s
+k e
+v er
+i m
+Ġ Ð
+ĠT h
+a m
+a ll
+Ġf or
+e l
+c h
+r o
+Ġth is
+Ġs t
+Ġ W
+Ġ u
+a d
+ou t
+i r
+l d
+c t
+Ġ k
+i f
+Ġg o
+. .
+Ð ¾
+it h
+l y
+h t
+q u
+Ġ -
+Ġd o
+Ġ j
+Ġha ve
+Ġ B
+Ġa n
+Ġw ith
+Ġa re
+Ġ r
+Ġd e
+Ġs e
+Ġs o
+Ġ v
+s t
+i ll
+u r
+Ġl i
+Ġ M
+es t
+o d
+all y
+' t
+us t
+Ġa s
+Ġ C
+c e
+Ġm e
+Ð °
+Ð µ
+i l
+Ġ H
+Ġw as
+t er
+t h
+Ġc an
+an t
+Ġc om
+ou r
+ig ht
+Ġ Y
+at ion
+ĠA nd
+o l
+Ġs h
+Ñ Ĥ
+o p
+s e
+Ġn ot
+ĠS o
+Ġn e
+u n
+Ġa b
+Ġli ke
+Ġa t
+Ġ D
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+Ġl o
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+Ġm y
+o k
+Ġe x
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+Ġth ere
+Ġb ut
+Ġkn ow
+Ġs u
+Ġ G
+Ñ ģ
+Ġ E
+Ġm a
+о Ð
+Ġ en
+Ġab out
+ĠI t
+is t
+Ġw or
+r i
+in d
+Ġon e
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+a nd
+in k
+Ġl e
+or t
+' m
+Ġ F
+ic h
+Ñ Ģ
+id e
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+os e
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+oug h
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+Ġn ow
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+Ġ K
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+e p
+Ġc l
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+        "osta"
+      ],
+      [
+        "Ġpronoun",
+        "ced"
+      ],
+      [
+        "A",
+        "ng"
+      ],
+      [
+        "norm",
+        "al"
+      ],
+      [
+        "Ġeconom",
+        "ies"
+      ],
+      [
+        "t",
+        "in"
+      ],
+      [
+        "ĠChamp",
+        "ion"
+      ],
+      [
+        "iz",
+        "en"
+      ],
+      [
+        "Ġar",
+        "beiten"
+      ],
+      [
+        "ĠG",
+        "ospel"
+      ],
+      [
+        "ĠZ",
+        "u"
+      ],
+      [
+        "ng",
+        "a"
+      ],
+      [
+        "Ġliter",
+        "acy"
+      ],
+      [
+        "ĠM",
+        "ans"
+      ],
+      [
+        "Ġcircul",
+        "ation"
+      ],
+      [
+        "Ġad",
+        "ap"
+      ],
+      [
+        "ĠTot",
+        "al"
+      ],
+      [
+        "Ġmere",
+        "ka"
+      ],
+      [
+        "Ġol",
+        "acak"
+      ],
+      [
+        "ÑģÑĤ",
+        "аÑĤи"
+      ],
+      [
+        "J",
+        "ack"
+      ],
+      [
+        "Ġm",
+        "und"
+      ],
+      [
+        "Ġth",
+        "ief"
+      ],
+      [
+        "b",
+        "ies"
+      ],
+      [
+        "Ġê²",
+        "ģ"
+      ],
+      [
+        "a",
+        "que"
+      ],
+      [
+        "ĠÚ©",
+        "ÛĮ"
+      ],
+      [
+        "ĠSc",
+        "ar"
+      ],
+      [
+        "å",
+        "²"
+      ],
+      [
+        "Ġab",
+        "ol"
+      ],
+      [
+        "Ġdev",
+        "ote"
+      ],
+      [
+        "Ġ0",
+        "1"
+      ],
+      [
+        "Ġs",
+        "itten"
+      ],
+      [
+        "ĠVis",
+        "ual"
+      ],
+      [
+        "we",
+        "ek"
+      ],
+      [
+        "s",
+        "ome"
+      ],
+      [
+        "ing",
+        "t"
+      ],
+      [
+        "Ġjournal",
+        "ism"
+      ],
+      [
+        "ĠH",
+        "ir"
+      ],
+      [
+        "ĠB",
+        "achelor"
+      ],
+      [
+        "in",
+        "ery"
+      ],
+      [
+        "Ãľ",
+        "ND"
+      ],
+      [
+        "ãĥ",
+        "Ł"
+      ],
+      [
+        "ç»",
+        "Ļ"
+      ],
+      [
+        "Ġcolor",
+        "ing"
+      ],
+      [
+        "ĠCr",
+        "ist"
+      ],
+      [
+        "Ġcelebr",
+        "ities"
+      ],
+      [
+        "ĠÑĩ",
+        "иÑģ"
+      ],
+      [
+        "ĠC",
+        "rit"
+      ],
+      [
+        "Ġdifferent",
+        "iate"
+      ],
+      [
+        "ĠÐľ",
+        "не"
+      ],
+      [
+        "el",
+        "im"
+      ],
+      [
+        "Ġse",
+        "afood"
+      ],
+      [
+        "Ġalgum",
+        "as"
+      ],
+      [
+        "otherap",
+        "y"
+      ],
+      [
+        "æĪ",
+        "°"
+      ],
+      [
+        "Ġgla",
+        "ub"
+      ],
+      [
+        "Ġarbitr",
+        "ary"
+      ],
+      [
+        "g",
+        "ens"
+      ],
+      [
+        "ĠбÑĥд",
+        "ем"
+      ],
+      [
+        "Ġt",
+        "av"
+      ],
+      [
+        "Ġcream",
+        "y"
+      ],
+      [
+        "ĠCount",
+        "ry"
+      ],
+      [
+        "a",
+        "ñ"
+      ],
+      [
+        "м",
+        "еÑĤ"
+      ],
+      [
+        "Ġh",
+        "inter"
+      ],
+      [
+        "Ġm",
+        "ism"
+      ],
+      [
+        "Ġillust",
+        "rate"
+      ],
+      [
+        "ÃľND",
+        "NIS"
+      ],
+      [
+        "Ġdecre",
+        "asing"
+      ],
+      [
+        "Ġwen",
+        "iger"
+      ],
+      [
+        "AK",
+        "I"
+      ],
+      [
+        "ix",
+        "on"
+      ],
+      [
+        "Ġн",
+        "ей"
+      ],
+      [
+        "Ġfat",
+        "to"
+      ],
+      [
+        "Ġn",
+        "erd"
+      ],
+      [
+        "ç",
+        "ł"
+      ],
+      [
+        "Ġb",
+        "itte"
+      ],
+      [
+        "P",
+        "er"
+      ],
+      [
+        "Ġt",
+        "ane"
+      ],
+      [
+        "Ġgö",
+        "z"
+      ],
+      [
+        "Ġfor",
+        "te"
+      ],
+      [
+        "ĠE",
+        "y"
+      ],
+      [
+        "Ġнав",
+        "еÑĢ"
+      ],
+      [
+        "è¢",
+        "«"
+      ],
+      [
+        "ĠWord",
+        "Press"
+      ],
+      [
+        "ĠM",
+        "is"
+      ],
+      [
+        "Å",
+        "¯"
+      ],
+      [
+        "z",
+        "äh"
+      ],
+      [
+        "Ġinté",
+        "ress"
+      ],
+      [
+        "osa",
+        "urs"
+      ],
+      [
+        "ĠFall",
+        "s"
+      ],
+      [
+        "Ġn",
+        "essa"
+      ],
+      [
+        "9",
+        "7"
+      ],
+      [
+        "Ġmuseum",
+        "s"
+      ],
+      [
+        "Ġcorrespond",
+        "s"
+      ],
+      [
+        "Ġs",
+        "ings"
+      ],
+      [
+        "f",
+        "our"
+      ],
+      [
+        "Ġed",
+        "er"
+      ],
+      [
+        "ĠCommun",
+        "ist"
+      ],
+      [
+        "o",
+        "a"
+      ],
+      [
+        "ne",
+        "k"
+      ],
+      [
+        "ĠWH",
+        "O"
+      ],
+      [
+        "Ġcor",
+        "po"
+      ],
+      [
+        "Ġmess",
+        "ing"
+      ],
+      [
+        "ÏĦ",
+        "αι"
+      ],
+      [
+        "Ġbrush",
+        "es"
+      ],
+      [
+        "Ġb",
+        "isc"
+      ],
+      [
+        "ĠAr",
+        "beits"
+      ],
+      [
+        "ĠT",
+        "ax"
+      ],
+      [
+        "Ġse",
+        "le"
+      ],
+      [
+        "Ġflag",
+        "s"
+      ],
+      [
+        "ou",
+        "pe"
+      ],
+      [
+        "Ġanticip",
+        "ated"
+      ],
+      [
+        "ãĥ",
+        "ij"
+      ],
+      [
+        "ĠN",
+        "ad"
+      ],
+      [
+        "Ġpou",
+        "red"
+      ],
+      [
+        "Ġm",
+        "l"
+      ],
+      [
+        "Ġll",
+        "ama"
+      ],
+      [
+        "Ġvisual",
+        "ize"
+      ],
+      [
+        "Ġlisten",
+        "ers"
+      ],
+      [
+        "ÙĦ",
+        "Ùĥ"
+      ],
+      [
+        "al",
+        "ten"
+      ],
+      [
+        "Mich",
+        "ael"
+      ],
+      [
+        "Ġcos",
+        "ì"
+      ],
+      [
+        "Õ¡",
+        "Õ"
+      ],
+      [
+        "op",
+        "us"
+      ],
+      [
+        "Ġíķ´ì",
+        "£¼"
+      ],
+      [
+        "Ġh",
+        "ike"
+      ],
+      [
+        "ĠAtt",
+        "orney"
+      ],
+      [
+        "ĠHill",
+        "ary"
+      ],
+      [
+        "ud",
+        "ed"
+      ],
+      [
+        "Ġíķĺ",
+        "ì§Ģë§Į"
+      ],
+      [
+        "Ġdo",
+        "ve"
+      ],
+      [
+        "Ġstorm",
+        "s"
+      ],
+      [
+        "ак",
+        "Ñģ"
+      ],
+      [
+        "Ġdoct",
+        "rine"
+      ],
+      [
+        "Ġhe",
+        "x"
+      ],
+      [
+        "ik",
+        "s"
+      ],
+      [
+        "no",
+        "ÅĽÄĩ"
+      ],
+      [
+        "Ġscript",
+        "s"
+      ],
+      [
+        "Ġδ",
+        "εν"
+      ],
+      [
+        "ĠÑįÑĤи",
+        "Ñħ"
+      ],
+      [
+        "ĠÐ",
+        "Ĩ"
+      ],
+      [
+        "ab",
+        "er"
+      ],
+      [
+        "ĠV",
+        "as"
+      ],
+      [
+        "Ġcent",
+        "imeters"
+      ],
+      [
+        "×ŀ",
+        "×Ķ"
+      ],
+      [
+        "ни",
+        "б"
+      ],
+      [
+        "Ġrid",
+        "ers"
+      ],
+      [
+        "ĠT",
+        "rib"
+      ],
+      [
+        "åĮ",
+        "ħ"
+      ],
+      [
+        "Ġtak",
+        "że"
+      ],
+      [
+        "Ġn",
+        "oun"
+      ],
+      [
+        "Ġic",
+        "ons"
+      ],
+      [
+        "Ġsole",
+        "ly"
+      ],
+      [
+        "mind",
+        "ed"
+      ],
+      [
+        "Ġdisp",
+        "on"
+      ],
+      [
+        "ĠSw",
+        "itzerland"
+      ],
+      [
+        "Ġcl",
+        "usters"
+      ],
+      [
+        "Ġqu",
+        "eda"
+      ],
+      [
+        "ail",
+        "ing"
+      ],
+      [
+        "Ġman",
+        "ga"
+      ],
+      [
+        "Ġ6",
+        "8"
+      ],
+      [
+        "Ħ",
+        "Ī"
+      ],
+      [
+        "Ġt",
+        "et"
+      ],
+      [
+        "g",
+        "ins"
+      ],
+      [
+        "ha",
+        "us"
+      ],
+      [
+        "ç©",
+        "º"
+      ],
+      [
+        "å·",
+        "¥"
+      ],
+      [
+        "ĠO",
+        "P"
+      ],
+      [
+        "ot",
+        "ed"
+      ],
+      [
+        "Ġnouve",
+        "au"
+      ],
+      [
+        "AL",
+        "LY"
+      ],
+      [
+        "ÙĪ",
+        "د"
+      ],
+      [
+        "ò",
+        "n"
+      ],
+      [
+        "Ġmort",
+        "ality"
+      ],
+      [
+        "ĠGit",
+        "Hub"
+      ],
+      [
+        "d",
+        "rop"
+      ],
+      [
+        "Ġdis",
+        "gu"
+      ],
+      [
+        "Ġrec",
+        "om"
+      ],
+      [
+        "Ġloc",
+        "als"
+      ],
+      [
+        "Ġhome",
+        "made"
+      ],
+      [
+        "amb",
+        "a"
+      ],
+      [
+        "Ġpron",
+        "unciation"
+      ],
+      [
+        "Ġal",
+        "phabet"
+      ],
+      [
+        "ан",
+        "ÑĮ"
+      ],
+      [
+        "ow",
+        "any"
+      ],
+      [
+        "ir",
+        "as"
+      ],
+      [
+        "id",
+        "ency"
+      ],
+      [
+        "OM",
+        "E"
+      ],
+      [
+        "ĠÑĢаÑģ",
+        "Ñģ"
+      ],
+      [
+        "ar",
+        "ak"
+      ],
+      [
+        "v",
+        "iamente"
+      ],
+      [
+        "Ġnon",
+        "profit"
+      ],
+      [
+        "ĠYouT",
+        "uber"
+      ],
+      [
+        "Ġp",
+        "arenth"
+      ],
+      [
+        "ĠB",
+        "oo"
+      ],
+      [
+        "v",
+        "at"
+      ],
+      [
+        "ĠSt",
+        "ir"
+      ],
+      [
+        "Ġpre",
+        "cip"
+      ],
+      [
+        "Ġan",
+        "ts"
+      ],
+      [
+        "Ġall",
+        "y"
+      ],
+      [
+        "ĠMa",
+        "ori"
+      ],
+      [
+        "ĠëĮĢ",
+        "íķľ"
+      ],
+      [
+        "åı¯",
+        "æĺ¯"
+      ],
+      [
+        "og",
+        "ene"
+      ],
+      [
+        "ĠLab",
+        "our"
+      ],
+      [
+        "aret",
+        "te"
+      ],
+      [
+        "Ġrecy",
+        "cling"
+      ],
+      [
+        "ens",
+        "a"
+      ],
+      [
+        "Ġpurs",
+        "uit"
+      ],
+      [
+        "Ġs",
+        "ak"
+      ],
+      [
+        "ĠÐĹд",
+        "еÑģÑĮ"
+      ],
+      [
+        "Ġtoler",
+        "ance"
+      ],
+      [
+        "Ġsa",
+        "at"
+      ],
+      [
+        "Ġclick",
+        "ed"
+      ],
+      [
+        "âĻ",
+        "¥"
+      ],
+      [
+        "Ġface",
+        "book"
+      ],
+      [
+        "ĠInt",
+        "o"
+      ],
+      [
+        "Ġincent",
+        "ives"
+      ],
+      [
+        "기",
+        "ëĬĶ"
+      ],
+      [
+        "ĠD",
+        "ennis"
+      ],
+      [
+        "ĠW",
+        "ik"
+      ],
+      [
+        "ges",
+        "ch"
+      ],
+      [
+        "à¹Ģà¸",
+        "Ľ"
+      ],
+      [
+        "ĠÏĢ",
+        "α"
+      ],
+      [
+        "ĠWh",
+        "oo"
+      ],
+      [
+        "Ġround",
+        "ed"
+      ],
+      [
+        "Ġdo",
+        "pe"
+      ],
+      [
+        "Ġcapt",
+        "uring"
+      ],
+      [
+        "ĠWar",
+        "ri"
+      ],
+      [
+        "Ġcivil",
+        "ian"
+      ],
+      [
+        "Ġchar",
+        "ming"
+      ],
+      [
+        "Ġes",
+        "as"
+      ],
+      [
+        "Ġsust",
+        "ained"
+      ],
+      [
+        "Ġle",
+        "aning"
+      ],
+      [
+        "Ġabund",
+        "ance"
+      ],
+      [
+        "ÃŃ",
+        "lia"
+      ],
+      [
+        "алÑĮ",
+        "нÑĭй"
+      ],
+      [
+        "Ġph",
+        "ải"
+      ],
+      [
+        "ac",
+        "ja"
+      ],
+      [
+        "Ġê°Ļ",
+        "ìķĦ"
+      ],
+      [
+        "act",
+        "iv"
+      ],
+      [
+        "า",
+        "ย"
+      ],
+      [
+        "Ġ9",
+        "7"
+      ],
+      [
+        "Ġм",
+        "ой"
+      ],
+      [
+        "c",
+        "ro"
+      ],
+      [
+        "ĠJack",
+        "ie"
+      ],
+      [
+        "itt",
+        "ees"
+      ],
+      [
+        "br",
+        "acht"
+      ],
+      [
+        "ul",
+        "ent"
+      ],
+      [
+        "Ġìł",
+        "ľë"
+      ],
+      [
+        "Ġplug",
+        "in"
+      ],
+      [
+        "v",
+        "antage"
+      ],
+      [
+        "part",
+        "y"
+      ],
+      [
+        "Ġsu",
+        "as"
+      ],
+      [
+        "Ġan",
+        "te"
+      ],
+      [
+        "Ñĥ",
+        "л"
+      ],
+      [
+        "ÐĿ",
+        "ÐIJ"
+      ],
+      [
+        "æĤ",
+        "¨"
+      ],
+      [
+        "ĠÏĥ",
+        "Ïħ"
+      ],
+      [
+        "Ġmet",
+        "h"
+      ],
+      [
+        "Ġenthus",
+        "iasm"
+      ],
+      [
+        "ÑıÑĤ",
+        "ÑģÑı"
+      ],
+      [
+        "íĻ",
+        "Ķë"
+      ],
+      [
+        "Ġsynth",
+        "etic"
+      ],
+      [
+        "Ġseason",
+        "ing"
+      ],
+      [
+        "ĠL",
+        "ost"
+      ],
+      [
+        "on",
+        "omy"
+      ],
+      [
+        "ĠSp",
+        "ark"
+      ],
+      [
+        "Ġb",
+        "ure"
+      ],
+      [
+        "Ġass",
+        "ured"
+      ],
+      [
+        "Ġimag",
+        "in"
+      ],
+      [
+        "Ġcar",
+        "ro"
+      ],
+      [
+        "S",
+        "ha"
+      ],
+      [
+        "Äħ",
+        "t"
+      ],
+      [
+        "нÑĥ",
+        "ÑĤÑĮ"
+      ],
+      [
+        "át",
+        "ica"
+      ],
+      [
+        "T",
+        "Y"
+      ],
+      [
+        "Ġk",
+        "ern"
+      ],
+      [
+        "ĠBrazil",
+        "ian"
+      ],
+      [
+        "Ã",
+        "°"
+      ],
+      [
+        "Ġsusp",
+        "ended"
+      ],
+      [
+        "ĠCar",
+        "ib"
+      ],
+      [
+        "Ġbiz",
+        "im"
+      ],
+      [
+        "ĠOl",
+        "iver"
+      ],
+      [
+        "ãģ",
+        "¶"
+      ],
+      [
+        "T",
+        "om"
+      ],
+      [
+        "Ġпл",
+        "ан"
+      ],
+      [
+        "Ġn",
+        "ope"
+      ],
+      [
+        "omet",
+        "hing"
+      ],
+      [
+        "Ġbe",
+        "iden"
+      ],
+      [
+        "ÑĨ",
+        "ен"
+      ],
+      [
+        "Ġflu",
+        "ct"
+      ],
+      [
+        "Ġμ",
+        "οÏħ"
+      ],
+      [
+        "Ġf",
+        "athers"
+      ],
+      [
+        "ĠBl",
+        "ake"
+      ],
+      [
+        "Ġup",
+        "ward"
+      ],
+      [
+        "ĠD",
+        "ash"
+      ],
+      [
+        "ĠL",
+        "il"
+      ],
+      [
+        "ĠìĪ",
+        "ĺëıĦ"
+      ],
+      [
+        "Ġrevel",
+        "ation"
+      ],
+      [
+        "Ġelev",
+        "ated"
+      ],
+      [
+        "ĠJi",
+        "ang"
+      ],
+      [
+        "LE",
+        "D"
+      ],
+      [
+        "ĠThom",
+        "pson"
+      ],
+      [
+        "Ġмог",
+        "ÑĥÑĤ"
+      ],
+      [
+        "ÑģÑĤ",
+        "ÑĢÑĥ"
+      ],
+      [
+        "if",
+        "iers"
+      ],
+      [
+        "Ġcome",
+        "back"
+      ],
+      [
+        "Ġbuy",
+        "ers"
+      ],
+      [
+        "ê²",
+        "°"
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+        "Ġé",
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+        "Ġksi",
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+        "Ġparas",
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+      ],
+      [
+        "flan",
+        "zen"
+      ],
+      [
+        "éĴ",
+        "Ł"
+      ],
+      [
+        "Ġfl",
+        "aps"
+      ],
+      [
+        "ĠAl",
+        "to"
+      ],
+      [
+        "é£Ł",
+        "ãģ¹"
+      ],
+      [
+        "F",
+        "in"
+      ],
+      [
+        "Ġres",
+        "ize"
+      ],
+      [
+        "ê·¸ë",
+        "ŀ¨"
+      ],
+      [
+        "è²",
+        "»"
+      ],
+      [
+        "N",
+        "athan"
+      ],
+      [
+        "ŀĪë",
+        "ł¤"
+      ],
+      [
+        "ĠÑĤ",
+        "ай"
+      ],
+      [
+        "ĠNF",
+        "T"
+      ],
+      [
+        "Ġsne",
+        "eze"
+      ],
+      [
+        "Ġshr",
+        "oud"
+      ],
+      [
+        "i",
+        "é"
+      ],
+      [
+        "Ġver",
+        "amente"
+      ],
+      [
+        "Ġcas",
+        "cade"
+      ],
+      [
+        "ĠO",
+        "ok"
+      ],
+      [
+        "ìĹĨ",
+        "ìĿ´"
+      ],
+      [
+        "Ġinf",
+        "used"
+      ],
+      [
+        "f",
+        "ps"
+      ],
+      [
+        "cent",
+        "er"
+      ],
+      [
+        "Ġgrapp",
+        "ling"
+      ],
+      [
+        "ĠWohn",
+        "ung"
+      ],
+      [
+        "ĠT",
+        "umb"
+      ],
+      [
+        "ĠIm",
+        "ma"
+      ],
+      [
+        "ĠDu",
+        "ygusal"
+      ],
+      [
+        "ен",
+        "ÑĤи"
+      ],
+      [
+        "Ġstewards",
+        "hip"
+      ],
+      [
+        "Ġhar",
+        "p"
+      ],
+      [
+        "Ġendors",
+        "ed"
+      ],
+      [
+        "ıl",
+        "an"
+      ],
+      [
+        "Ġод",
+        "ним"
+      ],
+      [
+        "Ġcompet",
+        "ency"
+      ],
+      [
+        "Ġb",
+        "ert"
+      ],
+      [
+        "ĠT",
+        "ales"
+      ],
+      [
+        "Ġr",
+        "he"
+      ],
+      [
+        "Ġoh",
+        "h"
+      ],
+      [
+        "Ġê°Ħ",
+        "ëĭ¨"
+      ],
+      [
+        "Ġm",
+        "RNA"
+      ],
+      [
+        "Ġgang",
+        "ster"
+      ],
+      [
+        "ĠRun",
+        "ner"
+      ],
+      [
+        "ен",
+        "нÑĭм"
+      ],
+      [
+        "ph",
+        "oria"
+      ],
+      [
+        "ĠwÅĤaÅĽci",
+        "wie"
+      ],
+      [
+        "Ġqu",
+        "arto"
+      ],
+      [
+        "Ġorgan",
+        "ise"
+      ],
+      [
+        "ĠV",
+        "et"
+      ],
+      [
+        "P",
+        "ad"
+      ],
+      [
+        "ĠÙħ",
+        "Ø«"
+      ],
+      [
+        "Ġst",
+        "inks"
+      ],
+      [
+        "ĠD",
+        "ul"
+      ],
+      [
+        "u",
+        "em"
+      ],
+      [
+        "is",
+        "iej"
+      ],
+      [
+        "T",
+        "op"
+      ],
+      [
+        "Ġt",
+        "ussen"
+      ],
+      [
+        "ĠE",
+        "fendimiz"
+      ],
+      [
+        "ĠB",
+        "oule"
+      ],
+      [
+        "ĠSlo",
+        "ven"
+      ],
+      [
+        "ĠL",
+        "ö"
+      ],
+      [
+        "Ñij",
+        "з"
+      ],
+      [
+        "ÑĢи",
+        "п"
+      ],
+      [
+        "ca",
+        "ve"
+      ],
+      [
+        "Ġbo",
+        "î"
+      ],
+      [
+        "Ġapolog",
+        "ise"
+      ],
+      [
+        "ĠMar",
+        "ly"
+      ],
+      [
+        "ĠEx",
+        "port"
+      ],
+      [
+        "ĠCait",
+        "lin"
+      ],
+      [
+        "Ġtav",
+        "alla"
+      ],
+      [
+        "Ġent",
+        "ails"
+      ],
+      [
+        "Ġbr",
+        "om"
+      ],
+      [
+        "ĠCop",
+        "enh"
+      ],
+      [
+        "Ġwal",
+        "nut"
+      ],
+      [
+        "Ġins",
+        "ists"
+      ],
+      [
+        "Ġcu",
+        "á»Ļc"
+      ],
+      [
+        "ĠQ",
+        "uit"
+      ],
+      [
+        "ĠDev",
+        "ice"
+      ],
+      [
+        "×Ĵ",
+        "×Ŀ"
+      ],
+      [
+        "ĠD",
+        "OT"
+      ],
+      [
+        "Ġveloc",
+        "idad"
+      ],
+      [
+        "L",
+        "IE"
+      ],
+      [
+        "C",
+        "ool"
+      ],
+      [
+        "Ġsan",
+        "itation"
+      ],
+      [
+        "Ġol",
+        "ho"
+      ],
+      [
+        "ĠE",
+        "B"
+      ],
+      [
+        "ĠíĻķ",
+        "ìĭ¤íŀĪ"
+      ],
+      [
+        "ĠÐľ",
+        "иÑħ"
+      ],
+      [
+        "Ġz",
+        "uk"
+      ],
+      [
+        "Ġsurn",
+        "ame"
+      ],
+      [
+        "ĠSch",
+        "uld"
+      ],
+      [
+        "ru",
+        "ff"
+      ],
+      [
+        "c",
+        "ultural"
+      ],
+      [
+        "ĠÑģÑĤ",
+        "олÑĮко"
+      ],
+      [
+        "æĻļ",
+        "ä¸Ĭ"
+      ],
+      [
+        "Įë",
+        "į°"
+      ],
+      [
+        "Ġtor",
+        "to"
+      ],
+      [
+        "Ġback",
+        "ups"
+      ],
+      [
+        "ÑĢи",
+        "й"
+      ],
+      [
+        "re",
+        "lax"
+      ],
+      [
+        "Ġsyner",
+        "gy"
+      ],
+      [
+        "Ġbuff",
+        "s"
+      ],
+      [
+        "Ġap",
+        "o"
+      ],
+      [
+        "ĠWell",
+        "ness"
+      ],
+      [
+        "round",
+        "ed"
+      ],
+      [
+        "Ġunivers",
+        "es"
+      ],
+      [
+        "Ġf",
+        "era"
+      ],
+      [
+        "Ġstand",
+        "by"
+      ],
+      [
+        "ĠSil",
+        "va"
+      ],
+      [
+        "ĠJ",
+        "I"
+      ],
+      [
+        "ens",
+        "ored"
+      ],
+      [
+        "ĠìĹĨ",
+        "ëĭ¤"
+      ],
+      [
+        "ĠÐIJ",
+        "в"
+      ],
+      [
+        "ĠоÑĤ",
+        "дел"
+      ],
+      [
+        "Ġf",
+        "ø"
+      ],
+      [
+        "ĠRoc",
+        "kef"
+      ],
+      [
+        "ĠComp",
+        "ass"
+      ],
+      [
+        "ĠBe",
+        "ars"
+      ],
+      [
+        "Ġ",
+        "ä¸įè¦ģ"
+      ],
+      [
+        "T",
+        "urn"
+      ],
+      [
+        "Ġth",
+        "á»±c"
+      ],
+      [
+        "Ġposs",
+        "ibile"
+      ],
+      [
+        "Ġest",
+        "em"
+      ],
+      [
+        "ĠCroat",
+        "ia"
+      ],
+      [
+        "Ġtät",
+        "ä"
+      ],
+      [
+        "ĠC",
+        "AL"
+      ],
+      [
+        "à¹Ģà¸",
+        "ŀ"
+      ],
+      [
+        "ĠÑģÑĤ",
+        "ÑĢаÑħ"
+      ],
+      [
+        "Ġsal",
+        "ts"
+      ],
+      [
+        "Ġminimal",
+        "ist"
+      ],
+      [
+        "Ġincorpor",
+        "ates"
+      ],
+      [
+        "ĠÙĨÛģ",
+        "ÛĮÚº"
+      ],
+      [
+        "aca",
+        "o"
+      ],
+      [
+        "Ġsl",
+        "ammed"
+      ],
+      [
+        "Ġcam",
+        "a"
+      ],
+      [
+        "T",
+        "ext"
+      ],
+      [
+        "!!!!",
+        "!!"
+      ],
+      [
+        "Ġalc",
+        "anz"
+      ],
+      [
+        "é",
+        "ma"
+      ],
+      [
+        "Ġinc",
+        "ense"
+      ],
+      [
+        "Ġhard",
+        "en"
+      ],
+      [
+        "Ġgrant",
+        "ing"
+      ],
+      [
+        "ĠN",
+        "ai"
+      ],
+      [
+        "ĠFir",
+        "ma"
+      ],
+      [
+        "Ġhyp",
+        "oc"
+      ],
+      [
+        "j",
+        "ob"
+      ],
+      [
+        "ĠR",
+        "H"
+      ],
+      [
+        "z",
+        "ur"
+      ],
+      [
+        "ил",
+        "Ñı"
+      ],
+      [
+        "ĠÅ",
+        "º"
+      ],
+      [
+        "Ġda",
+        "res"
+      ],
+      [
+        "an",
+        "h"
+      ],
+      [
+        "Ġë§Į",
+        "íģ¼"
+      ],
+      [
+        "Ġcuest",
+        "ión"
+      ],
+      [
+        "ĠL",
+        "ima"
+      ],
+      [
+        "æĻ",
+        "¯"
+      ],
+      [
+        "Ġass",
+        "unto"
+      ],
+      [
+        "ĠIP",
+        "O"
+      ],
+      [
+        "ĠBeng",
+        "al"
+      ],
+      [
+        "ĠB",
+        "ier"
+      ],
+      [
+        "Ġpsy",
+        "che"
+      ],
+      [
+        "Ġacqu",
+        "ainted"
+      ],
+      [
+        "ĠG",
+        "ün"
+      ],
+      [
+        "оз",
+        "и"
+      ],
+      [
+        "ÅĽci",
+        "Äħ"
+      ],
+      [
+        "A",
+        "G"
+      ],
+      [
+        "Ġmalf",
+        "unction"
+      ],
+      [
+        "Ġastero",
+        "ids"
+      ],
+      [
+        "ire",
+        "z"
+      ],
+      [
+        "am",
+        "orph"
+      ],
+      [
+        "ĠÑģоÑĤ",
+        "ÑĢÑĥд"
+      ],
+      [
+        "Ġfresh",
+        "water"
+      ],
+      [
+        "Ġar",
+        "ran"
+      ],
+      [
+        "ĠпÑĢ",
+        "Ñĭ"
+      ],
+      [
+        "н",
+        "ог"
+      ],
+      [
+        "Ġdiab",
+        "etic"
+      ],
+      [
+        "ĠÙĤ",
+        "اÙĦ"
+      ],
+      [
+        "Ġopp",
+        "ress"
+      ],
+      [
+        "Ġcapacit",
+        "ance"
+      ],
+      [
+        "perform",
+        "ance"
+      ],
+      [
+        "cr",
+        "ates"
+      ],
+      [
+        "Ġapost",
+        "le"
+      ],
+      [
+        "ĠJ",
+        "EN"
+      ],
+      [
+        "OU",
+        "LD"
+      ],
+      [
+        "Int",
+        "ro"
+      ],
+      [
+        "Ġstall",
+        "s"
+      ],
+      [
+        "ĠAB",
+        "OUT"
+      ],
+      [
+        "ctic",
+        "amente"
+      ],
+      [
+        "Ġdil",
+        "igent"
+      ],
+      [
+        "Ġmanif",
+        "ests"
+      ],
+      [
+        "ĠPak",
+        "istani"
+      ],
+      [
+        "Ġ(",
+        "'"
+      ],
+      [
+        "åľ",
+        "º"
+      ]
+    ]
+  }
+}
\ No newline at end of file
diff --git a/checkpoint-500-epoch-0-val-wer-14.996/tokenizer_config.json b/checkpoint-500-epoch-0-val-wer-14.996/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b1652b4d3ffd54b35a070377addda8fd13ddc98a
--- /dev/null
+++ b/checkpoint-500-epoch-0-val-wer-14.996/tokenizer_config.json
@@ -0,0 +1,12998 @@
+{
+  "add_prefix_space": true,
+  "added_tokens_decoder": {
+    "50257": {
+      "content": "<|endoftext|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50258": {
+      "content": "<|startoftranscript|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50259": {
+      "content": "<|en|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50260": {
+      "content": "<|zh|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50261": {
+      "content": "<|de|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50262": {
+      "content": "<|es|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50263": {
+      "content": "<|ru|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50264": {
+      "content": "<|ko|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50265": {
+      "content": "<|fr|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50266": {
+      "content": "<|ja|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50267": {
+      "content": "<|pt|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50268": {
+      "content": "<|tr|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50269": {
+      "content": "<|pl|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50270": {
+      "content": "<|ca|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50271": {
+      "content": "<|nl|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50272": {
+      "content": "<|ar|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50273": {
+      "content": "<|sv|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50274": {
+      "content": "<|it|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50275": {
+      "content": "<|id|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50276": {
+      "content": "<|hi|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50277": {
+      "content": "<|fi|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50278": {
+      "content": "<|vi|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50279": {
+      "content": "<|he|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50280": {
+      "content": "<|uk|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50281": {
+      "content": "<|el|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50282": {
+      "content": "<|ms|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50283": {
+      "content": "<|cs|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50284": {
+      "content": "<|ro|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50285": {
+      "content": "<|da|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50286": {
+      "content": "<|hu|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50287": {
+      "content": "<|ta|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50288": {
+      "content": "<|no|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50289": {
+      "content": "<|th|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50290": {
+      "content": "<|ur|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50291": {
+      "content": "<|hr|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50292": {
+      "content": "<|bg|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50293": {
+      "content": "<|lt|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50294": {
+      "content": "<|la|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
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+    "<|ru|>",
+    "<|ko|>",
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+    "<|hi|>",
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+    "<|da|>",
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+    "<|ta|>",
+    "<|no|>",
+    "<|th|>",
+    "<|ur|>",
+    "<|hr|>",
+    "<|bg|>",
+    "<|lt|>",
+    "<|la|>",
+    "<|mi|>",
+    "<|ml|>",
+    "<|cy|>",
+    "<|sk|>",
+    "<|te|>",
+    "<|fa|>",
+    "<|lv|>",
+    "<|bn|>",
+    "<|sr|>",
+    "<|az|>",
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+    "<|kn|>",
+    "<|et|>",
+    "<|mk|>",
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+    "<|hy|>",
+    "<|ne|>",
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+    "<|pa|>",
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+    "<|km|>",
+    "<|sn|>",
+    "<|yo|>",
+    "<|so|>",
+    "<|af|>",
+    "<|oc|>",
+    "<|ka|>",
+    "<|be|>",
+    "<|tg|>",
+    "<|sd|>",
+    "<|gu|>",
+    "<|am|>",
+    "<|yi|>",
+    "<|lo|>",
+    "<|uz|>",
+    "<|fo|>",
+    "<|ht|>",
+    "<|ps|>",
+    "<|tk|>",
+    "<|nn|>",
+    "<|mt|>",
+    "<|sa|>",
+    "<|lb|>",
+    "<|my|>",
+    "<|bo|>",
+    "<|tl|>",
+    "<|mg|>",
+    "<|as|>",
+    "<|tt|>",
+    "<|haw|>",
+    "<|ln|>",
+    "<|ha|>",
+    "<|ba|>",
+    "<|jw|>",
+    "<|su|>",
+    "<|yue|>",
+    "<|translate|>",
+    "<|transcribe|>",
+    "<|startoflm|>",
+    "<|startofprev|>",
+    "<|nospeech|>",
+    "<|notimestamps|>"
+  ],
+  "bos_token": "<|endoftext|>",
+  "clean_up_tokenization_spaces": true,
+  "dropout": 0.2,
+  "eos_token": "<|endoftext|>",
+  "errors": "replace",
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "<|endoftext|>",
+  "processor_class": "WhisperProcessor",
+  "tokenizer_class": "WhisperTokenizer",
+  "trust_remote_code": false,
+  "unk_token": "<|endoftext|>",
+  "use_fast": true
+}
diff --git a/checkpoint-500-epoch-0-val-wer-14.996/vocab.json b/checkpoint-500-epoch-0-val-wer-14.996/vocab.json
new file mode 100644
index 0000000000000000000000000000000000000000..b45bc0e97a5511c917c112c42231cdbf455e200d
--- /dev/null
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+  "mask_feature_min_masks": 0,
+  "mask_feature_prob": 0,
+  "mask_time_length": 10,
+  "mask_time_min_masks": 2,
+  "mask_time_prob": 0.05,
+  "max_length": null,
+  "max_source_positions": 1500,
+  "max_target_positions": 448,
+  "median_filter_width": 7,
+  "model_type": "whisper",
+  "num_hidden_layers": 32,
+  "num_mel_bins": 128,
+  "pad_token_id": 50256,
+  "scale_embedding": false,
+  "suppress_ids": [
+    1,
+    2,
+    7,
+    8,
+    9,
+    10,
+    14,
+    25,
+    26,
+    27,
+    28,
+    29,
+    31,
+    58,
+    59,
+    60,
+    61,
+    62,
+    63,
+    90,
+    91,
+    92,
+    93,
+    359,
+    503,
+    522,
+    542,
+    873,
+    893,
+    902,
+    918,
+    922,
+    931,
+    1350,
+    1853,
+    1982,
+    2460,
+    2627,
+    3246,
+    3253,
+    3268,
+    3536,
+    3846,
+    3961,
+    4183,
+    4667,
+    6585,
+    6647,
+    7273,
+    9061,
+    9383,
+    10428,
+    10929,
+    11938,
+    12033,
+    12331,
+    12562,
+    13793,
+    14157,
+    14635,
+    15265,
+    15618,
+    16553,
+    16604,
+    18362,
+    18956,
+    20075,
+    21675,
+    22520,
+    26130,
+    26161,
+    26435,
+    28279,
+    29464,
+    31650,
+    32302,
+    32470,
+    36865,
+    42863,
+    47425,
+    49870,
+    50254,
+    50258,
+    50359,
+    50360,
+    50361,
+    50362,
+    50363
+  ],
+  "suppress_ids_begin": [
+    220,
+    50257
+  ],
+  "torch_dtype": "float32",
+  "transformers_version": "4.46.2",
+  "use_cache": true,
+  "use_weighted_layer_sum": false,
+  "vocab_size": 51866
+}
diff --git a/create_student_model.py b/create_student_model.py
new file mode 100644
index 0000000000000000000000000000000000000000..f10b1bce8c1408c9e291cfc12e3a1e9d7a26dc48
--- /dev/null
+++ b/create_student_model.py
@@ -0,0 +1,231 @@
+#!/usr/bin/env python
+# coding=utf-8
+# Copyright 2023 The HuggingFace Inc. team. All rights reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""
+Initialise a student Whisper model from a pre-trained teacher model for
+teacher-student distillation.
+"""
+
+import argparse
+import copy
+import logging
+
+import numpy as np
+import torch
+from transformers import GenerationConfig, WhisperForConditionalGeneration, WhisperProcessor
+
+
+logger = logging.getLogger(__name__)
+
+
+def parse_args():
+    parser = argparse.ArgumentParser(
+        description="Initialise a student Whisper model from a teacher model, copying the relevant layer weights and adjusting the processor as necessary."
+    )
+    parser.add_argument(
+        "--teacher_checkpoint",
+        type=str,
+        required=True,
+        help="The HF Hub ID of the teacher checkpoint.",
+    )
+    parser.add_argument(
+        "--subfolder",
+        type=str,
+        default="",
+        help="In case the relevant teacher weights are located inside a subfolder of the model repo on huggingface.co, you "
+        "can specify the folder name here.",
+    )
+    parser.add_argument(
+        "--encoder_layers",
+        type=int,
+        default=None,
+        help="Number of encoder layers to use in the student model. Defaults to all layers from the teacher.",
+    )
+    parser.add_argument(
+        "--decoder_layers",
+        type=int,
+        default=2,
+        help="Number of decoder layers to use in the student model. Defaults to 2 layers.",
+    )
+    parser.add_argument(
+        "--decoder_layers_numbers",
+        type=int,
+        nargs="*",
+        help="Layers numbers of the decoder teacher to use in the student model. Defaults to None, equivalent to taking first and last layer (and equivalent to `--decoder_layers_numbers 0 -1`).",
+    )
+    parser.add_argument(
+        "--save_dir",
+        type=str,
+        required=True,
+        help="Where to save the student weights and processor.",
+    )
+    parser.add_argument(
+        "--push_to_hub",
+        type=bool,
+        required=False,
+        default=False,
+        help="Whether to push the student weights and processor to the Hub.",
+    )
+    parser.add_argument(
+        "--cache_dir",
+        type=str,
+        default=None,
+        help="Where to store the pretrained models downloaded from huggingface.co",
+    )
+
+    args = parser.parse_args()
+    return args
+
+
+def init_student_model_from_teacher(
+    teacher_checkpoint,
+    encoder_layers=None,
+    decoder_layers=2,
+    decoder_layers_numbers=None,
+    save_dir=None,
+    push_to_hub=None,
+    cache_dir=None,
+    subfolder="",
+):
+    if decoder_layers_numbers is not None and len(decoder_layers_numbers) != decoder_layers:
+        raise ValueError(
+            f"Got {len(decoder_layers_numbers)} layers number for {decoder_layers} decoder layers."
+        )
+
+    teacher_model = WhisperForConditionalGeneration.from_pretrained(
+        teacher_checkpoint,
+        cache_dir=cache_dir,
+        subfolder=subfolder,
+        low_cpu_mem_usage=True,
+    )
+    processor = WhisperProcessor.from_pretrained(teacher_checkpoint)
+    generation_config = GenerationConfig.from_pretrained(teacher_checkpoint)
+    generation_config.forced_decoder_ids = None
+
+    teacher_config = teacher_model.config
+    teacher_encoder_layers = teacher_config.encoder_layers
+    teacher_decoder_layers = teacher_config.decoder_layers
+
+    student_config = copy.deepcopy(teacher_config)
+    student_config.update(
+        {
+            "encoder_layers": encoder_layers if encoder_layers is not None else teacher_encoder_layers,
+            "decoder_layers": decoder_layers,
+        }
+    )
+
+    encoder_mapping = np.linspace(0, teacher_encoder_layers - 1, student_config.encoder_layers, dtype=int)
+    encoder_mapping[-1] = teacher_encoder_layers - 1
+    
+    encoder_map = {}
+    for student_layer, teacher_layer in enumerate(encoder_mapping):
+        encoder_map[teacher_layer] = student_layer
+
+    if decoder_layers_numbers is None:
+        decoder_mapping = np.linspace(0, teacher_decoder_layers - 1, student_config.decoder_layers, dtype=int)
+        decoder_mapping[-1] = teacher_decoder_layers - 1
+    else:
+        decoder_mapping = decoder_layers_numbers
+
+    decoder_map = {}
+    for student_layer, teacher_layer in enumerate(decoder_mapping):
+        decoder_map[teacher_layer] = student_layer
+
+    # init the student params from the teacher model
+    student_model = WhisperForConditionalGeneration(student_config)
+    missing_keys, unexpected_keys = student_model.load_state_dict(teacher_model.state_dict(), strict=False)
+    if len(missing_keys) > 0:
+        raise RuntimeError(
+            "Error(s) in loading state_dict for WhisperForConditionalGeneration. \n"
+            f"Missing key(s) in state_dict: {missing_keys}"
+        )
+    if decoder_layers == teacher_decoder_layers:
+        decoder_keys = [key for key in unexpected_keys if "model.decoder.layers" in key]
+        if len(decoder_keys) > 0:
+            raise RuntimeError(
+                "Error(s) in loading state_dict for WhisperForConditionalGeneration. \n"
+                f"Unexpected key(s) in state_dict: {decoder_keys}"
+            )
+    if encoder_layers == teacher_encoder_layers:
+        encoder_keys = [key for key in unexpected_keys if "model.encoder.layers" in key]
+        if len(encoder_keys) > 0:
+            raise RuntimeError(
+                "Error(s) in loading state_dict for WhisperForConditionalGeneration. \n"
+                f"Unexpected key(s) in state_dict: {encoder_keys}"
+            )
+        
+    for layer in range(teacher_decoder_layers):
+        if layer in decoder_map:
+            # re-introduce pre-defined layers from the teacher
+            student_model.model.decoder.layers[decoder_map[layer]].load_state_dict(
+                teacher_model.model.decoder.layers[layer].state_dict()
+            )
+
+    if encoder_layers is not None:
+        for layer in range(teacher_encoder_layers):
+            if layer in encoder_map:
+                # re-introduce pre-defined layers from the teacher
+                student_model.model.encoder.layers[encoder_map[layer]].load_state_dict(
+                    teacher_model.model.encoder.layers[layer].state_dict()
+                )
+
+    # remove the teacher params and model
+    del teacher_model
+
+    # save the converted weights and model
+    if save_dir is not None:
+        student_model.save_pretrained(save_dir)
+        # we also need to correctly save the processor and generation config
+        processor.save_pretrained(save_dir)
+        generation_config.save_pretrained(save_dir)
+
+    # check we can do a forward pass with the saved model - first load the weights and processor
+    logger.info("Checking we can load the saved model...")
+    student_model = WhisperForConditionalGeneration.from_pretrained(
+        save_dir,
+        low_cpu_mem_usage=True,
+    )
+    processor = WhisperProcessor.from_pretrained(save_dir)
+
+    # define some random inputs
+    input_features = processor(np.ones(16000), sampling_rate=16000, return_tensors="pt").input_features
+    decoder_start_token_id = student_model.config.decoder_start_token_id
+    decoder_input_ids = torch.ones((input_features.shape[0], 1), dtype=torch.long) * decoder_start_token_id
+
+    # do a forward pass - outputs will be gibberish for the initialised model so we can't check them
+    # but we make can sure the model runs as expected
+    logger.info("Checking we can run the converted model forward...")
+    _ = student_model(input_features, decoder_input_ids=decoder_input_ids).logits
+    logger.info("Conversion successful!")
+
+    if push_to_hub:
+        student_model.push_to_hub(save_dir)
+        processor.push_to_hub(save_dir)
+        generation_config.push_to_hub(save_dir)
+
+
+if __name__ == "__main__":
+    args = parse_args()
+
+    init_student_model_from_teacher(
+        teacher_checkpoint=args.teacher_checkpoint,
+        encoder_layers=args.encoder_layers,
+        decoder_layers=args.decoder_layers,
+        decoder_layers_numbers=args.decoder_layers_numbers,
+        save_dir=args.save_dir,
+        push_to_hub=args.push_to_hub,
+        cache_dir=args.cache_dir,
+        subfolder=args.subfolder,
+    )
diff --git a/generation_config.json b/generation_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3e670ae0d8cc89746f83569027e5297744826c6f
--- /dev/null
+++ b/generation_config.json
@@ -0,0 +1,256 @@
+{
+  "alignment_heads": [
+    [
+      7,
+      0
+    ],
+    [
+      10,
+      17
+    ],
+    [
+      12,
+      18
+    ],
+    [
+      13,
+      12
+    ],
+    [
+      16,
+      1
+    ],
+    [
+      17,
+      14
+    ],
+    [
+      19,
+      11
+    ],
+    [
+      21,
+      4
+    ],
+    [
+      24,
+      1
+    ],
+    [
+      25,
+      6
+    ]
+  ],
+  "begin_suppress_tokens": [
+    220,
+    50257
+  ],
+  "bos_token_id": 50257,
+  "decoder_start_token_id": 50258,
+  "eos_token_id": 50257,
+  "is_multilingual": true,
+  "lang_to_id": {
+    "<|af|>": 50327,
+    "<|am|>": 50334,
+    "<|ar|>": 50272,
+    "<|as|>": 50350,
+    "<|az|>": 50304,
+    "<|ba|>": 50355,
+    "<|be|>": 50330,
+    "<|bg|>": 50292,
+    "<|bn|>": 50302,
+    "<|bo|>": 50347,
+    "<|br|>": 50309,
+    "<|bs|>": 50315,
+    "<|ca|>": 50270,
+    "<|cs|>": 50283,
+    "<|cy|>": 50297,
+    "<|da|>": 50285,
+    "<|de|>": 50261,
+    "<|el|>": 50281,
+    "<|en|>": 50259,
+    "<|es|>": 50262,
+    "<|et|>": 50307,
+    "<|eu|>": 50310,
+    "<|fa|>": 50300,
+    "<|fi|>": 50277,
+    "<|fo|>": 50338,
+    "<|fr|>": 50265,
+    "<|gl|>": 50319,
+    "<|gu|>": 50333,
+    "<|haw|>": 50352,
+    "<|ha|>": 50354,
+    "<|he|>": 50279,
+    "<|hi|>": 50276,
+    "<|hr|>": 50291,
+    "<|ht|>": 50339,
+    "<|hu|>": 50286,
+    "<|hy|>": 50312,
+    "<|id|>": 50275,
+    "<|is|>": 50311,
+    "<|it|>": 50274,
+    "<|ja|>": 50266,
+    "<|jw|>": 50356,
+    "<|ka|>": 50329,
+    "<|kk|>": 50316,
+    "<|km|>": 50323,
+    "<|kn|>": 50306,
+    "<|ko|>": 50264,
+    "<|la|>": 50294,
+    "<|lb|>": 50345,
+    "<|ln|>": 50353,
+    "<|lo|>": 50336,
+    "<|lt|>": 50293,
+    "<|lv|>": 50301,
+    "<|mg|>": 50349,
+    "<|mi|>": 50295,
+    "<|mk|>": 50308,
+    "<|ml|>": 50296,
+    "<|mn|>": 50314,
+    "<|mr|>": 50320,
+    "<|ms|>": 50282,
+    "<|mt|>": 50343,
+    "<|my|>": 50346,
+    "<|ne|>": 50313,
+    "<|nl|>": 50271,
+    "<|nn|>": 50342,
+    "<|no|>": 50288,
+    "<|oc|>": 50328,
+    "<|pa|>": 50321,
+    "<|pl|>": 50269,
+    "<|ps|>": 50340,
+    "<|pt|>": 50267,
+    "<|ro|>": 50284,
+    "<|ru|>": 50263,
+    "<|sa|>": 50344,
+    "<|sd|>": 50332,
+    "<|si|>": 50322,
+    "<|sk|>": 50298,
+    "<|sl|>": 50305,
+    "<|sn|>": 50324,
+    "<|so|>": 50326,
+    "<|sq|>": 50317,
+    "<|sr|>": 50303,
+    "<|su|>": 50357,
+    "<|sv|>": 50273,
+    "<|sw|>": 50318,
+    "<|ta|>": 50287,
+    "<|te|>": 50299,
+    "<|tg|>": 50331,
+    "<|th|>": 50289,
+    "<|tk|>": 50341,
+    "<|tl|>": 50348,
+    "<|tr|>": 50268,
+    "<|tt|>": 50351,
+    "<|uk|>": 50280,
+    "<|ur|>": 50290,
+    "<|uz|>": 50337,
+    "<|vi|>": 50278,
+    "<|yi|>": 50335,
+    "<|yo|>": 50325,
+    "<|yue|>": 50358,
+    "<|zh|>": 50260
+  },
+  "language": "no",
+  "max_initial_timestamp_index": 1,
+  "max_length": 448,
+  "no_timestamps_token_id": 50364,
+  "pad_token_id": 50257,
+  "return_timestamps": false,
+  "suppress_tokens": [
+    1,
+    2,
+    7,
+    8,
+    9,
+    10,
+    14,
+    25,
+    26,
+    27,
+    28,
+    29,
+    31,
+    58,
+    59,
+    60,
+    61,
+    62,
+    63,
+    90,
+    91,
+    92,
+    93,
+    359,
+    503,
+    522,
+    542,
+    873,
+    893,
+    902,
+    918,
+    922,
+    931,
+    1350,
+    1853,
+    1982,
+    2460,
+    2627,
+    3246,
+    3253,
+    3268,
+    3536,
+    3846,
+    3961,
+    4183,
+    4667,
+    6585,
+    6647,
+    7273,
+    9061,
+    9383,
+    10428,
+    10929,
+    11938,
+    12033,
+    12331,
+    12562,
+    13793,
+    14157,
+    14635,
+    15265,
+    15618,
+    16553,
+    16604,
+    18362,
+    18956,
+    20075,
+    21675,
+    22520,
+    26130,
+    26161,
+    26435,
+    28279,
+    29464,
+    31650,
+    32302,
+    32470,
+    36865,
+    42863,
+    47425,
+    49870,
+    50254,
+    50258,
+    50359,
+    50360,
+    50361,
+    50362,
+    50363
+  ],
+  "task": "transcribe",
+  "task_to_id": {
+    "transcribe": 50360,
+    "translate": 50359
+  },
+  "transformers_version": "4.46.2"
+}
diff --git a/merges.txt b/merges.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6038932a2a1f09a66991b1c2adae0d14066fa29e
--- /dev/null
+++ b/merges.txt
@@ -0,0 +1,50001 @@
+#version: 0.2
+Ġ t
+Ġ a
+Ġt h
+i n
+e r
+Ġ w
+Ġ s
+o u
+Ġth e
+r e
+o n
+a t
+e n
+Ġ c
+i t
+i s
+Ġ b
+n d
+Ġ d
+Ġ m
+Ġ h
+Ġ o
+in g
+e s
+Ġ p
+Ġt o
+a n
+Ġ f
+o r
+l l
+Ġ I
+Ġ l
+Ġ y
+a r
+Ġ g
+Ġy ou
+e d
+Ġa nd
+Ġ in
+Ġo f
+a s
+Ġ n
+o m
+i c
+Ġth at
+u s
+e t
+v e
+a l
+o w
+l e
+Ġ is
+Ġ e
+Ġ it
+o t
+' s
+Ġb e
+i on
+Ġ T
+Ġw h
+Ġ A
+en t
+Ġ S
+Ġ re
+a y
+Ġw e
+Ġ on
+er e
+Ġh a
+u t
+a c
+i d
+i g
+o s
+k e
+v er
+i m
+Ġ Ð
+ĠT h
+a m
+a ll
+Ġf or
+e l
+c h
+r o
+Ġth is
+Ġs t
+Ġ W
+Ġ u
+a d
+ou t
+i r
+l d
+c t
+Ġ k
+i f
+Ġg o
+. .
+Ð ¾
+it h
+l y
+h t
+q u
+Ġ -
+Ġd o
+Ġ j
+Ġha ve
+Ġ B
+Ġa n
+Ġw ith
+Ġa re
+Ġ r
+Ġd e
+Ġs e
+Ġs o
+Ġ v
+s t
+i ll
+u r
+Ġl i
+Ġ M
+es t
+o d
+all y
+' t
+us t
+Ġa s
+Ġ C
+c e
+Ġm e
+Ð °
+Ð µ
+i l
+Ġ H
+Ġw as
+t er
+t h
+Ġc an
+an t
+Ġc om
+ou r
+ig ht
+Ġ Y
+at ion
+ĠA nd
+o l
+Ġs h
+Ñ Ĥ
+o p
+s e
+Ġn ot
+ĠS o
+Ġn e
+u n
+Ġa b
+Ġli ke
+Ġa t
+Ġ D
+i e
+Ġh e
+Ġc on
+Ġc h
+o re
+Ġa l
+Ġo r
+Ġ qu
+Ġ O
+om e
+r a
+u l
+Ġ N
+p p
+Ġyou r
+ou ld
+Ġ P
+Ġf r
+g e
+er s
+' re
+Ð ¸
+Ġthe y
+Ġwh at
+us e
+Ġa ll
+ĠTh e
+Ġ L
+es s
+e m
+Ġk n
+Ġj ust
+ar t
+Ġp ro
+ver y
+u m
+Ġl o
+Ġ ì
+Ġm y
+o k
+Ġe x
+a b
+Ġth ere
+Ġb ut
+Ġkn ow
+Ġs u
+Ġ G
+Ñ ģ
+Ġ E
+Ġm a
+о Ð
+Ġ en
+Ġab out
+ĠI t
+is t
+Ġw or
+r i
+in d
+Ġon e
+at e
+a nd
+in k
+Ġl e
+or t
+' m
+Ġ F
+ic h
+Ñ Ģ
+id e
+Ġg et
+Ġ out
+.. .
+Ġw ill
+ã ģ
+i ve
+Ð ½
+Ġfr om
+a in
+ĠW e
+Ġu p
+p e
+re s
+c a
+Ġ R
+Ġ if
+Ġp l
+Ġd on
+ac k
+Ġ 1
+Ġ "
+Ġt r
+Ġ us
+ĠW h
+it y
+Ġ J
+ĠY ou
+Ġh ere
+h er
+Ġs ome
+ou g
+a k
+ar d
+Ġgo ing
+Ġu n
+m ent
+Ġth ink
+Ġp e
+en d
+Ġ (
+ca use
+Ġt im
+as t
+Ã ©
+Ġ our
+Ġw ant
+am e
+i es
+Ġ ë
+u d
+in e
+Ġre ally
+Ġt e
+Ġse e
+c i
+Ġb y
+s o
+u re
+os e
+Ġ [
+a re
+Ġm ore
+a h
+on e
+c k
+op le
+а Ð
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diff --git a/nb-distil-large-init/config.json b/nb-distil-large-init/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..11a3c996ed4b2141b838bc8a14259dd9c828c68c
--- /dev/null
+++ b/nb-distil-large-init/config.json
@@ -0,0 +1,285 @@
+{
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+}
diff --git a/nb-distil-large-init/generation_config.json b/nb-distil-large-init/generation_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..94628028bacab0131920c683e434ce8dfb409ec0
--- /dev/null
+++ b/nb-distil-large-init/generation_config.json
@@ -0,0 +1,256 @@
+{
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+    21675,
+    22520,
+    26130,
+    26161,
+    26435,
+    28279,
+    29464,
+    31650,
+    32302,
+    32470,
+    36865,
+    42863,
+    47425,
+    49870,
+    50254,
+    50258,
+    50359,
+    50360,
+    50361,
+    50362,
+    50363
+  ],
+  "task": "transcribe",
+  "task_to_id": {
+    "transcribe": 50360,
+    "translate": 50359
+  },
+  "transformers_version": "4.46.2"
+}
diff --git a/nb-distil-large-init/merges.txt b/nb-distil-large-init/merges.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6038932a2a1f09a66991b1c2adae0d14066fa29e
--- /dev/null
+++ b/nb-distil-large-init/merges.txt
@@ -0,0 +1,50001 @@
+#version: 0.2
+Ġ t
+Ġ a
+Ġt h
+i n
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+o r
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+à¯į ?
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diff --git a/nb-distil-large-init/model.safetensors b/nb-distil-large-init/model.safetensors
new file mode 100644
index 0000000000000000000000000000000000000000..3d059ec2b2d30b695cfc825852c73f8ef4cbe752
--- /dev/null
+++ b/nb-distil-large-init/model.safetensors
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b5c6cce6fdc832cc805fe6ea8af8db5527ba4b5d0c3381ba404c82e3e8161db6
+size 3025686376
diff --git a/nb-distil-large-init/preprocessor_config.json b/nb-distil-large-init/preprocessor_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..931c77a740890c46365c7ae0c9d350ba3cca908f
--- /dev/null
+++ b/nb-distil-large-init/preprocessor_config.json
@@ -0,0 +1,14 @@
+{
+  "chunk_length": 30,
+  "feature_extractor_type": "WhisperFeatureExtractor",
+  "feature_size": 128,
+  "hop_length": 160,
+  "n_fft": 400,
+  "n_samples": 480000,
+  "nb_max_frames": 3000,
+  "padding_side": "right",
+  "padding_value": 0.0,
+  "processor_class": "WhisperProcessor",
+  "return_attention_mask": false,
+  "sampling_rate": 16000
+}
diff --git a/nb-distil-large-init/special_tokens_map.json b/nb-distil-large-init/special_tokens_map.json
new file mode 100644
index 0000000000000000000000000000000000000000..312bc106291bb51bf2cc1648df070bef963a0639
--- /dev/null
+++ b/nb-distil-large-init/special_tokens_map.json
@@ -0,0 +1,139 @@
+{
+  "additional_special_tokens": [
+    "<|startoftranscript|>",
+    "<|en|>",
+    "<|zh|>",
+    "<|de|>",
+    "<|es|>",
+    "<|ru|>",
+    "<|ko|>",
+    "<|fr|>",
+    "<|ja|>",
+    "<|pt|>",
+    "<|tr|>",
+    "<|pl|>",
+    "<|ca|>",
+    "<|nl|>",
+    "<|ar|>",
+    "<|sv|>",
+    "<|it|>",
+    "<|id|>",
+    "<|hi|>",
+    "<|fi|>",
+    "<|vi|>",
+    "<|he|>",
+    "<|uk|>",
+    "<|el|>",
+    "<|ms|>",
+    "<|cs|>",
+    "<|ro|>",
+    "<|da|>",
+    "<|hu|>",
+    "<|ta|>",
+    "<|no|>",
+    "<|th|>",
+    "<|ur|>",
+    "<|hr|>",
+    "<|bg|>",
+    "<|lt|>",
+    "<|la|>",
+    "<|mi|>",
+    "<|ml|>",
+    "<|cy|>",
+    "<|sk|>",
+    "<|te|>",
+    "<|fa|>",
+    "<|lv|>",
+    "<|bn|>",
+    "<|sr|>",
+    "<|az|>",
+    "<|sl|>",
+    "<|kn|>",
+    "<|et|>",
+    "<|mk|>",
+    "<|br|>",
+    "<|eu|>",
+    "<|is|>",
+    "<|hy|>",
+    "<|ne|>",
+    "<|mn|>",
+    "<|bs|>",
+    "<|kk|>",
+    "<|sq|>",
+    "<|sw|>",
+    "<|gl|>",
+    "<|mr|>",
+    "<|pa|>",
+    "<|si|>",
+    "<|km|>",
+    "<|sn|>",
+    "<|yo|>",
+    "<|so|>",
+    "<|af|>",
+    "<|oc|>",
+    "<|ka|>",
+    "<|be|>",
+    "<|tg|>",
+    "<|sd|>",
+    "<|gu|>",
+    "<|am|>",
+    "<|yi|>",
+    "<|lo|>",
+    "<|uz|>",
+    "<|fo|>",
+    "<|ht|>",
+    "<|ps|>",
+    "<|tk|>",
+    "<|nn|>",
+    "<|mt|>",
+    "<|sa|>",
+    "<|lb|>",
+    "<|my|>",
+    "<|bo|>",
+    "<|tl|>",
+    "<|mg|>",
+    "<|as|>",
+    "<|tt|>",
+    "<|haw|>",
+    "<|ln|>",
+    "<|ha|>",
+    "<|ba|>",
+    "<|jw|>",
+    "<|su|>",
+    "<|yue|>",
+    "<|translate|>",
+    "<|transcribe|>",
+    "<|startoflm|>",
+    "<|startofprev|>",
+    "<|nospeech|>",
+    "<|notimestamps|>"
+  ],
+  "bos_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}
diff --git a/nb-distil-large-init/tokenizer_config.json b/nb-distil-large-init/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c3ee326ba00315a5a59e9ca660a77dbd71502358
--- /dev/null
+++ b/nb-distil-large-init/tokenizer_config.json
@@ -0,0 +1,12997 @@
+{
+  "add_prefix_space": true,
+  "added_tokens_decoder": {
+    "50257": {
+      "content": "<|endoftext|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50258": {
+      "content": "<|startoftranscript|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
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diff --git a/nb-distil-large-init/vocab.json b/nb-distil-large-init/vocab.json
new file mode 100644
index 0000000000000000000000000000000000000000..0f3456460629e21d559c6daa23ab6ce3644e8271
--- /dev/null
+++ b/nb-distil-large-init/vocab.json
@@ -0,0 +1,50259 @@
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+  "<|gl|>": 50319,
+  "<|gu|>": 50333,
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+  "<|ha|>": 50354,
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+  "<|ms|>": 50282,
+  "<|mt|>": 50343,
+  "<|my|>": 50346,
+  "<|ne|>": 50313,
+  "<|nl|>": 50271,
+  "<|nn|>": 50342,
+  "<|nospeech|>": 50363,
+  "<|notimestamps|>": 50364,
+  "<|no|>": 50288,
+  "<|oc|>": 50328,
+  "<|pa|>": 50321,
+  "<|pl|>": 50269,
+  "<|ps|>": 50340,
+  "<|pt|>": 50267,
+  "<|ro|>": 50284,
+  "<|ru|>": 50263,
+  "<|sa|>": 50344,
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+  "<|si|>": 50322,
+  "<|sk|>": 50298,
+  "<|sl|>": 50305,
+  "<|sn|>": 50324,
+  "<|so|>": 50326,
+  "<|sq|>": 50317,
+  "<|sr|>": 50303,
+  "<|startoflm|>": 50361,
+  "<|startofprev|>": 50362,
+  "<|startoftranscript|>": 50258,
+  "<|su|>": 50357,
+  "<|sv|>": 50273,
+  "<|sw|>": 50318,
+  "<|ta|>": 50287,
+  "<|te|>": 50299,
+  "<|tg|>": 50331,
+  "<|th|>": 50289,
+  "<|tk|>": 50341,
+  "<|tl|>": 50348,
+  "<|transcribe|>": 50360,
+  "<|translate|>": 50359,
+  "<|tr|>": 50268,
+  "<|tt|>": 50351,
+  "<|uk|>": 50280,
+  "<|ur|>": 50290,
+  "<|uz|>": 50337,
+  "<|vi|>": 50278,
+  "<|yi|>": 50335,
+  "<|yo|>": 50325,
+  "<|yue|>": 50358,
+  "<|zh|>": 50260
+}
diff --git a/previous-36500-epoch1-wer-15-250/config.json b/previous-36500-epoch1-wer-15-250/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..11a3c996ed4b2141b838bc8a14259dd9c828c68c
--- /dev/null
+++ b/previous-36500-epoch1-wer-15-250/config.json
@@ -0,0 +1,285 @@
+{
+  "_name_or_path": "NbAiLab/nb-whisper-large",
+  "activation_dropout": 0.1,
+  "activation_function": "gelu",
+  "alignment_heads": [
+    [
+      7,
+      0
+    ],
+    [
+      10,
+      17
+    ],
+    [
+      12,
+      18
+    ],
+    [
+      13,
+      12
+    ],
+    [
+      16,
+      1
+    ],
+    [
+      17,
+      14
+    ],
+    [
+      19,
+      11
+    ],
+    [
+      21,
+      4
+    ],
+    [
+      24,
+      1
+    ],
+    [
+      25,
+      6
+    ]
+  ],
+  "apply_spec_augment": false,
+  "architectures": [
+    "WhisperForConditionalGeneration"
+  ],
+  "attention_dropout": 0,
+  "begin_suppress_tokens": null,
+  "bos_token_id": 50257,
+  "classifier_proj_size": 256,
+  "d_model": 1280,
+  "decoder_attention_heads": 20,
+  "decoder_ffn_dim": 5120,
+  "decoder_layerdrop": 0,
+  "decoder_layers": 2,
+  "decoder_start_token_id": 50258,
+  "dropout": 0,
+  "encoder_attention_heads": 20,
+  "encoder_ffn_dim": 5120,
+  "encoder_layerdrop": 0,
+  "encoder_layers": 32,
+  "eos_token_id": 50257,
+  "init_std": 0.02,
+  "is_encoder_decoder": true,
+  "lang_ids": [
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+    50358
+  ],
+  "mask_feature_length": 10,
+  "mask_feature_min_masks": 0,
+  "mask_feature_prob": 0,
+  "mask_time_length": 10,
+  "mask_time_min_masks": 2,
+  "mask_time_prob": 0.05,
+  "max_length": null,
+  "max_source_positions": 1500,
+  "max_target_positions": 448,
+  "median_filter_width": 7,
+  "model_type": "whisper",
+  "num_hidden_layers": 32,
+  "num_mel_bins": 128,
+  "pad_token_id": 50256,
+  "scale_embedding": false,
+  "suppress_ids": [
+    1,
+    2,
+    7,
+    8,
+    9,
+    10,
+    14,
+    25,
+    26,
+    27,
+    28,
+    29,
+    31,
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+    59,
+    60,
+    61,
+    62,
+    63,
+    90,
+    91,
+    92,
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+    359,
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+    12562,
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+    42863,
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+    50254,
+    50258,
+    50359,
+    50360,
+    50361,
+    50362,
+    50363
+  ],
+  "suppress_ids_begin": [
+    220,
+    50257
+  ],
+  "torch_dtype": "float32",
+  "transformers_version": "4.46.2",
+  "use_cache": true,
+  "use_weighted_layer_sum": false,
+  "vocab_size": 51866
+}
diff --git a/previous-36500-epoch1-wer-15-250/generation_config.json b/previous-36500-epoch1-wer-15-250/generation_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3e670ae0d8cc89746f83569027e5297744826c6f
--- /dev/null
+++ b/previous-36500-epoch1-wer-15-250/generation_config.json
@@ -0,0 +1,256 @@
+{
+  "alignment_heads": [
+    [
+      7,
+      0
+    ],
+    [
+      10,
+      17
+    ],
+    [
+      12,
+      18
+    ],
+    [
+      13,
+      12
+    ],
+    [
+      16,
+      1
+    ],
+    [
+      17,
+      14
+    ],
+    [
+      19,
+      11
+    ],
+    [
+      21,
+      4
+    ],
+    [
+      24,
+      1
+    ],
+    [
+      25,
+      6
+    ]
+  ],
+  "begin_suppress_tokens": [
+    220,
+    50257
+  ],
+  "bos_token_id": 50257,
+  "decoder_start_token_id": 50258,
+  "eos_token_id": 50257,
+  "is_multilingual": true,
+  "lang_to_id": {
+    "<|af|>": 50327,
+    "<|am|>": 50334,
+    "<|ar|>": 50272,
+    "<|as|>": 50350,
+    "<|az|>": 50304,
+    "<|ba|>": 50355,
+    "<|be|>": 50330,
+    "<|bg|>": 50292,
+    "<|bn|>": 50302,
+    "<|bo|>": 50347,
+    "<|br|>": 50309,
+    "<|bs|>": 50315,
+    "<|ca|>": 50270,
+    "<|cs|>": 50283,
+    "<|cy|>": 50297,
+    "<|da|>": 50285,
+    "<|de|>": 50261,
+    "<|el|>": 50281,
+    "<|en|>": 50259,
+    "<|es|>": 50262,
+    "<|et|>": 50307,
+    "<|eu|>": 50310,
+    "<|fa|>": 50300,
+    "<|fi|>": 50277,
+    "<|fo|>": 50338,
+    "<|fr|>": 50265,
+    "<|gl|>": 50319,
+    "<|gu|>": 50333,
+    "<|haw|>": 50352,
+    "<|ha|>": 50354,
+    "<|he|>": 50279,
+    "<|hi|>": 50276,
+    "<|hr|>": 50291,
+    "<|ht|>": 50339,
+    "<|hu|>": 50286,
+    "<|hy|>": 50312,
+    "<|id|>": 50275,
+    "<|is|>": 50311,
+    "<|it|>": 50274,
+    "<|ja|>": 50266,
+    "<|jw|>": 50356,
+    "<|ka|>": 50329,
+    "<|kk|>": 50316,
+    "<|km|>": 50323,
+    "<|kn|>": 50306,
+    "<|ko|>": 50264,
+    "<|la|>": 50294,
+    "<|lb|>": 50345,
+    "<|ln|>": 50353,
+    "<|lo|>": 50336,
+    "<|lt|>": 50293,
+    "<|lv|>": 50301,
+    "<|mg|>": 50349,
+    "<|mi|>": 50295,
+    "<|mk|>": 50308,
+    "<|ml|>": 50296,
+    "<|mn|>": 50314,
+    "<|mr|>": 50320,
+    "<|ms|>": 50282,
+    "<|mt|>": 50343,
+    "<|my|>": 50346,
+    "<|ne|>": 50313,
+    "<|nl|>": 50271,
+    "<|nn|>": 50342,
+    "<|no|>": 50288,
+    "<|oc|>": 50328,
+    "<|pa|>": 50321,
+    "<|pl|>": 50269,
+    "<|ps|>": 50340,
+    "<|pt|>": 50267,
+    "<|ro|>": 50284,
+    "<|ru|>": 50263,
+    "<|sa|>": 50344,
+    "<|sd|>": 50332,
+    "<|si|>": 50322,
+    "<|sk|>": 50298,
+    "<|sl|>": 50305,
+    "<|sn|>": 50324,
+    "<|so|>": 50326,
+    "<|sq|>": 50317,
+    "<|sr|>": 50303,
+    "<|su|>": 50357,
+    "<|sv|>": 50273,
+    "<|sw|>": 50318,
+    "<|ta|>": 50287,
+    "<|te|>": 50299,
+    "<|tg|>": 50331,
+    "<|th|>": 50289,
+    "<|tk|>": 50341,
+    "<|tl|>": 50348,
+    "<|tr|>": 50268,
+    "<|tt|>": 50351,
+    "<|uk|>": 50280,
+    "<|ur|>": 50290,
+    "<|uz|>": 50337,
+    "<|vi|>": 50278,
+    "<|yi|>": 50335,
+    "<|yo|>": 50325,
+    "<|yue|>": 50358,
+    "<|zh|>": 50260
+  },
+  "language": "no",
+  "max_initial_timestamp_index": 1,
+  "max_length": 448,
+  "no_timestamps_token_id": 50364,
+  "pad_token_id": 50257,
+  "return_timestamps": false,
+  "suppress_tokens": [
+    1,
+    2,
+    7,
+    8,
+    9,
+    10,
+    14,
+    25,
+    26,
+    27,
+    28,
+    29,
+    31,
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+    59,
+    60,
+    61,
+    62,
+    63,
+    90,
+    91,
+    92,
+    93,
+    359,
+    503,
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+    20075,
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+    22520,
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+    50254,
+    50258,
+    50359,
+    50360,
+    50361,
+    50362,
+    50363
+  ],
+  "task": "transcribe",
+  "task_to_id": {
+    "transcribe": 50360,
+    "translate": 50359
+  },
+  "transformers_version": "4.46.2"
+}
diff --git a/previous-36500-epoch1-wer-15-250/merges.txt b/previous-36500-epoch1-wer-15-250/merges.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6038932a2a1f09a66991b1c2adae0d14066fa29e
--- /dev/null
+++ b/previous-36500-epoch1-wer-15-250/merges.txt
@@ -0,0 +1,50001 @@
+#version: 0.2
+Ġ t
+Ġ a
+Ġt h
+i n
+e r
+Ġ w
+Ġ s
+o u
+Ġth e
+r e
+o n
+a t
+e n
+Ġ c
+i t
+i s
+Ġ b
+n d
+Ġ d
+Ġ m
+Ġ h
+Ġ o
+in g
+e s
+Ġ p
+Ġt o
+a n
+Ġ f
+o r
+l l
+Ġ I
+Ġ l
+Ġ y
+a r
+Ġ g
+Ġy ou
+e d
+Ġa nd
+Ġ in
+Ġo f
+a s
+Ġ n
+o m
+i c
+Ġth at
+u s
+e t
+v e
+a l
+o w
+l e
+Ġ is
+Ġ e
+Ġ it
+o t
+' s
+Ġb e
+i on
+Ġ T
+Ġw h
+Ġ A
+en t
+Ġ S
+Ġ re
+a y
+Ġw e
+Ġ on
+er e
+Ġh a
+u t
+a c
+i d
+i g
+o s
+k e
+v er
+i m
+Ġ Ð
+ĠT h
+a m
+a ll
+Ġf or
+e l
+c h
+r o
+Ġth is
+Ġs t
+Ġ W
+Ġ u
+a d
+ou t
+i r
+l d
+c t
+Ġ k
+i f
+Ġg o
+. .
+Ð ¾
+it h
+l y
+h t
+q u
+Ġ -
+Ġd o
+Ġ j
+Ġha ve
+Ġ B
+Ġa n
+Ġw ith
+Ġa re
+Ġ r
+Ġd e
+Ġs e
+Ġs o
+Ġ v
+s t
+i ll
+u r
+Ġl i
+Ġ M
+es t
+o d
+all y
+' t
+us t
+Ġa s
+Ġ C
+c e
+Ġm e
+Ð °
+Ð µ
+i l
+Ġ H
+Ġw as
+t er
+t h
+Ġc an
+an t
+Ġc om
+ou r
+ig ht
+Ġ Y
+at ion
+ĠA nd
+o l
+Ġs h
+Ñ Ĥ
+o p
+s e
+Ġn ot
+ĠS o
+Ġn e
+u n
+Ġa b
+Ġli ke
+Ġa t
+Ġ D
+i e
+Ġh e
+Ġc on
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+Ġo r
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+Ġ O
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+r a
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+Ġ N
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+' re
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+Ġl o
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+o k
+Ġe x
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+Ġth ere
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+Ġkn ow
+Ġs u
+Ġ G
+Ñ ģ
+Ġ E
+Ġm a
+о Ð
+Ġ en
+Ġab out
+ĠI t
+is t
+Ġw or
+r i
+in d
+Ġon e
+at e
+a nd
+in k
+Ġl e
+or t
+' m
+Ġ F
+ic h
+Ñ Ģ
+id e
+Ġg et
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+.. .
+Ġw ill
+ã ģ
+i ve
+Ð ½
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+a in
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+re s
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+Ġ R
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+os e
+Ġ [
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+Ġm ore
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+on e
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+а Ð
+Ġthe n
+Ġth ing
+Ġthe m
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+ou nd
+os t
+on g
+e ct
+Ġr ight
+a g
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+p l
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+Ġwh o
+Ġ 2
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+Ġh ow
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+Ġf e
+n t
+oug h
+Ġp r
+ĠB ut
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+Ñ ĥ
+Ġn ow
+Ġm an
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+Ġwor k
+i z
+Ġ K
+i v
+it t
+Ġa r
+e p
+Ġc l
+Ġwh ich
+Ġc o
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+Ġs a
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+' ll
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+Ġa ct
+Ġy e
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+ac h
+a ge
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+        "åħ¥"
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+        "Ġconteú",
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+        "łë"
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+        "y"
+      ],
+      [
+        "Ġзна",
+        "ÑĤÑĮ"
+      ],
+      [
+        "Ġвид",
+        "ели"
+      ],
+      [
+        "Ġexclud",
+        "ing"
+      ],
+      [
+        "de",
+        "ath"
+      ],
+      [
+        "Ġb",
+        "erm"
+      ],
+      [
+        "Ġsopr",
+        "attutto"
+      ],
+      [
+        "Ġdeb",
+        "ido"
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+      [
+        "ĠZ",
+        "ig"
+      ],
+      [
+        "ĠO",
+        "v"
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+      [
+        "ĠKE",
+        "VIN"
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+      [
+        "ĠP",
+        "ale"
+      ],
+      [
+        "ĠM",
+        "ire"
+      ],
+      [
+        "Ġand",
+        "ar"
+      ],
+      [
+        "inc",
+        "luding"
+      ],
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+        "Ġsw",
+        "apped"
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+      [
+        "Ġmiscon",
+        "ceptions"
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+      [
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+        "ong"
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+      [
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+        "al"
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+        "ags"
+      ],
+      [
+        "or",
+        "it"
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+        "ais"
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+      [
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+        "а"
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+        "res"
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+        "PS"
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+      [
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+        "4"
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+      [
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+        "g"
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+      [
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+        "ée"
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+        "Ġow",
+        "es"
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+      [
+        "Ġes",
+        "imerk"
+      ],
+      [
+        "ĠU",
+        "H"
+      ],
+      [
+        "Ġirrit",
+        "ation"
+      ],
+      [
+        "Ġg",
+        "iggles"
+      ],
+      [
+        "Ġcolonial",
+        "ism"
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+      [
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+        "iss"
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+      [
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+        "ings"
+      ],
+      [
+        "Ġreun",
+        "ited"
+      ],
+      [
+        "ĠPs",
+        "aki"
+      ],
+      [
+        "w",
+        "ach"
+      ],
+      [
+        "Ġcl",
+        "iffs"
+      ],
+      [
+        "ĠFal",
+        "se"
+      ],
+      [
+        "ä",
+        "g"
+      ],
+      [
+        "p",
+        "ipe"
+      ],
+      [
+        "Ġwh",
+        "opping"
+      ],
+      [
+        "Ġmering",
+        "ue"
+      ],
+      [
+        "Ġb",
+        "ung"
+      ],
+      [
+        "indust",
+        "rie"
+      ],
+      [
+        "Ġle",
+        "che"
+      ],
+      [
+        "ĠL",
+        "oy"
+      ],
+      [
+        "Ġdr",
+        "ie"
+      ],
+      [
+        "Ġpass",
+        "at"
+      ],
+      [
+        "Ġo",
+        "leh"
+      ],
+      [
+        "Ġcé",
+        "u"
+      ],
+      [
+        "ĠGab",
+        "rie"
+      ],
+      [
+        "Ġreef",
+        "s"
+      ],
+      [
+        "Ġbom",
+        "bers"
+      ],
+      [
+        "Ġepisód",
+        "io"
+      ],
+      [
+        "ĠR",
+        "ug"
+      ],
+      [
+        "ĠPr",
+        "ose"
+      ],
+      [
+        "on",
+        "os"
+      ],
+      [
+        "Ġob",
+        "ese"
+      ],
+      [
+        "Ġgo",
+        "og"
+      ],
+      [
+        "Ġpi",
+        "ace"
+      ],
+      [
+        "flan",
+        "zen"
+      ],
+      [
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+        "Ł"
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+      [
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+        "aps"
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+      [
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+      [
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+        "ãģ¹"
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+      [
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+      ],
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+        "ê·¸ë",
+        "ŀ¨"
+      ],
+      [
+        "è²",
+        "»"
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+      [
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+        "athan"
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+      [
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+        "ł¤"
+      ],
+      [
+        "ĠÑĤ",
+        "ай"
+      ],
+      [
+        "ĠNF",
+        "T"
+      ],
+      [
+        "Ġsne",
+        "eze"
+      ],
+      [
+        "Ġshr",
+        "oud"
+      ],
+      [
+        "i",
+        "é"
+      ],
+      [
+        "Ġver",
+        "amente"
+      ],
+      [
+        "Ġcas",
+        "cade"
+      ],
+      [
+        "ĠO",
+        "ok"
+      ],
+      [
+        "ìĹĨ",
+        "ìĿ´"
+      ],
+      [
+        "Ġinf",
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+      ],
+      [
+        "f",
+        "ps"
+      ],
+      [
+        "cent",
+        "er"
+      ],
+      [
+        "Ġgrapp",
+        "ling"
+      ],
+      [
+        "ĠWohn",
+        "ung"
+      ],
+      [
+        "ĠT",
+        "umb"
+      ],
+      [
+        "ĠIm",
+        "ma"
+      ],
+      [
+        "ĠDu",
+        "ygusal"
+      ],
+      [
+        "ен",
+        "ÑĤи"
+      ],
+      [
+        "Ġstewards",
+        "hip"
+      ],
+      [
+        "Ġhar",
+        "p"
+      ],
+      [
+        "Ġendors",
+        "ed"
+      ],
+      [
+        "ıl",
+        "an"
+      ],
+      [
+        "Ġод",
+        "ним"
+      ],
+      [
+        "Ġcompet",
+        "ency"
+      ],
+      [
+        "Ġb",
+        "ert"
+      ],
+      [
+        "ĠT",
+        "ales"
+      ],
+      [
+        "Ġr",
+        "he"
+      ],
+      [
+        "Ġoh",
+        "h"
+      ],
+      [
+        "Ġê°Ħ",
+        "ëĭ¨"
+      ],
+      [
+        "Ġm",
+        "RNA"
+      ],
+      [
+        "Ġgang",
+        "ster"
+      ],
+      [
+        "ĠRun",
+        "ner"
+      ],
+      [
+        "ен",
+        "нÑĭм"
+      ],
+      [
+        "ph",
+        "oria"
+      ],
+      [
+        "ĠwÅĤaÅĽci",
+        "wie"
+      ],
+      [
+        "Ġqu",
+        "arto"
+      ],
+      [
+        "Ġorgan",
+        "ise"
+      ],
+      [
+        "ĠV",
+        "et"
+      ],
+      [
+        "P",
+        "ad"
+      ],
+      [
+        "ĠÙħ",
+        "Ø«"
+      ],
+      [
+        "Ġst",
+        "inks"
+      ],
+      [
+        "ĠD",
+        "ul"
+      ],
+      [
+        "u",
+        "em"
+      ],
+      [
+        "is",
+        "iej"
+      ],
+      [
+        "T",
+        "op"
+      ],
+      [
+        "Ġt",
+        "ussen"
+      ],
+      [
+        "ĠE",
+        "fendimiz"
+      ],
+      [
+        "ĠB",
+        "oule"
+      ],
+      [
+        "ĠSlo",
+        "ven"
+      ],
+      [
+        "ĠL",
+        "ö"
+      ],
+      [
+        "Ñij",
+        "з"
+      ],
+      [
+        "ÑĢи",
+        "п"
+      ],
+      [
+        "ca",
+        "ve"
+      ],
+      [
+        "Ġbo",
+        "î"
+      ],
+      [
+        "Ġapolog",
+        "ise"
+      ],
+      [
+        "ĠMar",
+        "ly"
+      ],
+      [
+        "ĠEx",
+        "port"
+      ],
+      [
+        "ĠCait",
+        "lin"
+      ],
+      [
+        "Ġtav",
+        "alla"
+      ],
+      [
+        "Ġent",
+        "ails"
+      ],
+      [
+        "Ġbr",
+        "om"
+      ],
+      [
+        "ĠCop",
+        "enh"
+      ],
+      [
+        "Ġwal",
+        "nut"
+      ],
+      [
+        "Ġins",
+        "ists"
+      ],
+      [
+        "Ġcu",
+        "á»Ļc"
+      ],
+      [
+        "ĠQ",
+        "uit"
+      ],
+      [
+        "ĠDev",
+        "ice"
+      ],
+      [
+        "×Ĵ",
+        "×Ŀ"
+      ],
+      [
+        "ĠD",
+        "OT"
+      ],
+      [
+        "Ġveloc",
+        "idad"
+      ],
+      [
+        "L",
+        "IE"
+      ],
+      [
+        "C",
+        "ool"
+      ],
+      [
+        "Ġsan",
+        "itation"
+      ],
+      [
+        "Ġol",
+        "ho"
+      ],
+      [
+        "ĠE",
+        "B"
+      ],
+      [
+        "ĠíĻķ",
+        "ìĭ¤íŀĪ"
+      ],
+      [
+        "ĠÐľ",
+        "иÑħ"
+      ],
+      [
+        "Ġz",
+        "uk"
+      ],
+      [
+        "Ġsurn",
+        "ame"
+      ],
+      [
+        "ĠSch",
+        "uld"
+      ],
+      [
+        "ru",
+        "ff"
+      ],
+      [
+        "c",
+        "ultural"
+      ],
+      [
+        "ĠÑģÑĤ",
+        "олÑĮко"
+      ],
+      [
+        "æĻļ",
+        "ä¸Ĭ"
+      ],
+      [
+        "Įë",
+        "į°"
+      ],
+      [
+        "Ġtor",
+        "to"
+      ],
+      [
+        "Ġback",
+        "ups"
+      ],
+      [
+        "ÑĢи",
+        "й"
+      ],
+      [
+        "re",
+        "lax"
+      ],
+      [
+        "Ġsyner",
+        "gy"
+      ],
+      [
+        "Ġbuff",
+        "s"
+      ],
+      [
+        "Ġap",
+        "o"
+      ],
+      [
+        "ĠWell",
+        "ness"
+      ],
+      [
+        "round",
+        "ed"
+      ],
+      [
+        "Ġunivers",
+        "es"
+      ],
+      [
+        "Ġf",
+        "era"
+      ],
+      [
+        "Ġstand",
+        "by"
+      ],
+      [
+        "ĠSil",
+        "va"
+      ],
+      [
+        "ĠJ",
+        "I"
+      ],
+      [
+        "ens",
+        "ored"
+      ],
+      [
+        "ĠìĹĨ",
+        "ëĭ¤"
+      ],
+      [
+        "ĠÐIJ",
+        "в"
+      ],
+      [
+        "ĠоÑĤ",
+        "дел"
+      ],
+      [
+        "Ġf",
+        "ø"
+      ],
+      [
+        "ĠRoc",
+        "kef"
+      ],
+      [
+        "ĠComp",
+        "ass"
+      ],
+      [
+        "ĠBe",
+        "ars"
+      ],
+      [
+        "Ġ",
+        "ä¸įè¦ģ"
+      ],
+      [
+        "T",
+        "urn"
+      ],
+      [
+        "Ġth",
+        "á»±c"
+      ],
+      [
+        "Ġposs",
+        "ibile"
+      ],
+      [
+        "Ġest",
+        "em"
+      ],
+      [
+        "ĠCroat",
+        "ia"
+      ],
+      [
+        "Ġtät",
+        "ä"
+      ],
+      [
+        "ĠC",
+        "AL"
+      ],
+      [
+        "à¹Ģà¸",
+        "ŀ"
+      ],
+      [
+        "ĠÑģÑĤ",
+        "ÑĢаÑħ"
+      ],
+      [
+        "Ġsal",
+        "ts"
+      ],
+      [
+        "Ġminimal",
+        "ist"
+      ],
+      [
+        "Ġincorpor",
+        "ates"
+      ],
+      [
+        "ĠÙĨÛģ",
+        "ÛĮÚº"
+      ],
+      [
+        "aca",
+        "o"
+      ],
+      [
+        "Ġsl",
+        "ammed"
+      ],
+      [
+        "Ġcam",
+        "a"
+      ],
+      [
+        "T",
+        "ext"
+      ],
+      [
+        "!!!!",
+        "!!"
+      ],
+      [
+        "Ġalc",
+        "anz"
+      ],
+      [
+        "é",
+        "ma"
+      ],
+      [
+        "Ġinc",
+        "ense"
+      ],
+      [
+        "Ġhard",
+        "en"
+      ],
+      [
+        "Ġgrant",
+        "ing"
+      ],
+      [
+        "ĠN",
+        "ai"
+      ],
+      [
+        "ĠFir",
+        "ma"
+      ],
+      [
+        "Ġhyp",
+        "oc"
+      ],
+      [
+        "j",
+        "ob"
+      ],
+      [
+        "ĠR",
+        "H"
+      ],
+      [
+        "z",
+        "ur"
+      ],
+      [
+        "ил",
+        "Ñı"
+      ],
+      [
+        "ĠÅ",
+        "º"
+      ],
+      [
+        "Ġda",
+        "res"
+      ],
+      [
+        "an",
+        "h"
+      ],
+      [
+        "Ġë§Į",
+        "íģ¼"
+      ],
+      [
+        "Ġcuest",
+        "ión"
+      ],
+      [
+        "ĠL",
+        "ima"
+      ],
+      [
+        "æĻ",
+        "¯"
+      ],
+      [
+        "Ġass",
+        "unto"
+      ],
+      [
+        "ĠIP",
+        "O"
+      ],
+      [
+        "ĠBeng",
+        "al"
+      ],
+      [
+        "ĠB",
+        "ier"
+      ],
+      [
+        "Ġpsy",
+        "che"
+      ],
+      [
+        "Ġacqu",
+        "ainted"
+      ],
+      [
+        "ĠG",
+        "ün"
+      ],
+      [
+        "оз",
+        "и"
+      ],
+      [
+        "ÅĽci",
+        "Äħ"
+      ],
+      [
+        "A",
+        "G"
+      ],
+      [
+        "Ġmalf",
+        "unction"
+      ],
+      [
+        "Ġastero",
+        "ids"
+      ],
+      [
+        "ire",
+        "z"
+      ],
+      [
+        "am",
+        "orph"
+      ],
+      [
+        "ĠÑģоÑĤ",
+        "ÑĢÑĥд"
+      ],
+      [
+        "Ġfresh",
+        "water"
+      ],
+      [
+        "Ġar",
+        "ran"
+      ],
+      [
+        "ĠпÑĢ",
+        "Ñĭ"
+      ],
+      [
+        "н",
+        "ог"
+      ],
+      [
+        "Ġdiab",
+        "etic"
+      ],
+      [
+        "ĠÙĤ",
+        "اÙĦ"
+      ],
+      [
+        "Ġopp",
+        "ress"
+      ],
+      [
+        "Ġcapacit",
+        "ance"
+      ],
+      [
+        "perform",
+        "ance"
+      ],
+      [
+        "cr",
+        "ates"
+      ],
+      [
+        "Ġapost",
+        "le"
+      ],
+      [
+        "ĠJ",
+        "EN"
+      ],
+      [
+        "OU",
+        "LD"
+      ],
+      [
+        "Int",
+        "ro"
+      ],
+      [
+        "Ġstall",
+        "s"
+      ],
+      [
+        "ĠAB",
+        "OUT"
+      ],
+      [
+        "ctic",
+        "amente"
+      ],
+      [
+        "Ġdil",
+        "igent"
+      ],
+      [
+        "Ġmanif",
+        "ests"
+      ],
+      [
+        "ĠPak",
+        "istani"
+      ],
+      [
+        "Ġ(",
+        "'"
+      ],
+      [
+        "åľ",
+        "º"
+      ]
+    ]
+  }
+}
\ No newline at end of file
diff --git a/previous-36500-epoch1-wer-15-250/tokenizer_config.json b/previous-36500-epoch1-wer-15-250/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b1652b4d3ffd54b35a070377addda8fd13ddc98a
--- /dev/null
+++ b/previous-36500-epoch1-wer-15-250/tokenizer_config.json
@@ -0,0 +1,12998 @@
+{
+  "add_prefix_space": true,
+  "added_tokens_decoder": {
+    "50257": {
+      "content": "<|endoftext|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50258": {
+      "content": "<|startoftranscript|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50259": {
+      "content": "<|en|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50260": {
+      "content": "<|zh|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50261": {
+      "content": "<|de|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50262": {
+      "content": "<|es|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50263": {
+      "content": "<|ru|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50264": {
+      "content": "<|ko|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50265": {
+      "content": "<|fr|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50266": {
+      "content": "<|ja|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50267": {
+      "content": "<|pt|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50268": {
+      "content": "<|tr|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50269": {
+      "content": "<|pl|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50270": {
+      "content": "<|ca|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50271": {
+      "content": "<|nl|>",
+      "lstrip": false,
+      "normalized": false,
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\ No newline at end of file
diff --git a/run_distillation.py b/run_distillation.py
new file mode 100644
index 0000000000000000000000000000000000000000..5b92a487c382b9f9685d7a742739182359f2a547
--- /dev/null
+++ b/run_distillation.py
@@ -0,0 +1,1827 @@
+#!/usr/bin/env python
+# coding=utf-8
+# Copyright 2023 The HuggingFace Inc. team. All rights reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""
+Training the Whisper model for sequence to sequence speech recognition via teacher-student distillation.
+"""
+# You can also adapt this script for your own distillation tasks. Pointers for this are left as comments.
+
+import logging
+import os
+import re
+import shutil
+import sys
+import time
+from dataclasses import dataclass, field
+from functools import partial
+from pathlib import Path
+from typing import Any, Dict, List, Optional, Union
+
+import datasets
+import evaluate
+import numpy as np
+import torch
+import torch.nn as nn
+import transformers
+from accelerate import Accelerator
+from accelerate.logging import get_logger
+from accelerate.utils import set_seed
+from datasets import (
+    DatasetDict,
+    IterableDataset,
+    IterableDatasetDict,
+    concatenate_datasets,
+    interleave_datasets,
+    load_dataset,
+)
+from huggingface_hub import create_repo, get_full_repo_name, upload_folder
+from torch.utils.data import DataLoader
+from tqdm import tqdm
+from transformers import (
+    AddedToken,
+    HfArgumentParser,
+    Seq2SeqTrainingArguments,
+    WhisperConfig,
+    WhisperFeatureExtractor,
+    WhisperForConditionalGeneration,
+    WhisperProcessor,
+    WhisperTokenizerFast,
+    get_scheduler
+)
+from transformers.modeling_outputs import BaseModelOutput
+from transformers.models.whisper.english_normalizer import BasicTextNormalizer, EnglishTextNormalizer
+from transformers.utils import check_min_version
+from transformers.utils.versions import require_version
+
+
+# Will error if the minimal version of Transformers is not installed. Remove at your own risks.
+check_min_version("4.34.0.dev0")
+
+require_version("datasets>=2.14.6", "To fix: `pip install --upgrade datasets`")
+
+logger = get_logger(__name__)
+
+
+@dataclass
+class ModelArguments:
+    """
+    Arguments pertaining to which model/config/tokenizer we are going to distill from.
+    """
+
+    model_name_or_path: str = field(
+        metadata={"help": "Path to pretrained Whisper model or model identifier from huggingface.co/models"}
+    )
+    teacher_model_name_or_path: str = field(
+        metadata={"help": "Path to pretrained teacher model or model identifier from huggingface.co/models"}
+    )
+    config_name: Optional[str] = field(
+        default=None,
+        metadata={"help": "Pretrained config name or path if not the same as model_name"},
+    )
+    tokenizer_name: Optional[str] = field(
+        default=None,
+        metadata={"help": "Pretrained tokenizer name or path if not the same as model_name"},
+    )
+    feature_extractor_name: Optional[str] = field(
+        default=None,
+        metadata={"help": "feature extractor name or path if not the same as model_name"},
+    )
+    cache_dir: Optional[str] = field(
+        default=None,
+        metadata={"help": "Where to store the pretrained models downloaded from huggingface.co"},
+    )
+    use_fast_tokenizer: bool = field(
+        default=True,
+        metadata={"help": "Whether to use one of the fast tokenizer (backed by the tokenizers library) or not."},
+    )
+    model_revision: str = field(
+        default="main",
+        metadata={"help": "The specific model version to use (can be a branch name, tag name or commit id)."},
+    )
+    subfolder: str = field(
+        default="",
+        metadata={
+            "help": "In case the relevant files are located inside a subfolder of the model repo on huggingface.co, you can"
+            "specify the folder name here."
+        },
+    )
+    token: str = field(
+        default=None,
+        metadata={
+            "help": (
+                "The token to use as HTTP bearer authorization for remote files. If not specified, will use the token "
+                "generated when running `huggingface-cli login` (stored in `~/.huggingface`)."
+            )
+        },
+    )
+    attn_implementation: Optional[str] = field(
+        default=None,
+        metadata={
+            "help": (
+                "Which attention implementation to use in the encoder and decoder attention layers. Can be one of:\n"
+                "1. `eager` or `None`: default Transformers attention implementation.\n"
+                "2. `sdpa`: Flash Attention through PyTorch SDPA. Requires `torch>=2.1`. Recommended for hardware where Flash Attention 2 is not supported, e.g. Turing GPUs, (T4, RTX 2080).\n"
+                "3. `flash_attn_2`: Flash Attention 2 through the Flash Attention package https://github.com/Dao-AILab/flash-attention. **Always** recommended on supported hardware (Ampere, Ada, or Hopper GPUs, e.g., A100, RTX 3090, RTX 4090, H100)."
+            )
+        },
+    )
+
+    def __post_init__(self):
+        if self.attn_implementation not in [None, "eager", "sdpa", "flash_attention_2"]:
+            raise ValueError(
+                f"Got `--attn_implementation={self.attn_implementation}`, which is an invalid attention type. Should be one of:\n"
+                "1. `eager` or `None`: default Transformers attention implementation.\n"
+                "2. `sdpa`: Flash Attention through PyTorch SDPA. Requires `torch>=2.1`. Recommended for hardware where Flash Attention 2 is not supported, e.g. Turing GPUs, (T4, RTX 2080).\n"
+                "3. `flash_attn_2`: Flash Attention 2 through the Flash Attention package https://github.com/Dao-AILab/flash-attention. **Always** recommended on supported hardware (Ampere, Ada, or Hopper GPUs, e.g., A100, RTX 3090, RTX 4090, H100)."
+            )
+
+
+@dataclass
+class DataTrainingArguments:
+    """
+    Arguments pertaining to what data we are going to input our model for training and eval.
+    """
+
+    train_dataset_name: str = field(
+        default=None,
+        metadata={
+            "help": "The name of the training dataset to use (via the datasets library). Load and combine "
+            "multiple datasets by separating dataset ids by a '+' symbol. For example, to load LibriSpeech "
+            "and Common Voice, set `train_dataset_name='librispeech_asr+common_voice'`."
+        },
+    )
+    train_dataset_config_name: Optional[str] = field(
+        default=None,
+        metadata={
+            "help": "The configuration name of the training dataset to use (via the datasets library). Load and combine "
+            "multiple datasets by separating dataset configs by a '+' symbol. Note that the order of the configs should "
+            "match the order of the datasets."
+        },
+    )
+    train_dataset_samples: str = field(
+        default=None,
+        metadata={
+            "help": "Number of samples in each dataset when loading multiple datasets with streaming mode. "
+            "Not required when using one dataset or non-streaming mode. The sample values provide the sampling "
+            "probability for each dataset. Setting them equal to the number of sample values ensures that every "
+            "sample from every dataset is used once per epoch."
+        },
+    )
+    eval_dataset_name: str = field(
+        default=None,
+        metadata={
+            "help": "The name of the evaluation dataset to use (via the datasets library). Defaults to the training "
+            "dataset name if unspecified. Load multiple evaluation datasets by separating dataset "
+            "ids by a '+' symbol."
+        },
+    )
+    eval_dataset_config_name: Optional[str] = field(
+        default=None,
+        metadata={
+            "help": "The configuration name of the evaluation dataset to use (via the datasets library). Defaults to the "
+            "training dataset config name if unspecified."
+        },
+    )
+    dataset_cache_dir: Optional[str] = field(
+        default=None,
+        metadata={"help": "Path to cache directory for saving and loading datasets"},
+    )
+    overwrite_cache: bool = field(
+        default=False,
+        metadata={"help": "Overwrite the cached training and evaluation sets"},
+    )
+    preprocessing_num_workers: Optional[int] = field(
+        default=None,
+        metadata={"help": "The number of processes to use for the preprocessing if using non-streaming mode."},
+    )
+    preprocessing_batch_size: Optional[int] = field(
+        default=256,
+        metadata={"help": "Number of examples per batch provided to the `prepare_dataset` function."},
+    )
+    max_train_samples: Optional[int] = field(
+        default=None,
+        metadata={
+            "help": (
+                "For debugging purposes or quicker training, truncate the number of training examples to this value if set."
+            )
+        },
+    )
+    max_eval_samples: Optional[int] = field(
+        default=None,
+        metadata={
+            "help": (
+                "For debugging purposes or quicker training, truncate the number of evaluation examples to this value if set."
+            )
+        },
+    )
+    audio_column_name: str = field(
+        default="audio",
+        metadata={"help": "The name of the dataset column containing the audio data. Defaults to 'audio'"},
+    )
+    text_column_name: str = field(
+        default=None,
+        metadata={"help": "The name of the dataset column containing the text data in the training set."},
+    )
+    eval_text_column_name: str = field(
+        default="text",
+        metadata={"help": ("The name of the dataset column containing the text data in the evaluation set.")},
+    )
+    max_duration_in_seconds: float = field(
+        default=30.0,
+        metadata={"help": "Filter audio files that are longer than `max_duration_in_seconds` seconds"},
+    )
+    min_duration_in_seconds: float = field(
+        default=0.0,
+        metadata={"help": "Filter audio files that are shorter than `min_duration_in_seconds` seconds"},
+    )
+    max_label_length: int = field(
+        default=448,
+        metadata={"help": "Truncate transcriptions that are longer `max_label_length` tokens."},
+    )
+    pad_target_to_multiple_of: Optional[int] = field(
+        default=None,
+        metadata={
+            "help": (
+                "If set will pad the target sequence to a multiple of the provided"
+                " value. This is important to avoid triggering recompilations on TPU."
+                " If unspecified, will default to padding the targets to max length."
+            )
+        },
+    )
+    preprocessing_only: bool = field(
+        default=False,
+        metadata={
+            "help": (
+                "Whether to only do data preprocessing and skip training. This is"
+                " especially useful when data preprocessing errors out in distributed"
+                " training due to timeout. In this case, one should run the"
+                " preprocessing in a non-distributed setup with"
+                " `preprocessing_only=True` so that the cached datasets can"
+                " consequently be loaded in distributed training"
+            )
+        },
+    )
+    train_split_name: str = field(
+        default="train",
+        metadata={
+            "help": "The name of the training data set split to use (via the datasets library). Defaults to 'train'"
+        },
+    )
+    eval_split_name: str = field(
+        default="validation",
+        metadata={
+            "help": (
+                "The name of the evaluation data set split to use (via the datasets library). Defaults to 'validation'"
+            )
+        },
+    )
+    streaming: bool = field(
+        default=True,
+        metadata={"help": "Whether to use Datasets' streaming mode to load and pre-process the data."},
+    )
+    wer_threshold: float = field(
+        default=None,
+        metadata={
+            "help": "Filter training data with Whisper transcriptions that have greater than `wer_threshold` "
+            "WER with the normalised transcriptions. This only takes effect if training on pseudo-labels targets."
+            "If `--use_pseudo_labels=False`, then no WER filtering is performed, since we train directly on the text"
+            "transcriptions."
+        },
+    )
+    use_pseudo_labels: bool = field(
+        default=True,
+        metadata={
+            "help": "Whether or not to use pseudo-label transcriptions as the targets. If True, the pseudo-labels "
+            "must be in the dataset column `whisper_transcript` from the previous pseudo-labelling step. This is "
+            "not currently yet configurable."
+        },
+    )
+    timestamp_probability: float = field(
+        default=0.2, metadata={"help": "Probability for training on timestamped tokens if the data contains it."}
+    )
+    condition_on_prev_probability: float = field(
+        default=0.2, metadata={"help": "Probability for conditioning on the previous text example."}
+    )
+    return_timestamps: bool = field(
+        default=False, metadata={"help": "Whether or not to predict timestamps in the generation step."}
+    )
+    language: str = field(
+        default=None,
+        metadata={
+            "help": (
+                "Language for multilingual distillation. This argument should be set for multilingual distillation "
+                "only. For English speech recognition, it should be left as `None`."
+            )
+        },
+    )
+    task: str = field(
+        default="transcribe",
+        metadata={
+            "help": "Task, either `transcribe` for speech recognition or `translate` for speech translation."
+            "This argument should be set for multilingual distillation only. For English speech recognition, it should be left as `None`."
+        },
+    )
+    wandb_project: str = field(
+        default="distil-whisper",
+        metadata={"help": "The name of the wandb project."},
+    )
+    wandb_name: str = field(
+        default=None,
+        metadata={"help": "The name of the wandb run."},
+    )
+    wandb_dir: str = field(
+        default="./wandb",
+        metadata={"help": "The dir where wandb metadata will be stored."},
+    )
+
+
+@dataclass
+class DistillationTrainingArguments(Seq2SeqTrainingArguments):
+    freeze_encoder: Optional[bool] = field(
+        default=False,
+        metadata={
+            "help": (
+                "Whether to freeze the entire encoder model. Only recommended when the entire encoder has been "
+                "copied from the teacher model."
+            )
+        },
+    )
+    freeze_decoder: Optional[bool] = field(
+        default=False,
+        metadata={
+            "help": (
+                "Whether to freeze the entire decoder model. Note that the decoder input embeddings are **not** frozen, since they are tied to the LM head."
+            )
+        },
+    )
+    freeze_embed_positions: Optional[bool] = field(
+        default=False,
+        metadata={"help": "Whether to freeze the decoder embedding positions."},
+    )
+    temperature: Optional[float] = field(
+        default=2.0, metadata={"help": "Temperature to anneal the logits when computing the softmax."}
+    )
+    kl_weight: Optional[float] = field(
+        default=1.0,
+        metadata={
+            "help": (
+                "Weighting assigned to the MSE loss in the KD formulation. MSE loss is "
+                "computed between the teacher-student hidden states and attentions."
+            )
+        },
+    )
+    dtype: Optional[str] = field(
+        default="float32",
+        metadata={
+            "help": (
+                "The data type (dtype) in which to run training. One of `float32` (full-precision), "
+                "`float16` or `bfloat16` (both half-precision)."
+            )
+        },
+    )
+    save_best_total_limit: Optional[int] = field(
+        default=1,
+        metadata={
+            "help": (
+                "Number of best models to be saved."
+            )
+        }
+    )
+
+
+@dataclass
+class DataCollatorSpeechSeq2SeqWithPadding:
+    """
+    Data collator that will dynamically pad the inputs received.
+    Args:
+        processor ([`Wav2Vec2Processor`])
+            The processor used for proccessing the data.
+        decoder_start_token_id (:obj: `int`)
+            The start-of-sequence token id of the decoder.
+        decoder_prev_token_id (:obj: `int`)
+            The start-of-prompt token id of the decoder
+        input_padding (:obj:`bool`, :obj:`str` or :class:`~transformers.tokenization_utils_base.PaddingStrategy`, `optional`, defaults to :obj:`True`):
+            Select a strategy to pad the returned input sequences (according to the model's padding side and padding index)
+            among:
+            * :obj:`True` or :obj:`'longest'`: Pad to the longest sequence in the batch (or no padding if only a single
+              sequence if provided).
+            * :obj:`'max_length'`: Pad to a maximum length specified with the argument :obj:`max_length` or to the
+              maximum acceptable input length for the model if that argument is not provided.
+            * :obj:`False` or :obj:`'do_not_pad'` (default): No padding (i.e., can output a batch with sequences of
+              different lengths).
+        target_padding (:obj:`bool`, :obj:`str` or :class:`~transformers.tokenization_utils_base.PaddingStrategy`, `optional`, defaults to :obj:`True`):
+            Select a strategy to pad the returned target sequences (according to the model's padding side and padding index).
+            See above for details.
+        max_target_length (:obj:`int`, `optional`):
+            Maximum length of the ``labels`` of the returned list and optionally padding length (see above).
+    """
+
+    processor: Any
+    decoder_start_token_id: int
+    decoder_prev_token_id: int
+    input_padding: Union[bool, str] = "max_length"
+    target_padding: Union[bool, str] = "max_length"
+    max_target_length: Optional[int] = None
+
+    def __call__(self, features: List[Dict[str, Union[List[int], np.ndarray]]]) -> Dict[str, np.ndarray]:
+        # split inputs and labels since they have to be of different lengths and need
+        # different padding methods
+
+        # dataloader returns a list of features which we convert to a dict
+        input_features = {"input_features": [feature["input_features"] for feature in features]}
+        label_features = {"input_ids": [feature["labels"] for feature in features]}
+
+        # reformat list to dict and set to pytorch format
+        batch = self.processor.feature_extractor.pad(
+            input_features,
+            padding=self.input_padding,
+            return_tensors="pt",
+        )
+
+        labels_batch = self.processor.tokenizer.pad(
+            label_features,
+            max_length=self.max_target_length,
+            padding=self.target_padding,
+            return_tensors="pt",
+        )
+
+        # shift labels to the right to get decoder input ids
+        labels = labels_batch["input_ids"]
+        decoder_input_ids = labels[:, :-1]
+        labels = labels[:, 1:]
+        labels_mask = labels_batch.attention_mask[:, 1:]
+
+        # replace padding with -100 to ignore correctly when computing the loss
+        labels = labels.masked_fill(labels_mask.ne(1), -100)
+
+        # replace initial prompt tokens with -100 to ignore correctly when computing the loss
+        bos_index = torch.argmax((labels == self.decoder_start_token_id).long(), dim=1)
+        bos_index = torch.where(bos_index > 0, bos_index + 1, bos_index)
+        prompt_mask = torch.arange(labels.shape[1]) < bos_index[:, None]
+        labels = torch.where(prompt_mask, -100, labels)
+
+        batch["labels"] = labels
+        batch["decoder_input_ids"] = decoder_input_ids
+
+        return batch
+
+
+def log_metric(
+    accelerator,
+    metrics: Dict,
+    train_time: float,
+    step: int,
+    epoch: int,
+    learning_rate: float = None,
+    prefix: str = "train",
+):
+    """Helper function to log all training/evaluation metrics with the correct prefixes and styling."""
+    log_metrics = {}
+    for k, v in metrics.items():
+        log_metrics[f"{prefix}/{k}"] = v
+    log_metrics[f"{prefix}/time"] = train_time
+    log_metrics[f"{prefix}/epoch"] = epoch
+    if learning_rate is not None:
+        log_metrics[f"{prefix}/learning_rate"] = learning_rate
+    accelerator.log(log_metrics, step=step)
+
+
+def log_pred(
+    accelerator,
+    pred_str: List[str],
+    label_str: List[str],
+    norm_pred_str: List[str],
+    norm_label_str: List[str],
+    step: int,
+    prefix: str = "eval",
+    num_lines: int = 200000,
+):
+    """Helper function to log target/predicted transcriptions to weights and biases (wandb)."""
+    if accelerator.is_main_process:
+        wandb_tracker = accelerator.get_tracker("wandb")
+        # pretty name for current step: step 50000 -> step 50k
+        cur_step_pretty = f"{int(step // 1000)}k" if step > 1000 else step
+        prefix_pretty = prefix.replace("/", "-")
+
+        # convert str data to a wandb compatible format
+        str_data = [[label_str[i], pred_str[i], norm_label_str[i], norm_pred_str[i]] for i in range(len(pred_str))]
+        # log as a table with the appropriate headers
+        wandb_tracker.log_table(
+            table_name=f"predictions/{prefix_pretty}-step-{cur_step_pretty}",
+            columns=["Target", "Pred", "Norm Target", "Norm Pred"],
+            data=str_data[:num_lines],
+            step=step,
+        )
+
+        # log incorrect normalised predictions
+        str_data = np.asarray(str_data)
+        str_data_incorrect = str_data[str_data[:, -2] != str_data[:, -1]]
+        # log as a table with the appropriate headers
+        wandb_tracker.log_table(
+            table_name=f"incorrect_predictions/{prefix_pretty}-step-{cur_step_pretty}",
+            columns=["Target", "Pred", "Norm Target", "Norm Pred"],
+            data=str_data_incorrect[:num_lines],
+            step=step,
+        )
+
+
+def convert_dataset_str_to_list(
+    dataset_names,
+    dataset_config_names,
+    splits=None,
+    text_column_names=None,
+    dataset_samples=None,
+    default_split="train",
+) -> List[Dict]:
+    """
+    Given three lists of dataset names, configs and splits, this function groups the corresponding
+    names/configs/splits. Each dataset is assigned a unique dictionary with these metadata values, and the
+    function returns a list of dictionaries, one for each dataset.
+    """
+    if isinstance(dataset_names, str):
+        dataset_names = dataset_names.split("+")
+        dataset_config_names = dataset_config_names.split("+") if dataset_config_names is not None else None
+        splits = splits.split("+") if splits is not None else None
+        text_column_names = text_column_names.split("+") if text_column_names is not None else None
+        dataset_samples = dataset_samples.split("+") if dataset_samples is not None else None
+
+    # basic checks to ensure we've got the right number of datasets/configs/splits/columns/probs
+    if dataset_config_names is not None and len(dataset_names) != len(dataset_config_names):
+        raise ValueError(
+            f"Ensure one config is passed for each dataset, got {len(dataset_names)} datasets and"
+            f" {len(dataset_config_names)} configs."
+        )
+
+    if splits is not None and len(splits) != len(dataset_names):
+        raise ValueError(
+            f"Ensure one split is passed for each dataset, got {len(dataset_names)} datasets and {len(splits)} splits."
+        )
+
+    if text_column_names is not None and len(text_column_names) != len(dataset_names):
+        raise ValueError(
+            f"Ensure one text column name is passed for each dataset, got {len(dataset_names)} datasets and"
+            f" {len(text_column_names)} text column names."
+        )
+
+    if dataset_samples is not None:
+        if len(dataset_samples) != len(dataset_names):
+            raise ValueError(
+                f"Ensure one sample is passed for each dataset, got {len(dataset_names)} datasets and "
+                f"{len(dataset_samples)} samples."
+            )
+        dataset_samples = [float(ds_sample) for ds_sample in dataset_samples]
+    else:
+        dataset_samples = [None] * len(dataset_names)
+
+    dataset_config_names = (
+        dataset_config_names if dataset_config_names is not None else ["default" for _ in range(len(dataset_names))]
+    )
+    text_column_names = (
+        text_column_names if text_column_names is not None else ["text" for _ in range(len(dataset_names))]
+    )
+    splits = splits if splits is not None else [default_split for _ in range(len(dataset_names))]
+
+    dataset_names_dict = []
+    for i, ds_name in enumerate(dataset_names):
+        dataset_names_dict.append(
+            {
+                "name": ds_name,
+                "config": dataset_config_names[i],
+                "split": splits[i],
+                "text_column_name": text_column_names[i],
+                "samples": dataset_samples[i],
+            }
+        )
+    return dataset_names_dict
+
+
+def load_multiple_datasets(
+    dataset_names: Union[List, str],
+    dataset_config_names: Union[List, str],
+    splits: Optional[Union[List, str]] = None,
+    text_column_names: Optional[List] = None,
+    sampling_rate: Optional[int] = 16000,
+    stopping_strategy: Optional[str] = "first_exhausted",
+    dataset_samples: Optional[Union[List, np.array]] = None,
+    streaming: Optional[bool] = True,
+    seed: Optional[int] = None,
+    accelerator: Optional[Accelerator] = None,
+    use_pseudo_labels: float = None,
+    **kwargs,
+) -> IterableDataset:
+    dataset_names_dict = convert_dataset_str_to_list(
+        dataset_names, dataset_config_names, splits, text_column_names, dataset_samples
+    )
+
+    if dataset_samples is not None:
+        dataset_samples = [ds_dict["samples"] for ds_dict in dataset_names_dict]
+        probabilities = np.array(dataset_samples) / np.sum(dataset_samples)
+    else:
+        probabilities = None
+
+    all_datasets = []
+    # iterate over the datasets we want to interleave
+    for dataset_dict in tqdm(
+        dataset_names_dict,
+        desc="Combining datasets...",
+        disable=not accelerator.is_local_main_process if accelerator is not None else False,
+    ):
+        dataset = load_dataset(
+            dataset_dict["name"],
+            dataset_dict["config"],
+            split=dataset_dict["split"],
+            streaming=streaming,
+            **kwargs,
+        )
+        # resample to specified sampling rate
+        dataset = dataset.cast_column("audio", datasets.features.Audio(sampling_rate))
+        dataset_features = dataset.features.keys()
+        columns_to_keep = {"audio", "text"}
+
+        if dataset_dict["text_column_name"] not in dataset_features:
+            raise ValueError(
+                f"Text column name {dataset_dict['text_column_name']} not found in dataset"
+                f" '{dataset_dict['name']}'. Make sure to set `--text_column_name` to the"
+                f" correct text column - one of {', '.join(dataset_features)}."
+            )
+
+        # blanket renaming of all transcription columns to text
+        if dataset_dict["text_column_name"] != "text":
+            dataset = dataset.rename_column(dataset_dict["text_column_name"], "text")
+
+        if use_pseudo_labels:
+            if "whisper_transcript" not in dataset_features:
+                raise ValueError(
+                    f"Pseudo-label column `whisper_transcript` not found in dataset {dataset_dict['name']}. Ensure"
+                    "pseudo-labels are present in the dataset under this column name, or train directly on the text "
+                    "labels by setting `--use_pseudo_labels=False` and defining the appropriate `--text_column_name`."
+                )
+            columns_to_keep.add("whisper_transcript")
+
+        if "condition_on_prev" in dataset_features:
+            columns_to_keep.add("condition_on_prev")
+
+        dataset_features = dataset.features.keys()
+        dataset = dataset.remove_columns(set(dataset_features - columns_to_keep))
+        all_datasets.append(dataset)
+
+    if len(all_datasets) == 1:
+        # we have a single dataset so just return it as is
+        return all_datasets[0]
+
+    if streaming:
+        interleaved_dataset = interleave_datasets(
+            all_datasets,
+            stopping_strategy=stopping_strategy,
+            probabilities=probabilities,
+            seed=seed,
+        )
+    else:
+        interleaved_dataset = concatenate_datasets(all_datasets)
+
+    return interleaved_dataset
+
+
+def sorted_checkpoints(output_dir=None, checkpoint_prefix="checkpoint") -> List[str]:
+    """Helper function to sort saved checkpoints from oldest to newest."""
+    ordering_and_checkpoint_path = []
+
+    glob_checkpoints = [str(x) for x in Path(output_dir).glob(f"{checkpoint_prefix}-*") if os.path.isdir(x)]
+    glob_checkpoints = [path for path in glob_checkpoints if "val-wer" not in path]  # filter out best model checkpoints
+
+    for path in glob_checkpoints:
+        regex_match = re.match(f".*{checkpoint_prefix}-([0-9]+)", path)
+        if regex_match is not None and regex_match.groups() is not None:
+            ordering_and_checkpoint_path.append((int(regex_match.groups()[0]), path))
+
+    checkpoints_sorted = sorted(ordering_and_checkpoint_path)
+    checkpoints_sorted = [checkpoint[1] for checkpoint in checkpoints_sorted]
+    return checkpoints_sorted
+
+
+def sorted_best_checkpoints(output_dir=None, checkpoint_prefix="checkpoint"):
+    """Helper function to sort saved best checkpoints."""
+    ordering_and_checkpoint_path = []
+
+    glob_checkpoints = [str(x) for x in Path(output_dir).glob(f"{checkpoint_prefix}-*") if os.path.isdir(x)]
+    for path in glob_checkpoints:
+        regex_match = re.search(r"val-wer-([0-9]+\.[0-9]+)", path)
+        if regex_match is not None and regex_match.groups() is not None:
+            ordering_and_checkpoint_path.append((regex_match.groups(1), path))
+
+    checkpoints_sorted = sorted(ordering_and_checkpoint_path, reverse=True)
+    checkpoints_sorted = [checkpoint[1] for checkpoint in checkpoints_sorted]
+    return checkpoints_sorted
+
+
+def rotate_checkpoints(save_total_limit=None, output_dir=None, checkpoint_prefix="checkpoint", sorting_fn=sorted_checkpoints) -> None:
+    """Helper function to delete old checkpoints."""
+    if save_total_limit is None or save_total_limit <= 0:
+        return
+    # Check if we should delete older checkpoint(s)
+    checkpoints_sorted = sorting_fn(output_dir=output_dir, checkpoint_prefix=checkpoint_prefix)
+    if len(checkpoints_sorted) <= save_total_limit:
+        return
+
+    number_of_checkpoints_to_delete = max(0, len(checkpoints_sorted) - save_total_limit)
+    checkpoints_to_be_deleted = checkpoints_sorted[:number_of_checkpoints_to_delete]
+    for checkpoint in checkpoints_to_be_deleted:
+        logger.info(f"Deleting older checkpoint [{checkpoint}].")
+        shutil.rmtree(checkpoint, ignore_errors=True)
+
+
+_RE_CHECKPOINT = re.compile(r"^checkpoint-(\d+)-epoch-(\d+)$")
+
+
+def get_last_checkpoint(folder):
+    content = os.listdir(folder)
+    checkpoints = [
+        path
+        for path in content
+        if _RE_CHECKPOINT.search(path) is not None and os.path.isdir(os.path.join(folder, path))
+    ]
+    if len(checkpoints) == 0:
+        return
+    return os.path.join(folder, max(checkpoints, key=lambda x: int(_RE_CHECKPOINT.search(x).groups()[0])))
+
+
+def get_parameter_names(model, forbidden_layer_types, forbidden_module=None):
+    """
+    Returns the names of the model parameters that are not inside a forbidden layer or forbidden module.
+    Can be used to get a subset of parameter names for decay masks, or to exclude parameters from an optimiser
+    (e.g. if the module is frozen).
+    """
+    result = []
+    for name, child in model.named_children():
+        result += [
+            f"{name}.{n}"
+            for n in get_parameter_names(child, forbidden_layer_types, forbidden_module)
+            if not (
+                isinstance(child, tuple(forbidden_layer_types))
+                or (child in tuple(forbidden_module) if forbidden_module is not None else False)
+            )
+        ]
+    # Add model specific parameters (defined with nn.Parameter) since they are not in any child.
+    result += list(model._parameters.keys())
+    return result
+
+
+def main():
+    # 1. Parse input arguments
+    # We keep distinct sets of args, for cleaner separation of model/data/training related args
+    parser = HfArgumentParser((ModelArguments, DataTrainingArguments, DistillationTrainingArguments))
+
+    if len(sys.argv) == 2 and sys.argv[1].endswith(".json"):
+        # If we pass only one argument to the script and it's the path to a json file,
+        # let's parse it to get our arguments.
+        model_args, data_args, training_args = parser.parse_json_file(json_file=os.path.abspath(sys.argv[1]))
+    else:
+        model_args, data_args, training_args = parser.parse_args_into_dataclasses()
+
+    # 2. Initialize the accelerator
+    # We will let the accelerator handle device placement for us in this example
+    # We simply have to specify the training precision and any trackers being used
+    # We'll use the same dtype arguments as our JAX/Flax training script and convert
+    # it to accelerate format
+    if training_args.dtype == "float16":
+        mixed_precision = "fp16"
+        teacher_dtype = torch.float16
+    elif training_args.dtype == "bfloat16":
+        mixed_precision = "bf16"
+        teacher_dtype = torch.bfloat16
+    else:
+        mixed_precision = "no"
+        teacher_dtype = torch.float32
+
+    accelerator = Accelerator(
+        gradient_accumulation_steps=training_args.gradient_accumulation_steps,
+        mixed_precision=mixed_precision,
+        log_with=training_args.report_to,
+        project_dir=training_args.output_dir,
+    )
+
+    accelerator.init_trackers(
+        project_name=data_args.wandb_project,
+        init_kwargs={
+            "wandb": {"name": data_args.wandb_name,
+                      "dir": data_args.wandb_dir}
+        }
+
+    )
+
+    # 3. Set-up basic logging
+    # Create one log on every process with the configuration for debugging
+    logging.basicConfig(
+        format="%(asctime)s - %(levelname)s - %(name)s - %(message)s",
+        datefmt="%m/%d/%Y %H:%M:%S",
+        level=logging.INFO,
+    )
+    # Log a small summary on each proces
+    logger.warning(
+        f"Process rank: {training_args.local_rank}, device: {training_args.device}, n_gpu: {training_args.n_gpu}, "
+        f"distributed training: {training_args.parallel_mode.value == 'distributed'}, 16-bits training: {training_args.fp16}"
+    )
+
+    # Set the verbosity to info of the Transformers logger (on main process only)
+    if accelerator.is_local_main_process:
+        datasets.utils.logging.set_verbosity_warning()
+        transformers.utils.logging.set_verbosity_info()
+    else:
+        datasets.utils.logging.set_verbosity_error()
+        transformers.utils.logging.set_verbosity_error()
+    logger.info("Training/evaluation parameters %s", training_args)
+
+    # 4. Detecting last checkpoint and eventually continue from last checkpoint
+    last_checkpoint = None
+    if os.path.isdir(training_args.output_dir) and training_args.do_train and not training_args.overwrite_output_dir:
+        last_checkpoint = get_last_checkpoint(training_args.output_dir)
+        if last_checkpoint is None and len(os.listdir(training_args.output_dir)) > 0:
+            raise ValueError(
+                f"Output directory ({training_args.output_dir}) already exists and is not empty. "
+                "Use --overwrite_output_dir to overcome."
+            )
+        elif last_checkpoint is not None and training_args.resume_from_checkpoint is None:
+            logger.info(
+                f"Checkpoint detected, resuming training at {last_checkpoint}. To avoid this behavior, change "
+                "the `--output_dir` or add `--overwrite_output_dir` to train from scratch."
+            )
+
+    # 5. Handle the repository creation
+    if accelerator.is_main_process:
+        if training_args.push_to_hub:
+            if training_args.hub_model_id is None:
+                repo_name = get_full_repo_name(
+                    Path(training_args.output_dir).absolute().name,
+                    token=training_args.hub_token,
+                )
+            else:
+                repo_name = training_args.hub_model_id
+            create_repo(repo_name, exist_ok=True, token=training_args.hub_token)
+
+            with open(os.path.join(training_args.output_dir, ".gitignore"), "w+") as gitignore:
+                if "wandb" not in gitignore:
+                    gitignore.write("wandb\n")
+        elif training_args.output_dir is not None:
+            os.makedirs(training_args.output_dir, exist_ok=True)
+    accelerator.wait_for_everyone()
+
+    # 6. Load dataset - either streaming or non-streaming (offline)
+    raw_datasets = IterableDatasetDict() if data_args.streaming else DatasetDict()
+
+    # set seed for determinism
+    set_seed(training_args.seed)
+
+    if training_args.do_train:
+        raw_datasets["train"] = load_multiple_datasets(
+            data_args.train_dataset_name,
+            data_args.train_dataset_config_name,
+            splits=data_args.train_split_name,
+            text_column_names=data_args.text_column_name,
+            use_pseudo_labels=data_args.use_pseudo_labels,
+            streaming=data_args.streaming,
+            dataset_samples=data_args.train_dataset_samples,
+            seed=training_args.seed,
+            accelerator=accelerator,
+            cache_dir=data_args.dataset_cache_dir,
+            token=model_args.token,
+        )
+        raw_datasets_train_features = list(raw_datasets["train"].features.keys())
+
+    if training_args.do_eval:
+        dataset_names_dict = convert_dataset_str_to_list(
+            data_args.eval_dataset_name if data_args.eval_dataset_name else data_args.train_dataset_name,
+            (
+                data_args.eval_dataset_config_name
+                if data_args.eval_dataset_config_name
+                else data_args.train_dataset_config_name
+            ),
+            splits=data_args.eval_split_name,
+            text_column_names=data_args.eval_text_column_name,
+        )
+        all_eval_splits = []
+        if len(dataset_names_dict) == 1:
+            # load a single eval set
+            dataset_dict = dataset_names_dict[0]
+            all_eval_splits.append("eval")
+            raw_datasets["eval"] = load_dataset(
+                dataset_dict["name"],
+                dataset_dict["config"],
+                split=dataset_dict["split"],
+                cache_dir=data_args.dataset_cache_dir,
+                token=model_args.token,
+                streaming=data_args.streaming,
+            )
+            if data_args.eval_text_column_name != "text":
+                raw_datasets["eval"] = raw_datasets["eval"].rename_column(data_args.eval_text_column_name, "text")
+        else:
+            # load multiple eval sets
+            for dataset_dict in dataset_names_dict:
+                if dataset_dict["name"] == "esb/diagnostic-dataset":
+                    # for the ESB diagnostic dataset, the dataset name is effectively the config
+                    pretty_name = f"{dataset_dict['config']}-diagnostic/{dataset_dict['split']}"
+                else:
+                    pretty_name = f"{dataset_dict['name'].split('/')[-1]}/{dataset_dict['split'].replace('.', '-')}"
+                all_eval_splits.append(pretty_name)
+                raw_datasets[pretty_name] = load_dataset(
+                    dataset_dict["name"],
+                    dataset_dict["config"],
+                    split=dataset_dict["split"],
+                    cache_dir=data_args.dataset_cache_dir,
+                    token=model_args.token,
+                    streaming=data_args.streaming,
+                )
+                # make column names consistent (text, audio)
+                if dataset_dict["text_column_name"] != "text":
+                    raw_datasets[pretty_name] = raw_datasets[pretty_name].rename_column(
+                        dataset_dict["text_column_name"], "text"
+                    )
+                raw_datasets[pretty_name] = raw_datasets[pretty_name].remove_columns(
+                    set(raw_datasets[pretty_name].features.keys()) - {"audio", "text"}
+                )
+
+    if not training_args.do_train and not training_args.do_eval:
+        raise ValueError(
+            "Cannot not train and not do evaluation. At least one of training or evaluation has to be performed."
+        )
+
+    # 7. Load pretrained model, tokenizer, and feature extractor
+    config = WhisperConfig.from_pretrained(
+        (model_args.config_name if model_args.config_name else model_args.model_name_or_path),
+        cache_dir=model_args.cache_dir,
+        revision=model_args.model_revision,
+        token=model_args.token,
+    )
+    feature_extractor = WhisperFeatureExtractor.from_pretrained(
+        (model_args.feature_extractor_name if model_args.feature_extractor_name else model_args.model_name_or_path),
+        cache_dir=model_args.cache_dir,
+        revision=model_args.model_revision,
+        token=model_args.token,
+    )
+    tokenizer = WhisperTokenizerFast.from_pretrained(
+        (model_args.tokenizer_name if model_args.tokenizer_name else model_args.model_name_or_path),
+        cache_dir=model_args.cache_dir,
+        use_fast=model_args.use_fast_tokenizer,
+        revision=model_args.model_revision,
+        token=model_args.token,
+    )
+
+    # override timestamp tokens until tokenizer issues are fixed in transformers
+    timestamps = [AddedToken("<|%.2f|>" % (i * 0.02), lstrip=False, rstrip=False) for i in range(1500 + 1)]
+    tokenizer.add_tokens(timestamps)
+
+    # The teacher model can safely be cast to the dtype of training since we don't
+    # update the params
+    teacher_model = WhisperForConditionalGeneration.from_pretrained(
+        model_args.teacher_model_name_or_path,
+        cache_dir=model_args.cache_dir,
+        token=model_args.token,
+        low_cpu_mem_usage=True,
+        torch_dtype=teacher_dtype,
+        attn_implementation=model_args.attn_implementation,
+    )
+
+    student_model = WhisperForConditionalGeneration.from_pretrained(
+        model_args.model_name_or_path,
+        config=config,
+        cache_dir=model_args.cache_dir,
+        revision=model_args.model_revision,
+        subfolder=model_args.subfolder,
+        token=model_args.token,
+        low_cpu_mem_usage=True,
+        attn_implementation=model_args.attn_implementation,
+    )
+
+    if student_model.config.decoder_start_token_id is None or teacher_model.config.decoder_start_token_id is None:
+        raise ValueError(
+            f"Make sure that `config.decoder_start_token_id` is correctly defined for both the "
+            f"student and teacher model. Got {student_model.config.decoder_start_token_id} for the "
+            f"student and {teacher_model.config.decoder_start_token_id} for the teacher."
+        )
+
+    # enable gradient checkpointing if necessary
+    if training_args.gradient_checkpointing:
+        student_model.gradient_checkpointing_enable()
+
+    def set_trainable_parameters(module, requires_grad=False):
+        for param in module.parameters():
+            param.requires_grad = requires_grad
+        module._requires_grad = requires_grad
+
+    # freeze student encoder if necessary
+    if training_args.freeze_encoder:
+        set_trainable_parameters(student_model.model.encoder, requires_grad=False)
+        student_model.model.encoder.gradient_checkpointing = False
+    
+    if training_args.freeze_decoder:
+        set_trainable_parameters(student_model.model.decoder, requires_grad=False)
+        student_model.model.decoder.gradient_checkpointing = False
+        # un-freeze LM head parameters (and consequently word embeddings), frozen when frozing decoder since tied word embedding and LM head
+        set_trainable_parameters(student_model.proj_out, requires_grad=True) 
+        
+
+    if training_args.freeze_embed_positions:
+        # set_trainable_parameters(student_model.model.decoder.embed_tokens, requires_grad=False)
+        set_trainable_parameters(student_model.model.decoder.embed_positions, requires_grad=False)
+        if student_model.model.decoder.gradient_checkpointing:
+            logger.info(
+                "Disabling gradient checkpointing in the decoder since it's incompatible with `freeze_embed_positions`."
+            )
+    
+    logger.info(
+        f"Number of trainable parameters: {sum(p.numel() for p in student_model.parameters() if p.requires_grad):.3e}"
+    )
+
+    share_hidden_states = training_args.freeze_encoder and student_model.config.d_model == teacher_model.config.d_model
+    if share_hidden_states:
+        # tie the weights for the teacher encoder if we're freezing the student and it's the same as the teacher
+        teacher_model.model.encoder = student_model.model.encoder
+
+    if hasattr(teacher_model.generation_config, "is_multilingual") and teacher_model.generation_config.is_multilingual:
+        # We need to set the language and task ids for previously multilingual checkpoints
+        is_multilingual = True
+        tokenizer.set_prefix_tokens(language=data_args.language, task=data_args.task, predict_timestamps=False)
+        student_model.generation_config.update(
+            **{
+                "language": data_args.language,
+                "task": data_args.task,
+            }
+        )
+    elif data_args.language is not None:
+        raise ValueError(
+            "Setting language token for an English-only checkpoint is not permitted. The language argument should "
+            "only be set for multilingual checkpoints."
+        )
+    else:
+        is_multilingual = False
+
+    # 8. Create a single speech processor - make sure all processes wait until data is saved
+    if accelerator.is_main_process:
+        feature_extractor.save_pretrained(training_args.output_dir)
+        tokenizer.save_pretrained(training_args.output_dir)
+        # save the config and generation config as well
+        config.save_pretrained(training_args.output_dir)
+        student_model.generation_config.save_pretrained(training_args.output_dir)
+
+    accelerator.wait_for_everyone()
+    processor = WhisperProcessor.from_pretrained(training_args.output_dir)
+
+    # 9. Resample speech dataset: `datasets` takes care of automatically loading and resampling the audio,
+    # so we just need to set the correct target sampling rate.
+    sampling_rate = feature_extractor.sampling_rate
+    raw_datasets = raw_datasets.cast_column(
+        data_args.audio_column_name,
+        datasets.features.Audio(sampling_rate=sampling_rate),
+    )
+
+    # 10. Preprocessing the datasets: we need to read the audio files as arrays and tokenize the targets.
+    # 10.1: Define the pre-processing constants
+    max_input_length = int(data_args.max_duration_in_seconds * sampling_rate)
+    min_input_length = int(data_args.min_duration_in_seconds * sampling_rate)
+    max_label_length = (
+        data_args.max_label_length if data_args.max_label_length is not None else student_model.config.max_length
+    )
+
+    timestamp_probability = data_args.timestamp_probability
+    condition_on_prev_probability = data_args.condition_on_prev_probability
+    return_timestamps = data_args.return_timestamps if timestamp_probability > 0 else False
+
+    timestamp_ids = tokenizer.timestamp_ids()
+    timestamp_begin = tokenizer.all_special_ids[-1]
+    timestamp_position = 3 if is_multilingual else 1
+
+    decoder_start_token_id = student_model.config.decoder_start_token_id  # <|startoftranscript|>
+    decoder_prev_token_id = tokenizer.all_special_ids[-3]  # <|startofprev|>
+    prompt_cutoff_length = max_label_length // 2
+
+    num_workers = data_args.preprocessing_num_workers
+    dataloader_num_workers = training_args.dataloader_num_workers
+    prefetch_factor = training_args.dataloader_prefetch_factor
+
+    metric = evaluate.load("wer")
+    normalizer = (
+        BasicTextNormalizer()
+        if data_args.language is not None
+        else EnglishTextNormalizer(tokenizer.english_spelling_normalizer)
+    )
+    wer_threshold = data_args.wer_threshold
+    use_pseudo_labels = data_args.use_pseudo_labels
+    train_text_column_name = "whisper_transcript" if use_pseudo_labels else "text"
+
+    # 10.2: filter based on maximum number of training/evaluation samples
+    if training_args.do_train and data_args.max_train_samples is not None:
+        raw_datasets["train"] = (
+            raw_datasets["train"].take(data_args.max_train_samples)
+            if data_args.streaming
+            else raw_datasets["train"].select(range(data_args.max_train_samples))
+        )
+
+    if training_args.do_eval and data_args.max_eval_samples is not None:
+        for eval_split in all_eval_splits:
+            raw_datasets[eval_split] = (
+                raw_datasets[eval_split].take(data_args.max_eval_samples)
+                if data_args.streaming
+                else raw_datasets[eval_split].select(range(data_args.max_eval_samples))
+            )
+
+    # 10.3: filter training data based on WER threshold -> this is KEY to good distillation performance
+    def is_wer_in_range(ground_truth, whisper_transcript):
+        norm_ground_truth = normalizer(ground_truth)
+        if whisper_transcript is not None and whisper_transcript.upper() == whisper_transcript:
+            # filter entirely upper-case transcriptions: these are erroneous generations from large-v3
+            return False
+        elif len(norm_ground_truth) == 0 and len(normalizer(whisper_transcript)) == 0:
+            return True
+        elif len(norm_ground_truth.strip()) > 0 and whisper_transcript is not None and len(normalizer(whisper_transcript).strip()) > 0:
+            norm_whisper_transcript = normalizer(whisper_transcript)
+            wer = 100 * metric.compute(predictions=[norm_whisper_transcript], references=[norm_ground_truth])
+            return wer < wer_threshold
+        else:
+            # filter automatically since weR
+            return False
+
+    filter_by_wer_threshold = partial(
+        raw_datasets["train"].filter,
+        function=is_wer_in_range,
+        input_columns=["text", "whisper_transcript"],
+    )
+
+    if wer_threshold is not None and use_pseudo_labels:
+        with accelerator.main_process_first():
+            raw_datasets["train"] = (
+                filter_by_wer_threshold(num_proc=num_workers, desc="filtering train dataset by wer")
+                if not data_args.streaming
+                else filter_by_wer_threshold()
+            )
+
+    # 10.4: pre-process training/evaluation datasets
+    def prepare_train_dataset(batch):
+        """
+        Pre-process the raw dataset in a three stage process:
+            1. Convert the audio arrays to log-mel spectrogram inputs
+            2. Possibly filter the timestamp tokens from the token ids (depending on the timestamp probability)
+            3. Possibly add prompt tokens if conditioning on previous text (depending on the conditioning probability)
+        """
+        # process audio input
+        audio = [sample["array"] for sample in batch["audio"]]
+        inputs = feature_extractor(audio, sampling_rate=sampling_rate)
+        batch["input_features"] = inputs.input_features
+        batch["input_length"] = [len(sample) for sample in audio]
+
+        # process text targets - for training these are the Whisper-generated pseudo-labels
+        input_str_batched = batch[train_text_column_name]
+        condition_on_prev_batched = batch.get("condition_on_prev", len(input_str_batched) * [None])
+
+        all_token_ids = []
+        all_token_ids_unprompted = []
+        for prev_ids, input_str in zip(condition_on_prev_batched, input_str_batched):
+            token_ids = tokenizer(input_str, add_special_tokens=not use_pseudo_labels).input_ids
+
+            # check whether we have timestamps in the PLs and filter if required
+            has_timestamps = len(set(token_ids) & set(timestamp_ids)) > 0
+            if has_timestamps:
+                # sample from binomial distribution to get probability of training on timestamps
+                predict_timestamps = bool(np.random.binomial(1, timestamp_probability))
+                if not predict_timestamps:
+                    # filter timestamps and insert the <|notimestamps|> task token
+                    token_ids = [token for token in token_ids if token < timestamp_begin]
+                    token_ids.insert(timestamp_position, timestamp_begin)
+
+            all_token_ids_unprompted.append(token_ids)
+            # check whether to condition on previous text - we do this with probability condition_on_prev_probability
+            condition_on_prev = bool(np.random.binomial(1, condition_on_prev_probability))
+            if not condition_on_prev:
+                prev_ids = None
+            elif "condition_on_prev" not in batch and len(all_token_ids_unprompted) > 1:
+                # prompt ids are the penultimate token ids in the batch
+                prev_ids = all_token_ids_unprompted[-2]
+
+            if prev_ids is not None:
+                if has_timestamps and not predict_timestamps:
+                    # filter timestamp ids from prompt when not predicting timestamps
+                    prev_ids = [token for token in prev_ids if token < timestamp_begin]
+
+                # check that the length of the prompt does not exceed more than half the max label length (224)
+                if len(prev_ids) > prompt_cutoff_length:
+                    prev_ids = prev_ids[-prompt_cutoff_length + 1 :]
+                    prev_ids = [decoder_prev_token_id] + prev_ids
+
+                # and that the total length of the labels does not exceed the max label length (448)
+                if len(prev_ids + token_ids) > max_label_length:
+                    trim_length = len(prev_ids + token_ids) - max_label_length + 1
+                    prev_ids = prev_ids[trim_length:]
+                    prev_ids = [decoder_prev_token_id] + prev_ids
+
+                token_ids = prev_ids + token_ids
+
+            all_token_ids.append(token_ids)
+
+        batch["labels"] = all_token_ids
+        return batch
+
+    def prepare_eval_dataset(batch):
+        # process audio input
+        sample = batch["audio"]
+        inputs = feature_extractor(sample["array"], sampling_rate=sample["sampling_rate"])
+        batch["input_features"] = inputs.input_features[0]
+        batch["input_length"] = len(sample["array"])
+
+        # process targets - for evaluation these are the ground-truth transcriptions
+        input_str = batch["text"]
+        batch["labels"] = tokenizer(input_str).input_ids
+        return batch
+
+    vectorized_datasets = IterableDatasetDict() if data_args.streaming else DatasetDict()
+    if training_args.do_train:
+        # with streaming mode we can only have 1 worker, whereas with non-streaming
+        # we can use `num_workers` (which is much faster)
+        # We gate the pre-processing function accordingly
+        map_fn_train = partial(
+            raw_datasets["train"].map,
+            function=prepare_train_dataset,
+            remove_columns=raw_datasets_train_features,
+            batched=True,
+            batch_size=data_args.preprocessing_batch_size,
+        )
+        with accelerator.main_process_first():
+            vectorized_datasets["train"] = (
+                map_fn_train(num_proc=num_workers, desc="preprocess train dataset")
+                if not data_args.streaming
+                else map_fn_train()
+            )
+    if training_args.do_eval:
+        for eval_split in all_eval_splits:
+            raw_datasets_eval_features = list(raw_datasets[eval_split].features.keys())
+            map_fn_eval = partial(
+                raw_datasets[eval_split].map, function=prepare_eval_dataset, remove_columns=raw_datasets_eval_features
+            )
+            with accelerator.main_process_first():
+                vectorized_datasets[eval_split] = (
+                    map_fn_eval(num_proc=num_workers, desc="preprocess eval dataset")
+                    if not data_args.streaming
+                    else map_fn_eval()
+                )
+
+    # 10.5: Filter training data with inputs longer than `max_input_length`
+    def is_audio_in_length_range(length):
+        return min_input_length < length < max_input_length
+
+    filter_by_audio_fn = partial(
+        vectorized_datasets.filter, function=is_audio_in_length_range, input_columns=["input_length"]
+    )
+    with accelerator.main_process_first():
+        vectorized_datasets = (
+            filter_by_audio_fn(num_proc=num_workers, desc="filtering train dataset by audio length")
+            if not data_args.streaming
+            else filter_by_audio_fn()
+        )
+
+    # 10.6: Filter training data with labels longer than `max_label_length`
+    def is_labels_in_length_range(labels):
+        return 0 < len(labels) <= max_label_length
+
+    filter_by_labels_fn = partial(
+        vectorized_datasets.filter, function=is_labels_in_length_range, input_columns=["labels"]
+    )
+    with accelerator.main_process_first():
+        vectorized_datasets = (
+            filter_by_labels_fn(num_proc=num_workers, desc="filtering train dataset")
+            if not data_args.streaming
+            else filter_by_labels_fn()
+        )
+
+    # Pre-processing complete!
+    # For large datasets it is advised to run the preprocessing on a
+    # single machine first with `--preprocessing_only` since there will mostly likely
+    # be a timeout when running the script in distributed mode.
+    # In a second step, `--preprocessing_only` can then be set to `False` to load the
+    # cached dataset
+    if data_args.preprocessing_only:
+        if data_args.streaming:
+            raise ValueError(
+                "When using streaming mode, dataset pre-processing is performed on the fly, hence there is no notion"
+                "of a cached pre-processed dataset. Remove the argument `--preprocessing_only` to run pre-processing "
+                "on the fly with streaming mode."
+            )
+        cache = {k: v.cache_files for k, v in vectorized_datasets.items()}
+        logger.info(f"Data preprocessing finished. Files cached at {cache}.")
+        return
+
+    # 11. Define Evaluation Metrics
+    def compute_metrics(preds, labels):
+        # replace padded labels by the padding token
+        for idx in range(len(labels)):
+            labels[idx][labels[idx] == -100] = tokenizer.pad_token_id
+
+        pred_str = tokenizer.batch_decode(preds, skip_special_tokens=True, decode_with_timestamps=return_timestamps)
+        # we do not want to group tokens when computing the metrics
+        label_str = tokenizer.batch_decode(labels, skip_special_tokens=True)
+        wer_ortho = 100 * metric.compute(predictions=pred_str, references=label_str)
+
+        # Normalize everything
+        norm_pred_str = []
+        norm_label_str = []
+
+        # Iterate through all predictions and labels
+        for pred, label in zip(pred_str, label_str):
+            # Normalize the prediction and label
+            normalized_pred = normalizer(pred)
+            normalized_label = normalizer(label)
+
+            # If either normalized string is empty after normalization, replace with "<|nocaptions|>"
+            if not normalized_pred.strip():
+                normalized_pred = "<|nocaptions|>"
+            if not normalized_label.strip():
+                normalized_label = "<|nocaptions|>"
+
+            norm_pred_str.append(normalized_pred)
+            norm_label_str.append(normalized_label)
+
+        # Replace original strings with "<|nocaptions|>" where necessary for consistency
+        pred_str = [pred if len(pred.strip()) > 0 else "<|nocaptions|>" for pred in pred_str]
+        label_str = [label if len(label.strip()) > 0 else "<|nocaptions|>" for label in label_str]
+
+        # Compute WER using all entries, including those with "<|nocaptions|>"
+        wer = 100 * metric.compute(predictions=norm_pred_str, references=norm_label_str)
+        return {"wer": wer, "wer_ortho": wer_ortho}, pred_str, label_str, norm_pred_str, norm_label_str
+
+    # 12. Define Training Schedule
+    # Store some constants
+    per_device_train_batch_size = int(training_args.per_device_train_batch_size)
+    train_batch_size = per_device_train_batch_size * accelerator.num_processes
+    gradient_accumulation_steps = int(training_args.gradient_accumulation_steps)
+    per_device_eval_batch_size = int(training_args.per_device_eval_batch_size)
+
+    if not data_args.streaming and training_args.max_steps < 0:
+        num_epochs = int(training_args.num_train_epochs)
+        steps_per_epoch = len(vectorized_datasets["train"]) // (train_batch_size * gradient_accumulation_steps)
+        total_train_steps = steps_per_epoch * num_epochs
+    elif training_args.max_steps > 0:
+        logger.info("max_steps is given, it will override any value given in num_train_epochs")
+        total_train_steps = int(training_args.max_steps)
+        if not data_args.streaming:
+            steps_per_epoch = len(vectorized_datasets["train"]) // (train_batch_size * gradient_accumulation_steps)
+            num_epochs = int(np.ceil(total_train_steps / steps_per_epoch))
+        else:
+            # Setting a very large number of epochs so we go as many times as necessary over the iterator.
+            num_epochs = sys.maxsize
+            steps_per_epoch = total_train_steps
+    else:
+        raise ValueError("max_steps must be specified when training with a streaming (iterable) dataset")
+
+    if training_args.eval_steps is None:
+        logger.info(
+            f"eval_steps is not set, evaluating at the end of {'each epoch' if not data_args.streaming else 'training'}"
+        )
+        eval_steps = steps_per_epoch
+    else:
+        eval_steps = training_args.eval_steps
+
+    # 13. Define optimizer, LR scheduler, collator
+    
+    forbidden_module = [
+        module
+        for module, flag in [
+            (student_model.model.encoder, training_args.freeze_encoder),
+            (student_model.model.decoder, training_args.freeze_decoder)
+        ]
+        if flag
+    ] or None
+
+    decay_parameters = get_parameter_names(
+        student_model,
+        [nn.LayerNorm],
+        forbidden_module=forbidden_module,
+    )
+    decay_parameters = [name for name in decay_parameters if "bias" not in name]
+    optimizer_grouped_parameters = [
+        {
+            "params": [param for name, param in student_model.named_parameters() if name in decay_parameters],
+            "weight_decay": training_args.weight_decay,
+        },
+        {
+            "params": [param for name, param in student_model.named_parameters() if name not in decay_parameters],
+            "weight_decay": 0.0,
+        },
+    ]
+    optimizer = torch.optim.AdamW(
+        params=optimizer_grouped_parameters,
+        lr=training_args.learning_rate,
+        betas=(training_args.adam_beta1, training_args.adam_beta2),
+        eps=training_args.adam_epsilon,
+    )
+
+    # LR scheduler gets stepped by `num_processes` each time -> account for this in warmup / total steps
+    lr_scheduler = get_scheduler(
+        name=training_args.lr_scheduler_type,
+        optimizer=optimizer,
+        num_warmup_steps=training_args.warmup_steps * accelerator.num_processes,
+        num_training_steps=total_train_steps * accelerator.num_processes,
+    )
+
+    data_collator = DataCollatorSpeechSeq2SeqWithPadding(
+        processor=processor,
+        decoder_start_token_id=decoder_start_token_id,
+        decoder_prev_token_id=decoder_prev_token_id,
+        input_padding="longest",
+        target_padding="max_length",
+        max_target_length=max_label_length,
+    )
+
+    # 14. Define generation arguments - we need to do this before we wrap the models in DDP
+    # so that we can still access the configs
+    num_beams = (
+        training_args.generation_num_beams
+        if training_args.generation_num_beams is not None
+        else getattr(student_model.generation_config, "num_beams", 1)
+    )
+
+    gen_kwargs = {
+        "max_length": max_label_length,
+        "num_beams": num_beams,
+        "return_timestamps": return_timestamps,
+    }
+    if is_multilingual:
+        # forcing the language and task tokens helps multilingual models in their generations
+        gen_kwargs.update(
+            {
+                "language": data_args.language,
+                "task": data_args.task,
+            }
+        )
+
+    # 15. Prepare everything with accelerate
+    student_model, teacher_model, optimizer, lr_scheduler = accelerator.prepare(
+        student_model, teacher_model, optimizer, lr_scheduler
+    )
+
+    def kl_divergence(target_distribution, log_predicted_distribution, labels):
+        kl_loss = nn.KLDivLoss(reduction="none")
+        divergence = kl_loss(log_predicted_distribution, target_distribution)
+        # ignore padded tokens from divergence, i.e. where labels are not set to -100
+        padding_mask = labels >= 0
+        padding_mask = padding_mask.unsqueeze(-1)
+        divergence = divergence * padding_mask
+        # take the average over the mini-batch
+        divergence = divergence.sum() / padding_mask.sum()
+        return divergence
+
+    # Define gradient update step fn
+    def train_step(
+        batch,
+        temperature=2.0,
+    ):
+        student_model.train()
+        teacher_model.eval()
+
+        student_outputs = student_model(**batch)
+        with torch.no_grad():
+            if share_hidden_states:
+                # if the student and teacher share the same frozen encoder then we don't have to recompute the
+                # encoder hidden-states for the teacher model, we can just re-use from the student
+                encoder_outputs = BaseModelOutput(student_outputs.encoder_last_hidden_state.to(dtype=teacher_dtype))
+                teacher_outputs = teacher_model(encoder_outputs=encoder_outputs, labels=batch["labels"])
+            else:
+                # do the full forward pass for the teacher model (encoder + decoder)
+                teacher_outputs = teacher_model(**batch)
+
+        # CE (data) loss
+        ce_loss = student_outputs.loss
+        # rescale distribution by temperature to ensure gradients scale correctly
+        teacher_distribution = nn.functional.softmax(teacher_outputs.logits / temperature, dim=-1)
+        # log softmax of student predictions for numerical stability
+        student_distribution = nn.functional.log_softmax(student_outputs.logits / temperature, dim=-1)
+        # KL-divergence loss (scaled by temperature)
+        kl_loss = kl_divergence(teacher_distribution, student_distribution, batch["labels"]) * temperature**2
+
+        # use Distil-Whisper formulation (fix weight of CE loss and tune KL weight)
+        loss = 0.8 * ce_loss + training_args.kl_weight * kl_loss
+        metrics = {"loss": loss, "ce_loss": ce_loss, "kl_loss": kl_loss}
+        return loss, metrics
+
+    # Define eval fn
+    def eval_step(batch):
+        student_model.eval()
+        teacher_model.eval()
+
+        with torch.no_grad():
+            student_outputs = student_model(**batch)
+            if share_hidden_states:
+                encoder_outputs = BaseModelOutput(student_outputs.encoder_last_hidden_state.to(dtype=teacher_dtype))
+                teacher_outputs = teacher_model(encoder_outputs=encoder_outputs, labels=batch["labels"])
+            else:
+                teacher_outputs = teacher_model(**batch)
+
+        # CE (data) loss
+        ce_loss = student_outputs.loss
+
+        # log softmax / softmax for numerical stability
+        student_distribution = nn.functional.log_softmax(student_outputs.logits, dim=-1)
+        teacher_distribution = nn.functional.softmax(teacher_outputs.logits, dim=-1)
+        # temperature is always 1 for eval
+        kl_loss = kl_divergence(teacher_distribution, student_distribution, batch["labels"])
+
+        # use Distil-Whisper formulation (fix weight of CE loss and tune KL weight)
+        loss = 0.8 * ce_loss + training_args.kl_weight * kl_loss
+        metrics = {"loss": loss, "ce_loss": ce_loss, "kl_loss": kl_loss}
+        return metrics
+
+    def generate_step(batch):
+        student_model.eval()
+        output_ids = accelerator.unwrap_model(student_model).generate(batch["input_features"], **gen_kwargs)
+        output_ids = accelerator.pad_across_processes(output_ids, dim=1, pad_index=tokenizer.pad_token_id)
+        return output_ids
+
+    logger.info("***** Running training *****")
+    logger.info(f"  Num examples = {total_train_steps * train_batch_size * gradient_accumulation_steps}")
+    if not data_args.streaming:
+        logger.info(f"  Num epochs = {num_epochs}")
+    logger.info("  Instantaneous batch size per device =" f" {training_args.per_device_train_batch_size}")
+    logger.info("  Gradient accumulation steps =" f" {gradient_accumulation_steps}")
+    logger.info(
+        f"  Total train batch size (w. parallel & distributed) = {train_batch_size * gradient_accumulation_steps}"
+    )
+    logger.info(f"  Total optimization steps = {total_train_steps}")
+
+    # ======================== Training ================================
+    train_time = 0
+    train_start = time.time()
+    steps_trained_progress_bar = tqdm(
+        range(total_train_steps), desc="Train steps ... ", position=0, disable=not accelerator.is_local_main_process
+    )
+    continue_training = True
+    epochs_trained = 0
+    cur_step = 0
+    best_val_wer = np.inf
+
+    checkpoint = None
+    if training_args.resume_from_checkpoint is not None:
+        checkpoint = training_args.resume_from_checkpoint
+    elif last_checkpoint is not None:
+        checkpoint = last_checkpoint
+
+    if checkpoint is not None:
+        accelerator.load_state(checkpoint)
+        # Find num steps and epoch from saved state string pattern
+        pattern = r"checkpoint-(\d+)-epoch-(\d+)"
+        match = re.search(pattern, checkpoint)
+        cur_step = int(match.group(1))
+        epochs_trained = int(match.group(2))
+
+        logger.info("  Continuing training from checkpoint, will skip to saved global_step")
+        logger.info(f"  Continuing training from epoch {epochs_trained}")
+        logger.info(f"  Continuing training from global step {cur_step}")
+
+        steps_trained_progress_bar.update(cur_step)
+
+        for epoch in range(0, epochs_trained):
+            vectorized_datasets["train"] = vectorized_datasets["train"].shuffle(training_args.seed)
+
+        if not data_args.streaming and training_args.max_steps < 0:
+            # we know exactly the number of steps per epoch, so can skip through the required number of batches
+            resume_step = (cur_step - epochs_trained * steps_per_epoch) * gradient_accumulation_steps
+        else:
+            # Currently we don't know how many steps we've taken in the current epoch
+            # So we just shuffle the dataset one extra time and start from a fresh epoch
+            # This is "good enough" for our purposes but not fully correct
+            resume_step = None
+            vectorized_datasets["train"] = vectorized_datasets["train"].shuffle(training_args.seed)
+    else:
+        resume_step = None
+
+    for epoch in range(epochs_trained, num_epochs):
+        vectorized_datasets["train"] = vectorized_datasets["train"].shuffle(training_args.seed)
+        train_dataloader = DataLoader(
+            vectorized_datasets["train"],
+            collate_fn=data_collator,
+            batch_size=per_device_train_batch_size,
+            num_workers=dataloader_num_workers,
+            prefetch_factor=prefetch_factor,
+            pin_memory=training_args.dataloader_pin_memory,
+        )
+        train_dataloader = accelerator.prepare(train_dataloader)
+        if hasattr(train_dataloader, "dataset") and isinstance(train_dataloader.dataset, IterableDataset):
+            train_dataloader.dataset.set_epoch(epoch)
+
+        if resume_step is not None:
+            # Skip the first N batches in the dataloader when resuming from a checkpoint
+            train_dataloader = accelerator.skip_first_batches(train_dataloader, resume_step)
+            resume_step = None
+
+        for batch in train_dataloader:
+            with accelerator.accumulate(student_model):
+                loss, train_metric = train_step(batch, temperature=training_args.temperature)
+                accelerator.backward(loss)
+                if accelerator.sync_gradients:
+                    accelerator.clip_grad_norm_(student_model.parameters(), training_args.max_grad_norm)
+                optimizer.step()
+                lr_scheduler.step()
+                optimizer.zero_grad()
+
+            # Check if the accelerator has performed an optimization step behind the scenes
+            if accelerator.sync_gradients:
+                steps_trained_progress_bar.update(1)
+                cur_step += 1
+
+                if cur_step % training_args.logging_steps == 0:
+                    steps_trained_progress_bar.write(
+                        f"Step... ({cur_step} / {total_train_steps} | Loss:"
+                        f" {train_metric['loss']}, Learning Rate:"
+                        f" {lr_scheduler.get_last_lr()[0]})"
+                    )
+                    log_metric(
+                        accelerator,
+                        metrics=train_metric,
+                        learning_rate=lr_scheduler.get_last_lr()[0],
+                        train_time=train_time + time.time() - train_start,
+                        step=cur_step,
+                        epoch=epoch,
+                        prefix="train",
+                    )
+
+                # save checkpoint and weights after each save_steps and at the end of training
+                if (cur_step % training_args.save_steps == 0) or cur_step == total_train_steps:
+                    intermediate_dir = os.path.join(training_args.output_dir, f"checkpoint-{cur_step}-epoch-{epoch}")
+                    accelerator.save_state(output_dir=intermediate_dir)
+                    feature_extractor.save_pretrained(intermediate_dir)
+                    tokenizer.save_pretrained(intermediate_dir)
+                    config.save_pretrained(intermediate_dir)
+                    student_model.generation_config.save_pretrained(intermediate_dir)
+
+                    accelerator.wait_for_everyone()
+                    if accelerator.is_main_process:
+                        rotate_checkpoints(training_args.save_total_limit, output_dir=training_args.output_dir)
+
+                        if training_args.push_to_hub:
+                            upload_folder(
+                                folder_path=training_args.output_dir,
+                                repo_id=repo_name,
+                                repo_type="model",
+                                commit_message=f"Saving train state of step {cur_step}",
+                            )
+
+                if training_args.do_eval and (cur_step % eval_steps == 0 or cur_step == total_train_steps):
+                    train_time += time.time() - train_start
+                    student_model.eval()
+                    wer_l, labels_l = [], []
+                    # ======================== Evaluating ==============================
+                    for eval_split in all_eval_splits:
+                        eval_metrics = []
+                        eval_preds = []
+                        eval_labels = []
+                        eval_start = time.time()
+
+                        validation_dataloader = DataLoader(
+                            vectorized_datasets[eval_split],
+                            collate_fn=data_collator,
+                            batch_size=per_device_eval_batch_size,
+                            drop_last=False,
+                            num_workers=dataloader_num_workers,
+                            prefetch_factor=prefetch_factor,
+                            pin_memory=training_args.dataloader_pin_memory,
+                        )
+                        validation_dataloader = accelerator.prepare(validation_dataloader)
+
+                        for batch in tqdm(
+                            validation_dataloader,
+                            desc=f"Evaluating {eval_split}...",
+                            position=2,
+                            disable=not accelerator.is_local_main_process,
+                        ):
+                            # Model forward
+                            eval_metric = eval_step(batch)
+                            eval_metric = accelerator.gather_for_metrics(eval_metric)
+                            eval_metrics.append(eval_metric)
+
+                            # generation
+                            if training_args.predict_with_generate:
+                                generated_ids = generate_step(batch)
+                                # Gather all predictions and targets
+                                generated_ids, labels = accelerator.gather_for_metrics(
+                                    (generated_ids, batch["labels"])
+                                )
+                                eval_preds.extend(generated_ids)
+                                eval_labels.extend(labels)
+
+                        eval_time = time.time() - eval_start
+                        # normalize eval metrics
+                        eval_metrics = {
+                            key: torch.mean(torch.stack([d[key] for d in eval_metrics])) for key in eval_metrics[0]
+                        }
+
+                        # compute WER metric
+                        wer_desc = ""
+                        if training_args.predict_with_generate:
+                            wer_metric, pred_str, label_str, norm_pred_str, norm_label_str = compute_metrics(
+                                eval_preds, eval_labels
+                            )
+                            eval_metrics.update(wer_metric)
+                            wer_desc = " ".join([f"Eval {key}: {value} |" for key, value in wer_metric.items()])
+                            log_pred(
+                                accelerator,
+                                pred_str,
+                                label_str,
+                                norm_pred_str,
+                                norm_label_str,
+                                step=cur_step,
+                                prefix=eval_split,
+                            )
+
+                        # Print metrics and update progress bar
+                        steps_trained_progress_bar.write(
+                            f"Eval results for step ({cur_step} / {total_train_steps} | Eval Loss: {eval_metrics['loss']} |"
+                            f" {wer_desc})"
+                        )
+
+                        wer_l.append(wer_metric)
+                        labels_l.append(norm_label_str)
+
+                        log_metric(
+                            accelerator,
+                            metrics=eval_metrics,
+                            train_time=eval_time,
+                            step=cur_step,
+                            epoch=epoch,
+                            prefix=eval_split,
+                        )
+
+                    # flush the train metrics
+                    train_start = time.time()
+
+                    # save best checkpoint
+                    numerators = [wer['wer'] * len(labs) for wer, labs in zip(wer_l, labels_l)] 
+                    val_wer = sum(numerators) / sum(len(labs) for labs in labels_l)
+
+                    if val_wer < best_val_wer:
+                        intermediate_dir = os.path.join(training_args.output_dir, f"checkpoint-{cur_step}-epoch-{epoch}-val-wer-{val_wer:.3f}")
+                        logger.info(f"Saving new best model, validation WER: {val_wer:.3f}")  
+                        accelerator.save_state(output_dir=intermediate_dir)
+                        feature_extractor.save_pretrained(intermediate_dir)
+                        tokenizer.save_pretrained(intermediate_dir)
+                        config.save_pretrained(intermediate_dir)
+                        student_model.generation_config.save_pretrained(intermediate_dir)
+
+                        accelerator.wait_for_everyone()
+
+                        # remove unnecesary checkpoints, save best model and push to hub
+                        if accelerator.is_main_process:
+                            rotate_checkpoints(training_args.save_best_total_limit, output_dir=training_args.output_dir, sorting_fn=sorted_best_checkpoints)
+                            
+                            accelerator.unwrap_model(student_model).save_pretrained(training_args.output_dir)
+
+                            if training_args.push_to_hub:
+                                upload_folder(
+                                    folder_path=training_args.output_dir,
+                                    repo_id=repo_name,
+                                    repo_type="model",
+                                    commit_message=f"Saving best state, step {cur_step}, val wer {val_wer:.3f}",
+                                )
+                                
+                        best_val_wer = val_wer
+
+                # break condition
+                if cur_step == total_train_steps:
+
+                    # the model under training_args.output_dir is the best model, let's also save end of training weights 
+                    final_weights_dir = os.path.join(training_args.output_dir, "end-of-training-weights")
+
+                    feature_extractor.save_pretrained(final_weights_dir)
+                    tokenizer.save_pretrained(final_weights_dir)
+                    # save the config and generation config as well
+                    config.save_pretrained(final_weights_dir)
+                    student_model.generation_config.save_pretrained(final_weights_dir)
+
+                    # un-wrap student model for save
+                    student_model = accelerator.unwrap_model(student_model)
+                    student_model.save_pretrained(final_weights_dir)
+
+                    if training_args.push_to_hub:
+                        upload_folder(
+                            folder_path=training_args.output_dir,
+                            repo_id=repo_name,
+                            repo_type="model",
+                            commit_message=f"Saving final weights of step {cur_step}",
+                        )
+
+                    continue_training = False
+                    break
+
+        if not continue_training:
+            break
+
+    accelerator.end_training()
+
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file
diff --git a/run_large_training.sh b/run_large_training.sh
new file mode 100644
index 0000000000000000000000000000000000000000..0efffcb5f72d24dc52122db391934c060e51aa59
--- /dev/null
+++ b/run_large_training.sh
@@ -0,0 +1,43 @@
+#!/usr/bin/env bash
+accelerate launch run_distillation.py \
+  --model_name_or_path "./previous-36500-epoch1-wer-15-250" \
+  --teacher_model_name_or_path "NbAiLab/nb-whisper-large" \
+  --train_dataset_name "NbAiLab/annotated_distil_raw_ncc_speech_v7_large" \
+  --train_dataset_config_name "" \
+  --train_split_name "train" \
+  --eval_dataset_name "NbAiLab/annotated_distil_raw_ncc_speech_v7_large" \
+  --eval_dataset_config_name "" \
+  --eval_split_name "validation" \
+  --eval_steps 500 \
+  --save_steps 1000 \
+  --warmup_steps 1000 \
+  --learning_rate 0.0003 \
+  --lr_scheduler_type "constant_with_warmup" \
+  --timestamp_probability 0.2 \
+  --condition_on_prev_probability 0.2 \
+  --language "no" \
+  --task "transcribe" \
+  --logging_steps 200 \
+  --save_total_limit 1 \
+  --max_steps 10000 \
+  --wer_threshold 5 \
+  --per_device_train_batch_size 32 \
+  --per_device_eval_batch_size 32 \
+  --dataloader_num_workers 8 \
+  --preprocessing_num_workers 8 \
+  --ddp_timeout 7200 \
+  --dtype "bfloat16" \
+  --attn_implementation "sdpa" \
+  --output_dir "./" \
+  --do_train \
+  --do_eval \
+  --gradient_checkpointing \
+  --overwrite_output_dir \
+  --predict_with_generate \
+  --freeze_encoder \
+  --freeze_embed_positions \
+  --streaming True \
+  --wandb_project "nb-distil-whisper-large-pytorch" \
+  --wandb_name "pytorch2_lr3e4_wer5" \
+  --push_to_hub
+
diff --git a/run_old.sh b/run_old.sh
new file mode 100644
index 0000000000000000000000000000000000000000..9f2e51053a55ca9046a94287a245f7facecd8a7a
--- /dev/null
+++ b/run_old.sh
@@ -0,0 +1,43 @@
+#!/usr/bin/env bash
+accelerate launch run_distillation.py \
+  --model_name_or_path "./nb-distil-large-init" \
+  --teacher_model_name_or_path "NbAiLab/nb-whisper-large" \
+  --train_dataset_name "NbAiLab/annotated_distil_raw_ncc_speech_v7_large" \
+  --train_dataset_config_name "" \
+  --train_split_name "train" \
+  --eval_dataset_name "NbAiLab/annotated_distil_raw_ncc_speech_v7_large" \
+  --eval_dataset_config_name "" \
+  --eval_split_name "validation" \
+  --eval_steps 500 \
+  --save_steps 1000 \
+  --warmup_steps 1000 \
+  --learning_rate 0.0003 \
+  --lr_scheduler_type "constant_with_warmup" \
+  --timestamp_probability 0.2 \
+  --condition_on_prev_probability 0.2 \
+  --language "no" \
+  --task "transcribe" \
+  --logging_steps 200 \
+  --save_total_limit 1 \
+  --max_steps 50000 \
+  --wer_threshold 0 \
+  --per_device_train_batch_size 32 \
+  --per_device_eval_batch_size 32 \
+  --dataloader_num_workers 2 \
+  --preprocessing_num_workers 2 \
+  --ddp_timeout 1800 \
+  --dtype "bfloat16" \
+  --attn_implementation "sdpa" \
+  --output_dir "./" \
+  --do_train \
+  --do_eval \
+  --gradient_checkpointing \
+  --overwrite_output_dir \
+  --predict_with_generate \
+  --freeze_encoder \
+  --freeze_embed_positions \
+  --streaming True \
+  --wandb_project "nb-distil-whisper-large-pytorch" \
+  --wandb_name "pytorch2_lr3e-4-wer0" \
+  --push_to_hub
+
diff --git a/run_pytorch2_backup_working.sh b/run_pytorch2_backup_working.sh
new file mode 100644
index 0000000000000000000000000000000000000000..8b38b6bd876f127d91895ce3c16796e6cbd8d432
--- /dev/null
+++ b/run_pytorch2_backup_working.sh
@@ -0,0 +1,43 @@
+#!/usr/bin/env bash
+accelerate launch run_distillation.py \
+  --model_name_or_path "./nb-distil-large-init" \
+  --teacher_model_name_or_path "NbAiLab/nb-whisper-large" \
+  --train_dataset_name "NbAiLab/annotated_distil_raw_ncc_speech_v7_large" \
+  --train_dataset_config_name "" \
+  --train_split_name "train" \
+  --eval_dataset_name "NbAiLab/annotated_distil_raw_ncc_speech_v7_large" \
+  --eval_dataset_config_name "" \
+  --eval_split_name "validation" \
+  --eval_steps 500 \
+  --save_steps 1000 \
+  --warmup_steps 1000 \
+  --learning_rate 0.0003 \
+  --lr_scheduler_type "constant_with_warmup" \
+  --timestamp_probability 0.2 \
+  --condition_on_prev_probability 0.2 \
+  --language "no" \
+  --task "transcribe" \
+  --logging_steps 200 \
+  --save_total_limit 1 \
+  --max_steps 50000 \
+  --wer_threshold 20 \
+  --per_device_train_batch_size 32 \
+  --per_device_eval_batch_size 32 \
+  --dataloader_num_workers 8 \
+  --preprocessing_num_workers 8 \
+  --ddp_timeout 7200 \
+  --dtype "bfloat16" \
+  --attn_implementation "sdpa" \
+  --output_dir "./" \
+  --do_train \
+  --do_eval \
+  --gradient_checkpointing \
+  --overwrite_output_dir \
+  --predict_with_generate \
+  --freeze_encoder \
+  --freeze_embed_positions \
+  --streaming True \
+  --wandb_project "nb-distil-whisper-large-pytorch"
+  --wandb_name "pytorch2_lr3e-4"
+  --push_to_hub
+
diff --git a/special_tokens_map.json b/special_tokens_map.json
new file mode 100644
index 0000000000000000000000000000000000000000..312bc106291bb51bf2cc1648df070bef963a0639
--- /dev/null
+++ b/special_tokens_map.json
@@ -0,0 +1,139 @@
+{
+  "additional_special_tokens": [
+    "<|startoftranscript|>",
+    "<|en|>",
+    "<|zh|>",
+    "<|de|>",
+    "<|es|>",
+    "<|ru|>",
+    "<|ko|>",
+    "<|fr|>",
+    "<|ja|>",
+    "<|pt|>",
+    "<|tr|>",
+    "<|pl|>",
+    "<|ca|>",
+    "<|nl|>",
+    "<|ar|>",
+    "<|sv|>",
+    "<|it|>",
+    "<|id|>",
+    "<|hi|>",
+    "<|fi|>",
+    "<|vi|>",
+    "<|he|>",
+    "<|uk|>",
+    "<|el|>",
+    "<|ms|>",
+    "<|cs|>",
+    "<|ro|>",
+    "<|da|>",
+    "<|hu|>",
+    "<|ta|>",
+    "<|no|>",
+    "<|th|>",
+    "<|ur|>",
+    "<|hr|>",
+    "<|bg|>",
+    "<|lt|>",
+    "<|la|>",
+    "<|mi|>",
+    "<|ml|>",
+    "<|cy|>",
+    "<|sk|>",
+    "<|te|>",
+    "<|fa|>",
+    "<|lv|>",
+    "<|bn|>",
+    "<|sr|>",
+    "<|az|>",
+    "<|sl|>",
+    "<|kn|>",
+    "<|et|>",
+    "<|mk|>",
+    "<|br|>",
+    "<|eu|>",
+    "<|is|>",
+    "<|hy|>",
+    "<|ne|>",
+    "<|mn|>",
+    "<|bs|>",
+    "<|kk|>",
+    "<|sq|>",
+    "<|sw|>",
+    "<|gl|>",
+    "<|mr|>",
+    "<|pa|>",
+    "<|si|>",
+    "<|km|>",
+    "<|sn|>",
+    "<|yo|>",
+    "<|so|>",
+    "<|af|>",
+    "<|oc|>",
+    "<|ka|>",
+    "<|be|>",
+    "<|tg|>",
+    "<|sd|>",
+    "<|gu|>",
+    "<|am|>",
+    "<|yi|>",
+    "<|lo|>",
+    "<|uz|>",
+    "<|fo|>",
+    "<|ht|>",
+    "<|ps|>",
+    "<|tk|>",
+    "<|nn|>",
+    "<|mt|>",
+    "<|sa|>",
+    "<|lb|>",
+    "<|my|>",
+    "<|bo|>",
+    "<|tl|>",
+    "<|mg|>",
+    "<|as|>",
+    "<|tt|>",
+    "<|haw|>",
+    "<|ln|>",
+    "<|ha|>",
+    "<|ba|>",
+    "<|jw|>",
+    "<|su|>",
+    "<|yue|>",
+    "<|translate|>",
+    "<|transcribe|>",
+    "<|startoflm|>",
+    "<|startofprev|>",
+    "<|nospeech|>",
+    "<|notimestamps|>"
+  ],
+  "bos_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}
diff --git a/tokenizer.json b/tokenizer.json
new file mode 100644
index 0000000000000000000000000000000000000000..d6cdb1d955905b443d5199adccfc7b81e3379a10
--- /dev/null
+++ b/tokenizer.json
@@ -0,0 +1,264904 @@
+{
+  "version": "1.0",
+  "truncation": null,
+  "padding": null,
+  "added_tokens": [
+    {
+      "id": 50257,
+      "content": "<|endoftext|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50258,
+      "content": "<|startoftranscript|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50259,
+      "content": "<|en|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50260,
+      "content": "<|zh|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50261,
+      "content": "<|de|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50262,
+      "content": "<|es|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50263,
+      "content": "<|ru|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50264,
+      "content": "<|ko|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50265,
+      "content": "<|fr|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50266,
+      "content": "<|ja|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50267,
+      "content": "<|pt|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50268,
+      "content": "<|tr|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50269,
+      "content": "<|pl|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50270,
+      "content": "<|ca|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50271,
+      "content": "<|nl|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50272,
+      "content": "<|ar|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50273,
+      "content": "<|sv|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50274,
+      "content": "<|it|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50275,
+      "content": "<|id|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50276,
+      "content": "<|hi|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50277,
+      "content": "<|fi|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50278,
+      "content": "<|vi|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50279,
+      "content": "<|he|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50280,
+      "content": "<|uk|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50281,
+      "content": "<|el|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50282,
+      "content": "<|ms|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50283,
+      "content": "<|cs|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50284,
+      "content": "<|ro|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50285,
+      "content": "<|da|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50286,
+      "content": "<|hu|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50287,
+      "content": "<|ta|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50288,
+      "content": "<|no|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50289,
+      "content": "<|th|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50290,
+      "content": "<|ur|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50291,
+      "content": "<|hr|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50292,
+      "content": "<|bg|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50293,
+      "content": "<|lt|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50294,
+      "content": "<|la|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50295,
+      "content": "<|mi|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50296,
+      "content": "<|ml|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50297,
+      "content": "<|cy|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50298,
+      "content": "<|sk|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50299,
+      "content": "<|te|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50300,
+      "content": "<|fa|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50301,
+      "content": "<|lv|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50302,
+      "content": "<|bn|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50303,
+      "content": "<|sr|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50304,
+      "content": "<|az|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50305,
+      "content": "<|sl|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50306,
+      "content": "<|kn|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50307,
+      "content": "<|et|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 50308,
+      "content": "<|mk|>",
+      "single_word": false,
+      "lstrip": false,
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+        "Ĺ"
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+        "ry"
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+        "ball"
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+      [
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+        "ches"
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+        "me"
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+      [
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+        "ess"
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+        "оÑĤ"
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+      [
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+        "ul"
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+      [
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+        "·"
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+        "udo"
+      ],
+      [
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+        "o"
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+      [
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+        "ìĬµ"
+      ],
+      [
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+        "ов"
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+      [
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+        "ем"
+      ],
+      [
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+        "ach"
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+      [
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+      [
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+        "ed"
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+        "ing"
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+        "led"
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+      [
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+        "got"
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+        "Ġdumb",
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+        "ĠÑĤ",
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+      [
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+        "Ġilleg",
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+        "Ġver",
+        "z"
+      ],
+      [
+        "m",
+        "än"
+      ],
+      [
+        "ĠÙĨ",
+        "ÛĴ"
+      ],
+      [
+        "Ġparano",
+        "id"
+      ],
+      [
+        "ĠA",
+        "ware"
+      ],
+      [
+        "ĠEngine",
+        "ers"
+      ],
+      [
+        "Ġproced",
+        "ural"
+      ],
+      [
+        "Ġpersonn",
+        "age"
+      ],
+      [
+        "Ġfark",
+        "lı"
+      ],
+      [
+        "é¡",
+        "Ĩ"
+      ],
+      [
+        "fl",
+        "owing"
+      ],
+      [
+        "ĠмеÑģÑĤ",
+        "а"
+      ],
+      [
+        "ĠB",
+        "are"
+      ],
+      [
+        "ist",
+        "em"
+      ],
+      [
+        "ĠpoczÄħt",
+        "ku"
+      ],
+      [
+        "Ġperson",
+        "ajes"
+      ],
+      [
+        "Ġìĸ´ë",
+        "łµ"
+      ],
+      [
+        "Ń",
+        "ī"
+      ],
+      [
+        "ĠХоÑĤ",
+        "Ñı"
+      ],
+      [
+        "Ġuns",
+        "ett"
+      ],
+      [
+        "ĠAbs",
+        "ol"
+      ],
+      [
+        "Ġ",
+        "ấy"
+      ],
+      [
+        "ĠMAY",
+        "OR"
+      ],
+      [
+        "пол",
+        "не"
+      ],
+      [
+        "Ġinform",
+        "ing"
+      ],
+      [
+        "Ġam",
+        "ps"
+      ],
+      [
+        "ÐŁ",
+        "ÑĢ"
+      ],
+      [
+        "ĠëŃ",
+        "Ķ"
+      ],
+      [
+        "a",
+        "eda"
+      ],
+      [
+        "Ġ×Ķ×",
+        "ij×"
+      ],
+      [
+        "ấ",
+        "n"
+      ],
+      [
+        "kel",
+        "ijk"
+      ],
+      [
+        "Ġathe",
+        "ist"
+      ],
+      [
+        "Ġtr",
+        "out"
+      ],
+      [
+        "Ġne",
+        "ues"
+      ],
+      [
+        "ĠNok",
+        "ia"
+      ],
+      [
+        "m",
+        "achen"
+      ],
+      [
+        "Ġwholes",
+        "ale"
+      ],
+      [
+        "ır",
+        "d"
+      ],
+      [
+        "I",
+        "ns"
+      ],
+      [
+        "ĠÑį",
+        "п"
+      ],
+      [
+        "Ġpr",
+        "ick"
+      ],
+      [
+        "ĠKind",
+        "ern"
+      ],
+      [
+        "à¸Ĺ",
+        "ำ"
+      ],
+      [
+        "Ġclass",
+        "y"
+      ],
+      [
+        "Ġî",
+        "nt"
+      ],
+      [
+        "ĠShop",
+        "ify"
+      ],
+      [
+        "ĠÑģ",
+        "оÑĢ"
+      ],
+      [
+        "Ġзак",
+        "ÑĢÑĭ"
+      ],
+      [
+        "z",
+        "uk"
+      ],
+      [
+        "Ġunivers",
+        "ally"
+      ],
+      [
+        "Ġteas",
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+      ],
+      [
+        "Ġrec",
+        "ount"
+      ],
+      [
+        "ĠnÃ¥gon",
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+      ],
+      [
+        "ĠX",
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+      ],
+      [
+        "isi",
+        "ème"
+      ],
+      [
+        "Ġweak",
+        "est"
+      ],
+      [
+        "Ġte",
+        "ÅŁekkür"
+      ],
+      [
+        "Ġmath",
+        "ematically"
+      ],
+      [
+        "ĠH",
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+      ],
+      [
+        "Ġíķľ",
+        "ëĭ¤"
+      ],
+      [
+        "Ġpart",
+        "ager"
+      ],
+      [
+        "ĠD",
+        "arr"
+      ],
+      [
+        "ê",
+        "º"
+      ],
+      [
+        "Ġε",
+        "κ"
+      ],
+      [
+        "Ġgerm",
+        "s"
+      ],
+      [
+        "Ġgel",
+        "ir"
+      ],
+      [
+        "Ġd",
+        "ul"
+      ],
+      [
+        ",",
+        "-"
+      ],
+      [
+        "Ġìĸ",
+        "¸ë"
+      ],
+      [
+        "Ġ×ŀ×",
+        "¦"
+      ],
+      [
+        "ĠÑı",
+        "ÑĢ"
+      ],
+      [
+        "Ġquot",
+        "id"
+      ],
+      [
+        "Ġprz",
+        "ysz"
+      ],
+      [
+        "Ġhard",
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+      ],
+      [
+        "Ġaqu",
+        "atic"
+      ],
+      [
+        "ĠJung",
+        "le"
+      ],
+      [
+        "ĠPC",
+        "R"
+      ],
+      [
+        "ĠEli",
+        "ot"
+      ],
+      [
+        "Ġo",
+        "str"
+      ],
+      [
+        "Ġma",
+        "pa"
+      ],
+      [
+        "ess",
+        "ä"
+      ],
+      [
+        "ĠG",
+        "IR"
+      ],
+      [
+        "ĠDri",
+        "ving"
+      ],
+      [
+        "ĠS",
+        "ami"
+      ],
+      [
+        "ĠMed",
+        "ien"
+      ],
+      [
+        "ĠCompan",
+        "ies"
+      ],
+      [
+        "ĠPh",
+        "arm"
+      ],
+      [
+        "se",
+        "its"
+      ],
+      [
+        "ĠR",
+        "im"
+      ],
+      [
+        "Ġο",
+        "ÏĢο"
+      ],
+      [
+        "Ġweiter",
+        "en"
+      ],
+      [
+        "Ġpizz",
+        "as"
+      ],
+      [
+        "ĠL",
+        "ydia"
+      ],
+      [
+        "ĠHe",
+        "ights"
+      ],
+      [
+        "Ġsincer",
+        "ity"
+      ],
+      [
+        "Ġnoss",
+        "as"
+      ],
+      [
+        "Ġd",
+        "ÅĤ"
+      ],
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+        "Ġalar",
+        "ming"
+      ],
+      [
+        "ĠC",
+        "auc"
+      ],
+      [
+        "ĠÑģм",
+        "ÑĭÑģ"
+      ],
+      [
+        "f",
+        "acing"
+      ],
+      [
+        "b",
+        "ags"
+      ],
+      [
+        "W",
+        "W"
+      ],
+      [
+        "ĠØ´",
+        "ÙĬ"
+      ],
+      [
+        "Ġcourt",
+        "room"
+      ],
+      [
+        "ĠPhill",
+        "ip"
+      ],
+      [
+        "Ġê²ĥ",
+        "ì²ĺëŁ¼"
+      ],
+      [
+        "ĠSpiel",
+        "er"
+      ],
+      [
+        "ãĤı",
+        "ãģĭ"
+      ],
+      [
+        "Ġk",
+        "ant"
+      ],
+      [
+        "Ġadm",
+        "itting"
+      ],
+      [
+        "ãĥģãĥ£",
+        "ãĥ³ãĥįãĥ«"
+      ],
+      [
+        "Ġcontain",
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+      ],
+      [
+        "å¼",
+        "ł"
+      ],
+      [
+        "Ġremo",
+        "vable"
+      ],
+      [
+        "Ġjum",
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+        "f",
+        "ocused"
+      ],
+      [
+        "ĠиÑĤог",
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+      ],
+      [
+        "ĠТ",
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+      [
+        "Ġv",
+        "ase"
+      ],
+      [
+        "ĠUS",
+        "C"
+      ],
+      [
+        "ĠMon",
+        "ate"
+      ],
+      [
+        "ĠJac",
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+      ],
+      [
+        "ĠH",
+        "OL"
+      ],
+      [
+        "ik",
+        "ed"
+      ],
+      [
+        "er",
+        "weise"
+      ],
+      [
+        "Ġgood",
+        "ies"
+      ],
+      [
+        "Ġhom",
+        "age"
+      ],
+      [
+        "׼ש",
+        "×Ļ×ķ"
+      ],
+      [
+        "Ġqu",
+        "ais"
+      ],
+      [
+        "Ġin",
+        "icial"
+      ],
+      [
+        "Ġguard",
+        "ing"
+      ],
+      [
+        "Ġd",
+        "azz"
+      ],
+      [
+        "Ġcomb",
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+      ],
+      [
+        "ĠÑĥп",
+        "ÑĢав"
+      ],
+      [
+        "ĠTal",
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+      ],
+      [
+        "å¥ĩ",
+        "æĢª"
+      ],
+      [
+        "Ġó",
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+      ],
+      [
+        "Ġintermitt",
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+      ],
+      [
+        "ĠMcC",
+        "arthy"
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+      [
+        "Ġsp",
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+      ],
+      [
+        "Ġty",
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+      ],
+      [
+        "Ġqu",
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+      ],
+      [
+        "èĪ",
+        "Ī"
+      ],
+      [
+        "j",
+        "ut"
+      ],
+      [
+        "ĠZ",
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+      ],
+      [
+        "Ġg",
+        "at"
+      ],
+      [
+        "大",
+        "åĵ¥"
+      ],
+      [
+        "Ġscaff",
+        "old"
+      ],
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+        "Ġneces",
+        "ario"
+      ],
+      [
+        "ĠZ",
+        "ahlen"
+      ],
+      [
+        "ĠS",
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+      ],
+      [
+        "ĠP",
+        "U"
+      ],
+      [
+        "Every",
+        "thing"
+      ],
+      [
+        "--------",
+        "--------"
+      ],
+      [
+        "Ġвз",
+        "ÑıÑĤÑĮ"
+      ],
+      [
+        "Ġspark",
+        "s"
+      ],
+      [
+        "Ġpend",
+        "ulum"
+      ],
+      [
+        "×ŀ×",
+        "Ł"
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+      [
+        "Ġìĥī",
+        "ê¹"
+      ],
+      [
+        "Ġmultipl",
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+      ],
+      [
+        "Ġл",
+        "адно"
+      ],
+      [
+        "ur",
+        "at"
+      ],
+      [
+        "Ġupset",
+        "ting"
+      ],
+      [
+        "è¡",
+        "Ģ"
+      ],
+      [
+        "b",
+        "ak"
+      ],
+      [
+        "Ġìµ",
+        "ľëĮĢ"
+      ],
+      [
+        "Ġan",
+        "ál"
+      ],
+      [
+        "ĠJO",
+        "E"
+      ],
+      [
+        "Ġk",
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+      ],
+      [
+        "ĠPat",
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+      ],
+      [
+        "ĠGu",
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+      [
+        "ck",
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+      ],
+      [
+        "ĠEgypt",
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+      ],
+      [
+        "ĠCit",
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+      ],
+      [
+        "ר",
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+      ],
+      [
+        "ĠÐķ",
+        "Ñīе"
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+      [
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+        "ого"
+      ],
+      [
+        "Ġsnow",
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+      [
+        "Ġlek",
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+      [
+        "Ġac",
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+      [
+        "ĠB",
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+      ],
+      [
+        "Ġgam",
+        "ble"
+      ],
+      [
+        "Ġadject",
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+      [
+        "к",
+        "ими"
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+      [
+        "o",
+        "ys"
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+      [
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+      [
+        "ĠHy",
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+        "Ġmoistur",
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+        "Ġmo",
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+      [
+        "OO",
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+      [
+        "Ġfac",
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+      [
+        "Ġdo",
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+      [
+        "Ġfear",
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+      [
+        "Ġesp",
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+      [
+        "Ġall",
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+      ],
+      [
+        "ĠC",
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+      [
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+        "ãĤ¸"
+      ],
+      [
+        "Ġconteú",
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+      [
+        "ĠPel",
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+      [
+        "Ġmind",
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+      [
+        "ro",
+        "ot"
+      ],
+      [
+        "Ġíķ",
+        "łë"
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+        "Ġп",
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+      ],
+      [
+        "ĠCall",
+        "ing"
+      ],
+      [
+        "ĠConf",
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+      ],
+      [
+        "ĠCon",
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+      [
+        "ins",
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+      [
+        "éner",
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+      [
+        "Ġsol",
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+      [
+        "од",
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+      [
+        "Ġguard",
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+      ],
+      [
+        "1",
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+      [
+        "ĠпÑģ",
+        "иÑħ"
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+      [
+        "ĠSh",
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+      [
+        "Ġtit",
+        "re"
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+      [
+        "olog",
+        "ne"
+      ],
+      [
+        "ĠпаÑĢ",
+        "Ñĥ"
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+      [
+        "ĠP",
+        "RE"
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+      [
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+        "ãĥī"
+      ],
+      [
+        "Ġl",
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+      ],
+      [
+        "ĠMit",
+        "gl"
+      ],
+      [
+        "ĠCar",
+        "ry"
+      ],
+      [
+        "Ġsp",
+        "ind"
+      ],
+      [
+        "ĠCant",
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+      [
+        "Ġkingdom",
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+      [
+        "rem",
+        "o"
+      ],
+      [
+        "Ġr",
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+      [
+        "Ġincap",
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+      [
+        "ĠW",
+        "R"
+      ],
+      [
+        "åĨį",
+        "è§ģ"
+      ],
+      [
+        "ĠÑģоб",
+        "ÑģÑĤвен"
+      ],
+      [
+        "Ġкак",
+        "иÑħ"
+      ],
+      [
+        "ĠSH",
+        "E"
+      ],
+      [
+        "ëĭ¹",
+        "íŀĪ"
+      ],
+      [
+        "Ġscar",
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+      [
+        "Ġper",
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+      [
+        "Ġex",
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+      [
+        "ĠS",
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+      [
+        "Ġsupp",
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+      ],
+      [
+        "Ġmunicip",
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+      [
+        "ĠD",
+        "iversity"
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+      [
+        "Ġt",
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+      [
+        "iel",
+        "s"
+      ],
+      [
+        "ĠlÃŃ",
+        "der"
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+      [
+        "Ġbl",
+        "uff"
+      ],
+      [
+        "Ġat",
+        "ra"
+      ],
+      [
+        "ly",
+        "s"
+      ],
+      [
+        "Ġma",
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+      ],
+      [
+        "Ġcód",
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+        "ĠHar",
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+      ],
+      [
+        "ru",
+        "le"
+      ],
+      [
+        "ic",
+        "ity"
+      ],
+      [
+        "Ġsimpl",
+        "istic"
+      ],
+      [
+        "ĠK",
+        "onst"
+      ],
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+        "åģ",
+        "¥"
+      ],
+      [
+        "ELL",
+        "I"
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+        "Ġför",
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+      ],
+      [
+        "Ġconstit",
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+      ],
+      [
+        "ĠÑģÑĤоÑĢон",
+        "Ñĥ"
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+      [
+        "Ġur",
+        "ged"
+      ],
+      [
+        "ĠP",
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+        "ì°",
+        "¨ë"
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+        "re",
+        "ce"
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+        "Ġpatri",
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+      [
+        "ĠCr",
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+      [
+        "Ġw",
+        "ink"
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+      [
+        "ой",
+        "ÑĤи"
+      ],
+      [
+        "uran",
+        "ça"
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+        "Ġseiz",
+        "ures"
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+      [
+        "Ġelect",
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+        "ĠDon",
+        "key"
+      ],
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+        "ĠI",
+        "U"
+      ],
+      [
+        "ĠM",
+        "OS"
+      ],
+      [
+        "Ġal",
+        "kal"
+      ],
+      [
+        "ì´",
+        "ī"
+      ],
+      [
+        "bes",
+        "ondere"
+      ],
+      [
+        "Ġparall",
+        "els"
+      ],
+      [
+        "Ġbitter",
+        "ness"
+      ],
+      [
+        "ät",
+        "tre"
+      ],
+      [
+        "ess",
+        "ional"
+      ],
+      [
+        "Ġsoy",
+        "bean"
+      ],
+      [
+        "Ġcoll",
+        "ab"
+      ],
+      [
+        "ĠReport",
+        "ing"
+      ],
+      [
+        "å§",
+        "Ķ"
+      ],
+      [
+        "Ġкомп",
+        "ании"
+      ],
+      [
+        "Ġwsz",
+        "yscy"
+      ],
+      [
+        "ĠCr",
+        "unch"
+      ],
+      [
+        "ise",
+        "en"
+      ],
+      [
+        "Ġamb",
+        "assadors"
+      ],
+      [
+        "ĠChe",
+        "v"
+      ],
+      [
+        "åį",
+        "Ī"
+      ],
+      [
+        "ов",
+        "Ñĭе"
+      ],
+      [
+        "s",
+        "ca"
+      ],
+      [
+        "ĠÑĢеÑĪ",
+        "ил"
+      ],
+      [
+        "о",
+        "ÑĤо"
+      ],
+      [
+        "Ġgleich",
+        "zeitig"
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+      [
+        "mer",
+        "n"
+      ],
+      [
+        "ü",
+        "st"
+      ],
+      [
+        "ĠHa",
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+      ],
+      [
+        "³´",
+        "ê²łìĬµëĭĪëĭ¤"
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+      [
+        "Ġsh",
+        "ores"
+      ],
+      [
+        "Ġdep",
+        "ress"
+      ],
+      [
+        "Ġa",
+        "hor"
+      ],
+      [
+        "ĠSte",
+        "uer"
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+      [
+        "ен",
+        "ÑĤи"
+      ],
+      [
+        "Ġstewards",
+        "hip"
+      ],
+      [
+        "Ġhar",
+        "p"
+      ],
+      [
+        "Ġendors",
+        "ed"
+      ],
+      [
+        "ıl",
+        "an"
+      ],
+      [
+        "Ġод",
+        "ним"
+      ],
+      [
+        "Ġcompet",
+        "ency"
+      ],
+      [
+        "Ġb",
+        "ert"
+      ],
+      [
+        "ĠT",
+        "ales"
+      ],
+      [
+        "Ġr",
+        "he"
+      ],
+      [
+        "Ġoh",
+        "h"
+      ],
+      [
+        "Ġê°Ħ",
+        "ëĭ¨"
+      ],
+      [
+        "Ġm",
+        "RNA"
+      ],
+      [
+        "Ġgang",
+        "ster"
+      ],
+      [
+        "ĠRun",
+        "ner"
+      ],
+      [
+        "ен",
+        "нÑĭм"
+      ],
+      [
+        "ph",
+        "oria"
+      ],
+      [
+        "ĠwÅĤaÅĽci",
+        "wie"
+      ],
+      [
+        "Ġqu",
+        "arto"
+      ],
+      [
+        "Ġorgan",
+        "ise"
+      ],
+      [
+        "ĠV",
+        "et"
+      ],
+      [
+        "P",
+        "ad"
+      ],
+      [
+        "ĠÙħ",
+        "Ø«"
+      ],
+      [
+        "Ġst",
+        "inks"
+      ],
+      [
+        "ĠD",
+        "ul"
+      ],
+      [
+        "u",
+        "em"
+      ],
+      [
+        "is",
+        "iej"
+      ],
+      [
+        "T",
+        "op"
+      ],
+      [
+        "Ġt",
+        "ussen"
+      ],
+      [
+        "ĠE",
+        "fendimiz"
+      ],
+      [
+        "ĠB",
+        "oule"
+      ],
+      [
+        "ĠSlo",
+        "ven"
+      ],
+      [
+        "ĠL",
+        "ö"
+      ],
+      [
+        "Ñij",
+        "з"
+      ],
+      [
+        "ÑĢи",
+        "п"
+      ],
+      [
+        "ca",
+        "ve"
+      ],
+      [
+        "Ġbo",
+        "î"
+      ],
+      [
+        "Ġapolog",
+        "ise"
+      ],
+      [
+        "ĠMar",
+        "ly"
+      ],
+      [
+        "ĠEx",
+        "port"
+      ],
+      [
+        "ĠCait",
+        "lin"
+      ],
+      [
+        "Ġtav",
+        "alla"
+      ],
+      [
+        "Ġent",
+        "ails"
+      ],
+      [
+        "Ġbr",
+        "om"
+      ],
+      [
+        "ĠCop",
+        "enh"
+      ],
+      [
+        "Ġwal",
+        "nut"
+      ],
+      [
+        "Ġins",
+        "ists"
+      ],
+      [
+        "Ġcu",
+        "á»Ļc"
+      ],
+      [
+        "ĠQ",
+        "uit"
+      ],
+      [
+        "ĠDev",
+        "ice"
+      ],
+      [
+        "×Ĵ",
+        "×Ŀ"
+      ],
+      [
+        "ĠD",
+        "OT"
+      ],
+      [
+        "Ġveloc",
+        "idad"
+      ],
+      [
+        "L",
+        "IE"
+      ],
+      [
+        "C",
+        "ool"
+      ],
+      [
+        "Ġsan",
+        "itation"
+      ],
+      [
+        "Ġol",
+        "ho"
+      ],
+      [
+        "ĠE",
+        "B"
+      ],
+      [
+        "ĠíĻķ",
+        "ìĭ¤íŀĪ"
+      ],
+      [
+        "ĠÐľ",
+        "иÑħ"
+      ],
+      [
+        "Ġz",
+        "uk"
+      ],
+      [
+        "Ġsurn",
+        "ame"
+      ],
+      [
+        "ĠSch",
+        "uld"
+      ],
+      [
+        "ru",
+        "ff"
+      ],
+      [
+        "c",
+        "ultural"
+      ],
+      [
+        "ĠÑģÑĤ",
+        "олÑĮко"
+      ],
+      [
+        "æĻļ",
+        "ä¸Ĭ"
+      ],
+      [
+        "Įë",
+        "į°"
+      ],
+      [
+        "Ġtor",
+        "to"
+      ],
+      [
+        "Ġback",
+        "ups"
+      ],
+      [
+        "ÑĢи",
+        "й"
+      ],
+      [
+        "re",
+        "lax"
+      ],
+      [
+        "Ġsyner",
+        "gy"
+      ],
+      [
+        "Ġbuff",
+        "s"
+      ],
+      [
+        "Ġap",
+        "o"
+      ],
+      [
+        "ĠWell",
+        "ness"
+      ],
+      [
+        "round",
+        "ed"
+      ],
+      [
+        "Ġunivers",
+        "es"
+      ],
+      [
+        "Ġf",
+        "era"
+      ],
+      [
+        "Ġstand",
+        "by"
+      ],
+      [
+        "ĠSil",
+        "va"
+      ],
+      [
+        "ĠJ",
+        "I"
+      ],
+      [
+        "ens",
+        "ored"
+      ],
+      [
+        "ĠìĹĨ",
+        "ëĭ¤"
+      ],
+      [
+        "ĠÐIJ",
+        "в"
+      ],
+      [
+        "ĠоÑĤ",
+        "дел"
+      ],
+      [
+        "Ġf",
+        "ø"
+      ],
+      [
+        "ĠRoc",
+        "kef"
+      ],
+      [
+        "ĠComp",
+        "ass"
+      ],
+      [
+        "ĠBe",
+        "ars"
+      ],
+      [
+        "Ġ",
+        "ä¸įè¦ģ"
+      ],
+      [
+        "T",
+        "urn"
+      ],
+      [
+        "Ġth",
+        "á»±c"
+      ],
+      [
+        "Ġposs",
+        "ibile"
+      ],
+      [
+        "Ġest",
+        "em"
+      ],
+      [
+        "ĠCroat",
+        "ia"
+      ],
+      [
+        "Ġtät",
+        "ä"
+      ],
+      [
+        "ĠC",
+        "AL"
+      ],
+      [
+        "à¹Ģà¸",
+        "ŀ"
+      ],
+      [
+        "ĠÑģÑĤ",
+        "ÑĢаÑħ"
+      ],
+      [
+        "Ġsal",
+        "ts"
+      ],
+      [
+        "Ġminimal",
+        "ist"
+      ],
+      [
+        "Ġincorpor",
+        "ates"
+      ],
+      [
+        "ĠÙĨÛģ",
+        "ÛĮÚº"
+      ],
+      [
+        "aca",
+        "o"
+      ],
+      [
+        "Ġsl",
+        "ammed"
+      ],
+      [
+        "Ġcam",
+        "a"
+      ],
+      [
+        "T",
+        "ext"
+      ],
+      [
+        "!!!!",
+        "!!"
+      ],
+      [
+        "Ġalc",
+        "anz"
+      ],
+      [
+        "é",
+        "ma"
+      ],
+      [
+        "Ġinc",
+        "ense"
+      ],
+      [
+        "Ġhard",
+        "en"
+      ],
+      [
+        "Ġgrant",
+        "ing"
+      ],
+      [
+        "ĠN",
+        "ai"
+      ],
+      [
+        "ĠFir",
+        "ma"
+      ],
+      [
+        "Ġhyp",
+        "oc"
+      ],
+      [
+        "j",
+        "ob"
+      ],
+      [
+        "ĠR",
+        "H"
+      ],
+      [
+        "z",
+        "ur"
+      ],
+      [
+        "ил",
+        "Ñı"
+      ],
+      [
+        "ĠÅ",
+        "º"
+      ],
+      [
+        "Ġda",
+        "res"
+      ],
+      [
+        "an",
+        "h"
+      ],
+      [
+        "Ġë§Į",
+        "íģ¼"
+      ],
+      [
+        "Ġcuest",
+        "ión"
+      ],
+      [
+        "ĠL",
+        "ima"
+      ],
+      [
+        "æĻ",
+        "¯"
+      ],
+      [
+        "Ġass",
+        "unto"
+      ],
+      [
+        "ĠIP",
+        "O"
+      ],
+      [
+        "ĠBeng",
+        "al"
+      ],
+      [
+        "ĠB",
+        "ier"
+      ],
+      [
+        "Ġpsy",
+        "che"
+      ],
+      [
+        "Ġacqu",
+        "ainted"
+      ],
+      [
+        "ĠG",
+        "ün"
+      ],
+      [
+        "оз",
+        "и"
+      ],
+      [
+        "ÅĽci",
+        "Äħ"
+      ],
+      [
+        "A",
+        "G"
+      ],
+      [
+        "Ġmalf",
+        "unction"
+      ],
+      [
+        "Ġastero",
+        "ids"
+      ],
+      [
+        "ire",
+        "z"
+      ],
+      [
+        "am",
+        "orph"
+      ],
+      [
+        "ĠÑģоÑĤ",
+        "ÑĢÑĥд"
+      ],
+      [
+        "Ġfresh",
+        "water"
+      ],
+      [
+        "Ġar",
+        "ran"
+      ],
+      [
+        "ĠпÑĢ",
+        "Ñĭ"
+      ],
+      [
+        "н",
+        "ог"
+      ],
+      [
+        "Ġdiab",
+        "etic"
+      ],
+      [
+        "ĠÙĤ",
+        "اÙĦ"
+      ],
+      [
+        "Ġopp",
+        "ress"
+      ],
+      [
+        "Ġcapacit",
+        "ance"
+      ],
+      [
+        "perform",
+        "ance"
+      ],
+      [
+        "cr",
+        "ates"
+      ],
+      [
+        "Ġapost",
+        "le"
+      ],
+      [
+        "ĠJ",
+        "EN"
+      ],
+      [
+        "OU",
+        "LD"
+      ],
+      [
+        "Int",
+        "ro"
+      ],
+      [
+        "Ġstall",
+        "s"
+      ],
+      [
+        "ĠAB",
+        "OUT"
+      ],
+      [
+        "ctic",
+        "amente"
+      ],
+      [
+        "Ġdil",
+        "igent"
+      ],
+      [
+        "Ġmanif",
+        "ests"
+      ],
+      [
+        "ĠPak",
+        "istani"
+      ],
+      [
+        "Ġ(",
+        "'"
+      ],
+      [
+        "åľ",
+        "º"
+      ]
+    ]
+  }
+}
\ No newline at end of file
diff --git a/tokenizer_config.json b/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b1652b4d3ffd54b35a070377addda8fd13ddc98a
--- /dev/null
+++ b/tokenizer_config.json
@@ -0,0 +1,12998 @@
+{
+  "add_prefix_space": true,
+  "added_tokens_decoder": {
+    "50257": {
+      "content": "<|endoftext|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50258": {
+      "content": "<|startoftranscript|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50259": {
+      "content": "<|en|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50260": {
+      "content": "<|zh|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50261": {
+      "content": "<|de|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50262": {
+      "content": "<|es|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50263": {
+      "content": "<|ru|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50264": {
+      "content": "<|ko|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50265": {
+      "content": "<|fr|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50266": {
+      "content": "<|ja|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50267": {
+      "content": "<|pt|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50268": {
+      "content": "<|tr|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50269": {
+      "content": "<|pl|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50270": {
+      "content": "<|ca|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50271": {
+      "content": "<|nl|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50272": {
+      "content": "<|ar|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50273": {
+      "content": "<|sv|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50274": {
+      "content": "<|it|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50275": {
+      "content": "<|id|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50276": {
+      "content": "<|hi|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50277": {
+      "content": "<|fi|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50278": {
+      "content": "<|vi|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50279": {
+      "content": "<|he|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50280": {
+      "content": "<|uk|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50281": {
+      "content": "<|el|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50282": {
+      "content": "<|ms|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50283": {
+      "content": "<|cs|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50284": {
+      "content": "<|ro|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50285": {
+      "content": "<|da|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50286": {
+      "content": "<|hu|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50287": {
+      "content": "<|ta|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50288": {
+      "content": "<|no|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50289": {
+      "content": "<|th|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50290": {
+      "content": "<|ur|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50291": {
+      "content": "<|hr|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50292": {
+      "content": "<|bg|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50293": {
+      "content": "<|lt|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50294": {
+      "content": "<|la|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50295": {
+      "content": "<|mi|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50296": {
+      "content": "<|ml|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50297": {
+      "content": "<|cy|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50298": {
+      "content": "<|sk|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50299": {
+      "content": "<|te|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50300": {
+      "content": "<|fa|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50301": {
+      "content": "<|lv|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50302": {
+      "content": "<|bn|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50303": {
+      "content": "<|sr|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50304": {
+      "content": "<|az|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50305": {
+      "content": "<|sl|>",
+      "lstrip": false,
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+  },
+  "additional_special_tokens": [
+    "<|startoftranscript|>",
+    "<|en|>",
+    "<|zh|>",
+    "<|de|>",
+    "<|es|>",
+    "<|ru|>",
+    "<|ko|>",
+    "<|fr|>",
+    "<|ja|>",
+    "<|pt|>",
+    "<|tr|>",
+    "<|pl|>",
+    "<|ca|>",
+    "<|nl|>",
+    "<|ar|>",
+    "<|sv|>",
+    "<|it|>",
+    "<|id|>",
+    "<|hi|>",
+    "<|fi|>",
+    "<|vi|>",
+    "<|he|>",
+    "<|uk|>",
+    "<|el|>",
+    "<|ms|>",
+    "<|cs|>",
+    "<|ro|>",
+    "<|da|>",
+    "<|hu|>",
+    "<|ta|>",
+    "<|no|>",
+    "<|th|>",
+    "<|ur|>",
+    "<|hr|>",
+    "<|bg|>",
+    "<|lt|>",
+    "<|la|>",
+    "<|mi|>",
+    "<|ml|>",
+    "<|cy|>",
+    "<|sk|>",
+    "<|te|>",
+    "<|fa|>",
+    "<|lv|>",
+    "<|bn|>",
+    "<|sr|>",
+    "<|az|>",
+    "<|sl|>",
+    "<|kn|>",
+    "<|et|>",
+    "<|mk|>",
+    "<|br|>",
+    "<|eu|>",
+    "<|is|>",
+    "<|hy|>",
+    "<|ne|>",
+    "<|mn|>",
+    "<|bs|>",
+    "<|kk|>",
+    "<|sq|>",
+    "<|sw|>",
+    "<|gl|>",
+    "<|mr|>",
+    "<|pa|>",
+    "<|si|>",
+    "<|km|>",
+    "<|sn|>",
+    "<|yo|>",
+    "<|so|>",
+    "<|af|>",
+    "<|oc|>",
+    "<|ka|>",
+    "<|be|>",
+    "<|tg|>",
+    "<|sd|>",
+    "<|gu|>",
+    "<|am|>",
+    "<|yi|>",
+    "<|lo|>",
+    "<|uz|>",
+    "<|fo|>",
+    "<|ht|>",
+    "<|ps|>",
+    "<|tk|>",
+    "<|nn|>",
+    "<|mt|>",
+    "<|sa|>",
+    "<|lb|>",
+    "<|my|>",
+    "<|bo|>",
+    "<|tl|>",
+    "<|mg|>",
+    "<|as|>",
+    "<|tt|>",
+    "<|haw|>",
+    "<|ln|>",
+    "<|ha|>",
+    "<|ba|>",
+    "<|jw|>",
+    "<|su|>",
+    "<|yue|>",
+    "<|translate|>",
+    "<|transcribe|>",
+    "<|startoflm|>",
+    "<|startofprev|>",
+    "<|nospeech|>",
+    "<|notimestamps|>"
+  ],
+  "bos_token": "<|endoftext|>",
+  "clean_up_tokenization_spaces": true,
+  "dropout": 0.2,
+  "eos_token": "<|endoftext|>",
+  "errors": "replace",
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "<|endoftext|>",
+  "processor_class": "WhisperProcessor",
+  "tokenizer_class": "WhisperTokenizer",
+  "trust_remote_code": false,
+  "unk_token": "<|endoftext|>",
+  "use_fast": true
+}
diff --git a/vocab.json b/vocab.json
new file mode 100644
index 0000000000000000000000000000000000000000..b45bc0e97a5511c917c112c42231cdbf455e200d
--- /dev/null
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