diff --git a/.gitattributes b/.gitattributes
index 91382cc7fb6f9003e1f7ed36187d86d531dbead1..f8622a0e57ee31f95f1dd4eb7ffb9df875d82445 100644
--- a/.gitattributes
+++ b/.gitattributes
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diff --git a/prep.py b/prep.py
new file mode 100644
index 0000000000000000000000000000000000000000..d8afaa64bbe7df737bf24b4335bb065cca2106df
--- /dev/null
+++ b/prep.py
@@ -0,0 +1,1283 @@
+from functools import partial
+import json
+import multiprocessing
+import os
+import random
+
+from datasets import load_dataset
+# pip install -q iso-639
+from iso639 import languages
+from promptsource.templates import DatasetTemplates
+
+# Set to False to use multilingual prompts e.g. 'id' for xcopa/id instead of 'en'
+USE_ENGLISH_PROMPTS = False
+
+MAX_EXAMPLES_PER_DATASET_PROMPT = 100_000
+
+STORY_CLOZE_DIR = "/gpfswork/rech/six/commun/code/tr13f-6B3-ml-t0/story_cloze_data"
+XSTORY_CLOZE_DIR = "/gpfswork/rech/six/commun/code/tr13f-6B3-ml-t0/xstory_cloze_data"
+
+# Some datasets have test sets with hidden labels which will still compile but only to noise
+# e.g. piqa test labels are all [-1] which still works on list indices resulting in 
+# noise samples where the label is always the same  
+SKIP_PROMPTS = {
+    "common_gen": {"test": ["all"]},
+    "piqa": {"test": ["all"]},
+    "qasc": {"test": ["all"]},
+    "imdb": {"unsupervised": ["all"]},
+    "glue/qqp": {"test": ["all"]},
+    "qasc": {"test": ["all"]},
+    "cosmos_qa": {"test": [
+        "description_context_question_answer_text", 
+        "description_context_question_text",
+        "description_context_question_answer_id",
+        "context_answer_to_question",
+        "context_description_question_answer_text",
+        "context_description_question_answer_id",
+        "context_question_description_answer_id",
+        "context_description_question_text",
+        "context_question_description_answer_text",
+        "only_question_answer",
+        "no_prompt_id",
+        "context_question_description_text",
+        "no_prompt_text",
+        ]},
+    "clue/tnews": {"test": ["all"]},
+    "clue/csl": {"test": ["all"]},
+    "clue/cmrc2018": {"test": ["generate_question", "in_an_exam", "answer_in_the_passage", "answer_following_question", "xp3longcontinue"]},
+    "clue/drcd": {"test": ["generate_question", "in_an_exam", "answer_in_the_passage", "answer_following_question", "xp3longcontinue"]},
+    "hellaswag": {"test": ["complete_first_then", "Topic of the context", "Open-ended completion", "Randomized prompts template", "Appropriate continuation - Yes or No", "Predict ending with hint", "Open-ended start", "Reversed appropriate continuation - Yes or No", "how_ends", "if_begins_how_continues"]},
+}
+
+DS_TO_ENG_PROMPT = {
+    "xcopa": "en",
+    "Muennighoff/xstory_cloze": "en",
+    "Muennighoff/xwinograd": "en",
+    'GEM/wiki_lingua': 'en_en', # Contains correct language names
+    'xnli': 'en',
+    "paws-x": "en",
+    "mlqa": "mlqa.en.en",
+    "xquad": "xquad.en",
+    "khalidalt/tydiqa-primary": "english",
+    "khalidalt/tydiqa-goldp": "english",
+    "pasinit/xlwic": "en",
+    "GEM/xlsum": "english",
+    "GEM/BiSECT": "en",
+}
+
+BIAS_FAIRNESS = [
+    ('crows_pairs', None),
+    ('jigsaw_toxicity_pred', None),
+    ('super_glue','axg'),
+    ('wino_bias','type1_anti'),
+    ('wino_bias','type2_anti'),
+    ('wino_bias','type1_pro'),
+    ('wino_bias','type2_pro'),
+]
+
+EVAL_DATASETS_L1 = [
+    ('super_glue','wsc.fixed'),
+    ('winogrande','winogrande_xl'),
+    ('super_glue','cb'),
+    ('super_glue','rte'),
+    ('anli',None),
+    ('story_cloze', '2016'),
+    ('Muennighoff/xstory_cloze', 'ar'),
+    ('Muennighoff/xstory_cloze', 'es'),
+    ('Muennighoff/xstory_cloze', 'eu'),
+    ('Muennighoff/xstory_cloze', 'id'),
+    ('Muennighoff/xstory_cloze', 'hi'),
+    ('Muennighoff/xstory_cloze', 'te'),
+    ('Muennighoff/xstory_cloze', 'sw'),
+    ('Muennighoff/xstory_cloze', 'zh'),
+    ('hellaswag', None),
+    ('super_glue', 'copa'),
+    # Multilingual
+    ('Muennighoff/xwinograd','en'),
+    ('Muennighoff/xwinograd','fr'),
+    ('Muennighoff/xwinograd','pt'),
+    ('Muennighoff/xwinograd','zh'),
+    ('clue', 'cluewsc2020'),
+    ('xcopa','id'),
+    ('xcopa','ta'),
+    ('xcopa','sw'),
+    ('xcopa','vi'),
+    ('xcopa','zh'),
+    ("xnli", "ar"),
+    ("xnli", "en"),
+    ("xnli", "es"),
+    ("xnli", "fr"),
+    ("xnli", "hi"),
+    ("xnli", "sw"),
+    ("xnli", "ur"),
+    ("xnli", "vi"),
+    ("xnli", "zh"),
+    ("openai_humaneval", None),
+    ("multi_eurlex", "all_languages")
+]
+
+ADD_TRAIN_DATASETS_L1_BLOOMZZ = [
+    ('super_glue','wsc.fixed'),
+    ('winogrande','winogrande_xl'),
+    ('story_cloze', '2016'),
+    ('Muennighoff/xstory_cloze', 'ar'),
+    ('Muennighoff/xstory_cloze', 'es'),
+    ('Muennighoff/xstory_cloze', 'eu'),
+    ('Muennighoff/xstory_cloze', 'id'),
+    ('Muennighoff/xstory_cloze', 'hi'),
+    ('Muennighoff/xstory_cloze', 'te'),
+    ('Muennighoff/xstory_cloze', 'sw'),
+    ('Muennighoff/xstory_cloze', 'zh'),
+    ('hellaswag', None),
+    ('super_glue', 'copa'),
+    # Multilingual
+    ('Muennighoff/xwinograd','en'),
+    ('Muennighoff/xwinograd','fr'),
+    ('Muennighoff/xwinograd','pt'),
+    ('Muennighoff/xwinograd','zh'),
+    ('clue', 'cluewsc2020'),
+    ('xcopa','id'),
+    ('xcopa','ta'),
+    ('xcopa','sw'),
+    ('xcopa','vi'),
+    ('xcopa','zh'),
+    ("multi_eurlex", "all_languages")
+    # ("openai_humaneval", None), # Low quality prompts
+]
+
+EVAL_DATASETS_L2 = [
+    ('Muennighoff/xwinograd','jp'),
+    ('Muennighoff/xwinograd','ru'),
+    ('xcopa','et'),
+    ('xcopa','ht'),
+    ('xcopa','it'),
+    ('xcopa','qu'),
+    ('xcopa','th'),
+    ('xcopa','tr'),
+    ("xnli", "bg"),
+    ("xnli", "de"),
+    ("xnli", "el"),
+    ("xnli", "ru"),
+    ("xnli", "th"),
+    ("xnli", "tr"),
+]
+
+TRAIN_DATASETS = [
+    # English-only
+    ('glue','mrpc'), 
+    ('glue','qqp'),
+    ('paws','labeled_final'),
+    ('ai2_arc','ARC-Challenge'),
+    ('ai2_arc','ARC-Easy'),
+    ('kilt_tasks','hotpotqa'),
+    ('trivia_qa','unfiltered'),
+    ('web_questions',None),
+    ('wiki_qa',None),
+    ('adversarial_qa','dbidaf'),
+    ('adversarial_qa','dbert'),
+    ('adversarial_qa','droberta'),
+    ('duorc','SelfRC'),
+    ('duorc','ParaphraseRC'),
+    ('ropes',None),
+    ('squad_v2',None),
+    ('super_glue','record'),
+    ('quoref',None),
+    ('cos_e','v1.11'),
+    ('cosmos_qa',None),
+    ('dream',None),
+    ('openbookqa','main'),
+    ('qasc',None),
+    ('quail',None),
+    ('quarel',None),
+    ('quartz',None),
+    ('race','high'),
+    ('race','middle'),
+    ('sciq',None),
+    ('social_i_qa',None),
+    ('super_glue','boolq'),
+    ('super_glue','multirc'),
+    ('wiki_hop','original'),
+    ('wiqa',None),
+    ('piqa',None),
+    ('amazon_polarity',None),
+    ('app_reviews',None),
+    ('imdb',None),
+    ('rotten_tomatoes',None),
+    ('yelp_review_full',None),
+    ('common_gen',None),
+    ('wiki_bio',None),
+    ('cnn_dailymail','3.0.0'),
+    ('gigaword',None),
+    ('multi_news',None),
+    ('samsum',None),
+    ('xsum',None),
+    ('ag_news',None),
+    ('dbpedia_14',None),
+    ('trec',None),
+    # Multilingual
+    ('GEM/wiki_lingua', 'ar'),
+    ('GEM/wiki_lingua', 'en'),
+    ('GEM/wiki_lingua', 'es'),
+    ('GEM/wiki_lingua', 'fr'),
+    ('GEM/wiki_lingua', 'hi'),
+    ('GEM/wiki_lingua', 'id'),
+    ('GEM/wiki_lingua', 'pt'),
+    ('GEM/wiki_lingua', 'vi'),
+    ('GEM/wiki_lingua', 'zh'),
+    ('Helsinki-NLP/tatoeba_mt', 'ara-eng'),
+    ('Helsinki-NLP/tatoeba_mt', 'ara-fra'),
+    ('Helsinki-NLP/tatoeba_mt', 'ara-spa'),
+    ('Helsinki-NLP/tatoeba_mt', 'ben-eng'),
+    ('Helsinki-NLP/tatoeba_mt', 'cat-eng'),
+    ('Helsinki-NLP/tatoeba_mt', 'cat-fra'),
+    ('Helsinki-NLP/tatoeba_mt', 'cat-por'),
+    ('Helsinki-NLP/tatoeba_mt', 'cat-spa'),
+    ('Helsinki-NLP/tatoeba_mt', 'eng-cmn_Hans'),
+    ('Helsinki-NLP/tatoeba_mt', 'eng-cmn_Hant'),
+    ('Helsinki-NLP/tatoeba_mt', 'eng-eus'),
+    ('Helsinki-NLP/tatoeba_mt', 'eng-fra'),
+    ('Helsinki-NLP/tatoeba_mt', 'eng-hin'),
+    ('Helsinki-NLP/tatoeba_mt', 'eng-ind'),
+    ('Helsinki-NLP/tatoeba_mt', 'eng-mal'),
+    ('Helsinki-NLP/tatoeba_mt', 'eng-mar'),
+    ('Helsinki-NLP/tatoeba_mt', 'eng-por'),
+    ('Helsinki-NLP/tatoeba_mt', 'eng-run'),
+    ('Helsinki-NLP/tatoeba_mt', 'eng-spa'),
+    ('Helsinki-NLP/tatoeba_mt', 'eng-swa'),
+    ('Helsinki-NLP/tatoeba_mt', 'eng-tam'),
+    ('Helsinki-NLP/tatoeba_mt', 'eng-tel'),
+    ('Helsinki-NLP/tatoeba_mt', 'eng-urd'),
+    ('Helsinki-NLP/tatoeba_mt', 'eng-vie'),
+    ('Helsinki-NLP/tatoeba_mt', 'eng-zho'),
+    ('Helsinki-NLP/tatoeba_mt', 'eus-spa'),
+    ('Helsinki-NLP/tatoeba_mt', 'fra-cmn_Hans'),
+    ('Helsinki-NLP/tatoeba_mt', 'fra-cmn_Hant'),
+    ('Helsinki-NLP/tatoeba_mt', 'fra-ind'),
+    ('Helsinki-NLP/tatoeba_mt', 'fra-por'),
+    ('Helsinki-NLP/tatoeba_mt', 'fra-run'),
+    ('Helsinki-NLP/tatoeba_mt', 'fra-spa'),
+    ('Helsinki-NLP/tatoeba_mt', 'fra-vie'),
+    ('Helsinki-NLP/tatoeba_mt', 'fra-zho'),
+    ('Helsinki-NLP/tatoeba_mt', 'hin-urd'),
+    ('Helsinki-NLP/tatoeba_mt', 'hin-zho'),
+    ('Helsinki-NLP/tatoeba_mt', 'por-cmn_Hans'),
+    ('Helsinki-NLP/tatoeba_mt', 'por-cmn_Hant'),
+    ('Helsinki-NLP/tatoeba_mt', 'por-spa'),
+    ('Helsinki-NLP/tatoeba_mt', 'por-zho'),
+    ('Helsinki-NLP/tatoeba_mt', 'run-spa'),
+    ('Helsinki-NLP/tatoeba_mt', 'spa-cmn_Hans'),
+    ('Helsinki-NLP/tatoeba_mt', 'spa-cmn_Hant'),
+    ('Helsinki-NLP/tatoeba_mt', 'spa-vie'),
+    ('Helsinki-NLP/tatoeba_mt', 'spa-zho'),
+    ('Helsinki-NLP/tatoeba_mt', 'vie-cmn_Hans'),
+    ('Helsinki-NLP/tatoeba_mt', 'vie-zho'),
+    ('xquad', 'xquad.ar'),
+    ('xquad', 'xquad.zh'),
+    ('xquad', 'xquad.vi'),
+    ('xquad', 'xquad.en'),
+    ('xquad', 'xquad.es'),
+    ('xquad', 'xquad.hi'),
+    ('mlqa', 'mlqa.ar.ar'),
+    ('mlqa', 'mlqa.vi.vi'),
+    ('mlqa', 'mlqa.zh.zh'),
+    ('mlqa', 'mlqa.es.es'),
+    ('mlqa', 'mlqa.en.en'),
+    ('mlqa', 'mlqa.hi.hi'),
+
+    ('mlqa', 'mlqa.ar.vi'),
+    ('mlqa', 'mlqa.ar.zh'),
+    ('mlqa', 'mlqa.ar.es'),
+    ('mlqa', 'mlqa.ar.en'),
+    ('mlqa', 'mlqa.ar.hi'),
+
+    ('mlqa', 'mlqa.vi.ar'),
+    ('mlqa', 'mlqa.vi.zh'),
+    ('mlqa', 'mlqa.vi.es'),
+    ('mlqa', 'mlqa.vi.en'),
+    ('mlqa', 'mlqa.vi.hi'),
+
+    ('mlqa', 'mlqa.zh.ar'),
+    ('mlqa', 'mlqa.zh.vi'),
+    ('mlqa', 'mlqa.zh.es'),
+    ('mlqa', 'mlqa.zh.en'),
+    ('mlqa', 'mlqa.zh.hi'),
+
+    ('mlqa', 'mlqa.es.ar'),
+    ('mlqa', 'mlqa.es.vi'),
+    ('mlqa', 'mlqa.es.zh'),
+    ('mlqa', 'mlqa.es.en'),
+    ('mlqa', 'mlqa.es.hi'),
+
+    ('mlqa', 'mlqa.en.ar'),
+    ('mlqa', 'mlqa.es.vi'),
+    ('mlqa', 'mlqa.es.zh'),
+    ('mlqa', 'mlqa.es.es'),
+    ('mlqa', 'mlqa.es.hi'),
+
+    ('mlqa', 'mlqa.hi.ar'),
+    ('mlqa', 'mlqa.hi.vi'),
+    ('mlqa', 'mlqa.hi.zh'),
+    ('mlqa', 'mlqa.hi.es'),
+    ('mlqa', 'mlqa.hi.en'),
+
+    ('paws-x', 'en'),
+    ('paws-x', 'es'),
+    ('paws-x', 'fr'),
+    ('paws-x', 'zh'),
+    ('khalidalt/tydiqa-primary', 'arabic'),
+    ('khalidalt/tydiqa-primary', 'bengali'),
+    ('khalidalt/tydiqa-primary', 'english'),
+    ('khalidalt/tydiqa-primary', 'indonesian'),
+    ('khalidalt/tydiqa-primary', 'swahili'),
+    ('khalidalt/tydiqa-primary', 'telugu'),
+    ('khalidalt/tydiqa-goldp', 'arabic'),
+    ('khalidalt/tydiqa-goldp', 'bengali'),
+    ('khalidalt/tydiqa-goldp', 'english'),
+    ('khalidalt/tydiqa-goldp', 'indonesian'),
+    ('khalidalt/tydiqa-goldp', 'swahili'),
+    ('khalidalt/tydiqa-goldp', 'telugu'),
+    ('Muennighoff/mbpp', 'sanitized'),
+    ("great_code", None),
+    ("neural_code_search", "evaluation_dataset"),
+    ("codeparrot/codecomplex", "codeparrot--codecomplex"),
+    ("codeparrot/github-jupyter-text-code-pairs", None),
+    ("codeparrot/apps", "all"),
+    ("codeparrot/xlcost-text-to-code", "Python-program-level"),
+    ("codeparrot/xlcost-text-to-code", "C-program-level"),
+    ("codeparrot/xlcost-text-to-code", "C++-program-level"),
+    ("codeparrot/xlcost-text-to-code", "Csharp-program-level"),
+    ("codeparrot/xlcost-text-to-code", "Java-program-level"),
+    ("codeparrot/xlcost-text-to-code", "Javascript-program-level"),
+    ("codeparrot/xlcost-text-to-code", "PHP-program-level"),
+    ("teven/code_contests", None),
+    ("teven/code_docstring_corpus", "top_level"),
+    ("Fraser/python-state-changes", None),
+    ('clue', 'c3'),
+    ('clue', 'cmrc2018'),
+    ('clue', 'csl'),
+    ('clue', 'drcd'),
+    ('clue', 'tnews'),
+    ('super_glue', 'wic'),
+    ('pasinit/xlwic', "xlwic_en_zh"),
+    ('pasinit/xlwic', "xlwic_fr_fr"),
+    ('GEM/BiSECT', "en"),
+    ('GEM/BiSECT', "es"),
+    ('GEM/BiSECT', "fr"),
+    ('GEM/xlsum', "arabic"),
+    ('GEM/xlsum', "bengali"),
+    ('GEM/xlsum', "chinese_simplified"),
+    ('GEM/xlsum', "chinese_traditional"),
+    ('GEM/xlsum', "english"),
+    ('GEM/xlsum', "french"),
+    ('GEM/xlsum', "gujarati"),
+    ('GEM/xlsum', "hindi"),
+    ('GEM/xlsum', "igbo"),
+    ('GEM/xlsum', "indonesian"),
+    ('GEM/xlsum', "kirundi"),
+    ('GEM/xlsum', "marathi"),
+    ('GEM/xlsum', "nepali"),
+    ('GEM/xlsum', "portuguese"),
+    ('GEM/xlsum', "punjabi"),
+    ('GEM/xlsum', "spanish"),
+    ('GEM/xlsum', "swahili"),
+    ('GEM/xlsum', "tamil"),
+    ('GEM/xlsum', "telugu"),
+    ('GEM/xlsum', "urdu"),
+    ('GEM/xlsum', "vietnamese"),
+    ('GEM/xlsum', "yoruba"),
+    # flores200, wmt & more wikilingua added below
+]
+
+FLORES_LANGS = [
+    ("Acehnese (Arabic script)", "ace_Arab"),
+    ("Acehnese (Latin script)", "ace_Latn"),
+    ("Mesopotamian Arabic", "acm_Arab"),
+    ("Ta’izzi-Adeni Arabic", "acq_Arab"),
+    ("Tunisian Arabic", "aeb_Arab"),
+    ("Afrikaans", "afr_Latn"),
+    ("South Levantine Arabic", "ajp_Arab"),
+    ("Akan", "aka_Latn"),
+    ("Amharic", "amh_Ethi"),
+    ("North Levantine Arabic", "apc_Arab"),
+    ("Modern Standard Arabic", "arb_Arab"),
+    ("Modern Standard Arabic (Romanized)", "arb_Latn"),
+    ("Najdi Arabic", "ars_Arab"),
+    ("Moroccan Arabic", "ary_Arab"),
+    ("Egyptian Arabic", "arz_Arab"),
+    ("Assamese", "asm_Beng"),
+    ("Asturian", "ast_Latn"),
+    ("Awadhi", "awa_Deva"),
+    ("Central Aymara", "ayr_Latn"),
+    ("South Azerbaijani", "azb_Arab"),
+    ("North Azerbaijani", "azj_Latn"),
+    ("Bashkir", "bak_Cyrl"),
+    ("Bambara", "bam_Latn"),
+    ("Balinese", "ban_Latn"),
+    ("Belarusian", "bel_Cyrl"),
+    ("Bemba", "bem_Latn"),
+    ("Bengali", "ben_Beng"),
+    ("Bhojpuri", "bho_Deva"),
+    ("Banjar (Arabic script)", "bjn_Arab"),
+    ("Banjar (Latin script)", "bjn_Latn"),
+    ("Standard Tibetan", "bod_Tibt"),
+    ("Bosnian", "bos_Latn"),
+    ("Buginese", "bug_Latn"),
+    ("Bulgarian", "bul_Cyrl"),
+    ("Catalan", "cat_Latn"),
+    ("Cebuano", "ceb_Latn"),
+    ("Czech", "ces_Latn"),
+    ("Chokwe", "cjk_Latn"),
+    ("Central Kurdish", "ckb_Arab"),
+    ("Crimean Tatar", "crh_Latn"),
+    ("Welsh", "cym_Latn"),
+    ("Danish", "dan_Latn"),
+    ("German", "deu_Latn"),
+    ("Southwestern Dinka", "dik_Latn"),
+    ("Dyula", "dyu_Latn"),
+    ("Dzongkha", "dzo_Tibt"),
+    ("Greek", "ell_Grek"),
+    ("English", "eng_Latn"),
+    ("Esperanto", "epo_Latn"),
+    ("Estonian", "est_Latn"),
+    ("Basque", "eus_Latn"),
+    ("Ewe", "ewe_Latn"),
+    ("Faroese", "fao_Latn"),
+    ("Fijian", "fij_Latn"),
+    ("Finnish", "fin_Latn"),
+    ("Fon", "fon_Latn"),
+    ("French", "fra_Latn"),
+    ("Friulian", "fur_Latn"),
+    ("Nigerian Fulfulde", "fuv_Latn"),
+    ("Scottish Gaelic", "gla_Latn"),
+    ("Irish", "gle_Latn"),
+    ("Galician", "glg_Latn"),
+    ("Guarani", "grn_Latn"),
+    ("Gujarati", "guj_Gujr"),
+    ("Haitian Creole", "hat_Latn"),
+    ("Hausa", "hau_Latn"),
+    ("Hebrew", "heb_Hebr"),
+    ("Hindi", "hin_Deva"),
+    ("Chhattisgarhi", "hne_Deva"),
+    ("Croatian", "hrv_Latn"),
+    ("Hungarian", "hun_Latn"),
+    ("Armenian", "hye_Armn"),
+    ("Igbo", "ibo_Latn"),
+    ("Ilocano", "ilo_Latn"),
+    ("Indonesian", "ind_Latn"),
+    ("Icelandic", "isl_Latn"),
+    ("Italian", "ita_Latn"),
+    ("Javanese", "jav_Latn"),
+    ("Japanese", "jpn_Jpan"),
+    ("Kabyle", "kab_Latn"),
+    ("Jingpho", "kac_Latn"),
+    ("Kamba", "kam_Latn"),
+    ("Kannada", "kan_Knda"),
+    ("Kashmiri (Arabic script)", "kas_Arab"),
+    ("Kashmiri (Devanagari script)", "kas_Deva"),
+    ("Georgian", "kat_Geor"),
+    ("Central Kanuri (Arabic script)", "knc_Arab"),
+    ("Central Kanuri (Latin script)", "knc_Latn"),
+    ("Kazakh", "kaz_Cyrl"),
+    ("Kabiyè", "kbp_Latn"),
+    ("Kabuverdianu", "kea_Latn"),
+    ("Khmer", "khm_Khmr"),
+    ("Kikuyu", "kik_Latn"),
+    ("Kinyarwanda", "kin_Latn"),
+    ("Kyrgyz", "kir_Cyrl"),
+    ("Kimbundu", "kmb_Latn"),
+    ("Northern Kurdish", "kmr_Latn"),
+    ("Kikongo", "kon_Latn"),
+    ("Korean", "kor_Hang"),
+    ("Lao", "lao_Laoo"),
+    ("Ligurian", "lij_Latn"),
+    ("Limburgish", "lim_Latn"),
+    ("Lingala", "lin_Latn"),
+    ("Lithuanian", "lit_Latn"),
+    ("Lombard", "lmo_Latn"),
+    ("Latgalian", "ltg_Latn"),
+    ("Luxembourgish", "ltz_Latn"),
+    ("Luba-Kasai", "lua_Latn"),
+    ("Ganda", "lug_Latn"),
+    ("Luo", "luo_Latn"),
+    ("Mizo", "lus_Latn"),
+    ("Standard Latvian", "lvs_Latn"),
+    ("Magahi", "mag_Deva"),
+    ("Maithili", "mai_Deva"),
+    ("Malayalam", "mal_Mlym"),
+    ("Marathi", "mar_Deva"),
+    ("Minangkabau (Arabic script)", "min_Arab"),
+    ("Minangkabau (Latin script)", "min_Latn"),
+    ("Macedonian", "mkd_Cyrl"),
+    ("Plateau Malagasy", "plt_Latn"),
+    ("Maltese", "mlt_Latn"),
+    ("Meitei (Bengali script)", "mni_Beng"),
+    ("Halh Mongolian", "khk_Cyrl"),
+    ("Mossi", "mos_Latn"),
+    ("Maori", "mri_Latn"),
+    ("Burmese", "mya_Mymr"),
+    ("Dutch", "nld_Latn"),
+    ("Norwegian Nynorsk", "nno_Latn"),
+    ("Norwegian Bokmål", "nob_Latn"),
+    ("Nepali", "npi_Deva"),
+    ("Northern Sotho", "nso_Latn"),
+    ("Nuer", "nus_Latn"),
+    ("Nyanja", "nya_Latn"),
+    ("Occitan", "oci_Latn"),
+    ("West Central Oromo", "gaz_Latn"),
+    ("Odia", "ory_Orya"),
+    ("Pangasinan", "pag_Latn"),
+    ("Eastern Panjabi", "pan_Guru"),
+    ("Papiamento", "pap_Latn"),
+    ("Western Persian", "pes_Arab"),
+    ("Polish", "pol_Latn"),
+    ("Portuguese", "por_Latn"),
+    ("Dari", "prs_Arab"),
+    ("Southern Pashto", "pbt_Arab"),
+    ("Ayacucho Quechua", "quy_Latn"),
+    ("Romanian", "ron_Latn"),
+    ("Rundi", "run_Latn"),
+    ("Russian", "rus_Cyrl"),
+    ("Sango", "sag_Latn"),
+    ("Sanskrit", "san_Deva"),
+    ("Santali", "sat_Olck"),
+    ("Sicilian", "scn_Latn"),
+    ("Shan", "shn_Mymr"),
+    ("Sinhala", "sin_Sinh"),
+    ("Slovak", "slk_Latn"),
+    ("Slovenian", "slv_Latn"),
+    ("Samoan", "smo_Latn"),
+    ("Shona", "sna_Latn"),
+    ("Sindhi", "snd_Arab"),
+    ("Somali", "som_Latn"),
+    ("Southern Sotho", "sot_Latn"),
+    ("Spanish", "spa_Latn"),
+    ("Tosk Albanian", "als_Latn"),
+    ("Sardinian", "srd_Latn"),
+    ("Serbian", "srp_Cyrl"),
+    ("Swati", "ssw_Latn"),
+    ("Sundanese", "sun_Latn"),
+    ("Swedish", "swe_Latn"),
+    ("Swahili", "swh_Latn"),
+    ("Silesian", "szl_Latn"),
+    ("Tamil", "tam_Taml"),
+    ("Tatar", "tat_Cyrl"),
+    ("Telugu", "tel_Telu"),
+    ("Tajik", "tgk_Cyrl"),
+    ("Tagalog", "tgl_Latn"),
+    ("Thai", "tha_Thai"),
+    ("Tigrinya", "tir_Ethi"),
+    ("Tamasheq (Latin script)", "taq_Latn"),
+    ("Tamasheq (Tifinagh script)", "taq_Tfng"),
+    ("Tok Pisin", "tpi_Latn"),
+    ("Tswana", "tsn_Latn"),
+    ("Tsonga", "tso_Latn"),
+    ("Turkmen", "tuk_Latn"),
+    ("Tumbuka", "tum_Latn"),
+    ("Turkish", "tur_Latn"),
+    ("Twi", "twi_Latn"),
+    ("Central Atlas Tamazight", "tzm_Tfng"),
+    ("Uyghur", "uig_Arab"),
+    ("Ukrainian", "ukr_Cyrl"),
+    ("Umbundu", "umb_Latn"),
+    ("Urdu", "urd_Arab"),
+    ("Northern Uzbek", "uzn_Latn"),
+    ("Venetian", "vec_Latn"),
+    ("Vietnamese", "vie_Latn"),
+    ("Waray", "war_Latn"),
+    ("Wolof", "wol_Latn"),
+    ("Xhosa", "xho_Latn"),
+    ("Eastern Yiddish", "ydd_Hebr"),
+    ("Yoruba", "yor_Latn"),
+    ("Yue Chinese", "yue_Hant"),
+    ("Chinese (Simplified)", "zho_Hans"),
+    ("Chinese (Traditional)", "zho_Hant"),
+    ("Standard Malay", "zsm_Latn"),
+    ("Zulu", "zul_Latn"),
+]
+
+WMT22_LANGS = [
+    ("afr", "eng"),
+    ("afr", "som"),
+    ("amh", "eng"),
+    ("amh", "fra"),
+    ("amh", "nya"),
+    ("amh", "orm"),
+    ("amh", "sna"),
+    ("amh", "som"),
+    ("amh", "ssw"),
+    ("amh", "swh"),
+    ("amh", "tsn"),
+    ("amh", "tso"),
+    ("amh", "umb"),
+    ("amh", "xho"),
+    ("amh", "yor"),
+    ("amh", "zul"),
+    ("eng", "fuv"),
+    ("eng", "hau"),
+    ("eng", "ibo"),
+    ("eng", "kam"),
+    ("eng", "kin"),
+    ("eng", "lin"),
+    ("eng", "lug"),
+    ("eng", "luo"),
+    ("eng", "nso"),
+    ("eng", "nya"),
+    ("eng", "orm"),
+    ("eng", "sna"),
+    ("eng", "som"),
+    ("eng", "ssw"),
+    ("eng", "swh"),
+    ("eng", "tsn"),
+    ("eng", "tso"),
+    ("eng", "umb"),
+    ("eng", "wol"),
+    ("eng", "xho"),
+    ("eng", "yor"),
+    ("eng", "zul"),
+    ("fra", "hau"),
+    ("fra", "ibo"),
+    ("fra", "kam"),
+    ("fra", "kin"),
+    ("fra", "lin"),
+    ("fra", "lug"),
+    ("fra", "luo"),
+    ("fra", "nso"),
+    ("fra", "nya"),
+    ("fra", "orm"),
+    ("fra", "som"),
+    ("fra", "ssw"),
+    ("fra", "swh"),
+    ("fra", "tsn"),
+    ("fra", "tso"),
+    ("fra", "umb"),
+    ("fra", "wol"),
+    ("fra", "xho"),
+    ("fra", "zul"),
+    ("fuv", "hau"),
+    ("fuv", "ibo"),
+    ("fuv", "kam"),
+    ("fuv", "kin"),
+    ("fuv", "lug"),
+    ("fuv", "luo"),
+    ("fuv", "nso"),
+    ("fuv", "nya"),
+    ("fuv", "orm"),
+    ("fuv", "sna"),
+    ("fuv", "som"),
+    ("fuv", "ssw"),
+    ("fuv", "swh"),
+    ("fuv", "tsn"),
+    ("fuv", "tso"),
+    ("fuv", "umb"),
+    ("fuv", "xho"),
+    ("fuv", "yor"),
+    ("fuv", "zul"),
+    ("hau", "ibo"),
+    ("hau", "kam"),
+    ("hau", "kin"),
+    ("hau", "lug"),
+    ("hau", "luo"),
+    ("hau", "nso"),
+    ("hau", "nya"),
+    ("hau", "orm"),
+    ("hau", "sna"),
+    ("hau", "som"),
+    ("hau", "ssw"),
+    ("hau", "swh"),
+    ("hau", "tsn"),
+    ("hau", "tso"),
+    ("hau", "umb"),
+    ("hau", "xho"),
+    ("hau", "yor"),
+    ("hau", "zul"),
+    ("ibo", "kam"),
+    ("ibo", "kin"),
+    ("ibo", "lug"),
+    ("ibo", "luo"),
+    ("ibo", "nso"),
+    ("ibo", "nya"),
+    ("ibo", "orm"),
+    ("ibo", "sna"),
+    ("ibo", "som"),
+    ("ibo", "ssw"),
+    ("ibo", "swh"),
+    ("ibo", "tsn"),
+    ("ibo", "tso"),
+    ("ibo", "umb"),
+    ("ibo", "xho"),
+    ("ibo", "yor"),
+    ("ibo", "zul"),
+    ("kam", "kin"),
+    ("kam", "lug"),
+    ("kam", "luo"),
+    ("kam", "nso"),
+    ("kam", "nya"),
+    ("kam", "orm"),
+    ("kam", "sna"),
+    ("kam", "som"),
+    ("kam", "ssw"),
+    ("kam", "swh"),
+    ("kam", "tsn"),
+    ("kam", "tso"),
+    ("kam", "umb"),
+    ("kam", "xho"),
+    ("kam", "yor"),
+    ("kam", "zul"),
+    ("kin", "lug"),
+    ("kin", "luo"),
+    ("kin", "nso"),
+    ("kin", "nya"),
+    ("kin", "orm"),
+    ("kin", "sna"),
+    ("kin", "som"),
+    ("kin", "ssw"),
+    ("kin", "swh"),
+    ("kin", "tsn"),
+    ("kin", "tso"),
+    ("kin", "umb"),
+    ("kin", "xho"),
+    ("kin", "yor"),
+    ("kin", "zul"),
+    ("lug", "luo"),
+    ("lug", "nso"),
+    ("lug", "nya"),
+    ("lug", "orm"),
+    ("lug", "sna"),
+    ("lug", "som"),
+    ("lug", "ssw"),
+    ("lug", "swh"),
+    ("lug", "tsn"),
+    ("lug", "tso"),
+    ("lug", "umb"),
+    ("lug", "xho"),
+    ("lug", "yor"),
+    ("lug", "zul"),
+    ("luo", "nso"),
+    ("luo", "nya"),
+    ("luo", "orm"),
+    ("luo", "sna"),
+    ("luo", "som"),
+    ("luo", "ssw"),
+    ("luo", "swh"),
+    ("luo", "tsn"),
+    ("luo", "tso"),
+    ("luo", "umb"),
+    ("luo", "xho"),
+    ("luo", "yor"),
+    ("luo", "zul"),
+    ("nso", "nya"),
+    ("nso", "orm"),
+    ("nso", "sna"),
+    ("nso", "som"),
+    ("nso", "ssw"),
+    ("nso", "swh"),
+    ("nso", "tsn"),
+    ("nso", "tso"),
+    ("nso", "umb"),
+    ("nso", "xho"),
+    ("nso", "yor"),
+    ("nso", "zul"),
+    ("nya", "orm"),
+    ("nya", "sna"),
+    ("nya", "som"),
+    ("nya", "ssw"),
+    ("nya", "swh"),
+    ("nya", "tsn"),
+    ("nya", "tso"),
+    ("nya", "umb"),
+    ("nya", "xho"),
+    ("nya", "yor"),
+    ("nya", "zul"),
+    ("orm", "sna"),
+    ("orm", "som"),
+    ("orm", "ssw"),
+    ("orm", "swh"),
+    ("orm", "tsn"),
+    ("orm", "tso"),
+    ("orm", "umb"),
+    ("orm", "xho"),
+    ("orm", "yor"),
+    ("orm", "zul"),
+    ("sna", "som"),
+    ("sna", "ssw"),
+    ("sna", "swh"),
+    ("sna", "tsn"),
+    ("sna", "tso"),
+    ("sna", "umb"),
+    ("sna", "xho"),
+    ("sna", "yor"),
+    ("sna", "zul"),
+    ("som", "ssw"),
+    ("som", "swh"),
+    ("som", "tsn"),
+    ("som", "tso"),
+    ("som", "umb"),
+    ("som", "wol"),
+    ("som", "xho"),
+    ("som", "yor"),
+    ("som", "zul"),
+    ("ssw", "swh"),
+    ("ssw", "tsn"),
+    ("ssw", "tso"),
+    ("ssw", "umb"),
+    ("ssw", "xho"),
+    ("ssw", "yor"),
+    ("ssw", "zul"),
+    ("swh", "tsn"),
+    ("swh", "tso"),
+    ("swh", "umb"),
+    ("swh", "xho"),
+    ("swh", "yor"),
+    ("swh", "zul"),
+    ("tsn", "tso"),
+    ("tsn", "umb"),
+    ("tsn", "xho"),
+    ("tsn", "yor"),
+    ("tsn", "zul"),
+    ("tso", "umb"),
+    ("tso", "xho"),
+    ("tso", "yor"),
+    ("tso", "zul"),
+    ("umb", "xho"),
+    ("umb", "yor"),
+    ("umb", "zul"),
+    ("xho", "yor"),
+    ("xho", "zul"),
+    ("yor", "zul"),
+]
+
+# Copied from metadata
+BLOOM_LANGS = """
+- ak
+- ar
+- as
+- bm
+- bn
+- ca
+- code
+- en
+- es
+- eu
+- fon
+- fr
+- gu
+- hi
+- id
+- ig
+- ki
+- kn
+- lg
+- ln
+- ml
+- mr
+- ne
+- nso
+- ny
+- or
+- pa
+- pt
+- rn
+- rw
+- sn
+- st
+- sw
+- ta
+- te
+- tn
+- ts
+- tum
+- tw
+- ur
+- vi
+- wo
+- xh
+- yo
+- zh
+- zu
+"""
+
+DS_TO_LANG = {
+    'Muennighoff/mbpp': 'code',
+    'openai_humaneval': 'code',
+    "great_code": "code",
+    "neural_code_search": "code",
+    "codeparrot/codecomplex": "code",
+    "codeparrot/github-jupyter-text-code-pairs": "code",
+    "codeparrot/apps": "code",
+    "Fraser/python-state-changes": "code",
+    "codeparrot/xlcost-text-to-code": "code",
+    "teven/code_contests": "code",
+    "teven/code_docstring_corpus": "code",
+    "clue": "zh",
+    "cmn": "zh", # == zho
+    "npi": "ne", # == npe
+    "ory": "or", # == ori
+    "swh": "sw", # == swa
+    "kirundi": "rn", # == rundi
+    "punjabi": "pa", # == panjabi
+    "chinese_simplified": "zh",
+    "chinese_traditional": "zh",
+}
+
+        
+
+bloom_lang_codes_iso3 = []
+bloom_lang_codes_iso2 = []
+for lang in BLOOM_LANGS.split("\n")[1:-1]:
+    iso2 = lang.replace("- ", "")
+    DS_TO_LANG[iso2] = iso2
+    try:
+        name = languages.get(alpha2=iso2)
+        DS_TO_LANG[name.name.lower()] = iso2
+        # name is e.g. 'swahili (macrolanguage)' also add swahili
+        DS_TO_LANG[name.name.lower().split(" ")[0]] = iso2
+
+        iso3 = name.part3
+        DS_TO_LANG[iso3] = iso2
+    except KeyError:
+        print(f"Could not find iso3 code for {lang}.")
+
+# Add GEM multilingual
+WIKILINGUA_LANGS = ["ar", "en", "es", "fr", "hi", "id", "pt", "vi", "zh"]
+for l1_code in WIKILINGUA_LANGS:
+    for l2_code in WIKILINGUA_LANGS:
+        if l1_code == l2_code:
+            continue
+        TRAIN_DATASETS.append(("GEM/wiki_lingua", f"{l1_code}_{l2_code}"))
+
+# Add flores200
+for (l1_name, l1_code) in FLORES_LANGS:
+    for (l2_name, l2_code) in FLORES_LANGS:
+        if l1_code.split("_")[0] not in DS_TO_LANG or l2_code.split("_")[0] not in DS_TO_LANG:
+            print(f"Skipping as {l1_name} or {l2_name} was not pre-trained on.")
+            continue
+        elif l1_name == l2_name:
+            continue
+        TRAIN_DATASETS.append(("facebook/flores", f"{l1_code}-{l2_code}"))
+
+# Add wmt22
+for (l1_code, l2_code) in WMT22_LANGS:
+    if l1_code not in DS_TO_LANG or l2_code not in DS_TO_LANG:
+        print(f"Skipping as {l1_code} or {l2_code} was not pre-trained on.")
+        continue
+    elif l1_code == l2_code:
+        continue
+    TRAIN_DATASETS.append(("allenai/wmt22_african", f"{l1_code}-{l2_code}"))
+
+
+### DATASET CREATION ###
+
+
+# Copied from promptsource.utils
+def removeHyphen(example):
+    example_clean = {}
+    for key in example.keys():
+        if "-" in key:
+            new_key = key.replace("-", "_")
+            example_clean[new_key] = example[key]
+        else:
+            example_clean[key] = example[key]
+    example = example_clean
+    return example
+
+def apply_template(dataset, template, strip_connection=True):
+    def map_fn(ex):
+        ex = removeHyphen(ex)
+        try:
+            inputs_and_targets = template.apply(
+                ex, 
+                strip_connection=strip_connection,
+                truncate=True,
+            )
+        # Skip ValueError("Prompt did not produce an input and at least one target.")
+        # which happens for some prompts with if else clauses based on inputs producing occasional
+        # empty targets
+        except ValueError:
+            return {"inputs": "", "targets": ""}
+        if len(inputs_and_targets) == 2:
+            # Note that the signature changed in promptsource 
+            # In 0.1.0 template.apply returned two strings; In >0.3.0 it retuns a str & list
+            inputs, targets = inputs_and_targets
+            if len(targets) > 1:
+                # Safer to skip, as could be a bug
+                print(f"Found targets longer than 1. Inputs: {inputs} ; Targets {targets}. Skipping.")
+                return {"inputs": "", "targets": ""}
+            targets = targets[0]
+            return {"inputs": inputs, "targets": targets}
+        # When template results in an empty example, template.apply returns [""]
+        # Also, if the template gets split wrong, len can be > 2
+        # We will filter these out later
+        else:
+            # inputs is a str by default & targets a str
+            return {"inputs": "", "targets": ""}
+
+    def filter_fn(ex):
+        return len(ex["inputs"]) > 0 and len(ex["targets"]) > 0
+
+    original_columns = dataset.column_names
+    dataset = dataset.map(map_fn).filter(filter_fn)
+    # map keeps original columns, remove them
+    return dataset.remove_columns(set(original_columns) - {"inputs", "targets"})
+
+def add_language_name_wikilingua(example):
+    example["source_language_name"] = languages.get(alpha2=example["source_language"]).name
+    example["target_language_name"] = languages.get(alpha2=example["target_language"]).name
+    return example
+
+def filter_l1_l2_wikilingua(example, l1, l2):
+    return example["source_language"] == l1 and example["target_language"] == l2
+
+def filter_empty_solution_apps(example):
+    return bool(example["solutions"])
+
+def add_solution_apps(example):
+    example["solution"] = random.choice(json.loads(example["solutions"]))
+    return example
+
+def clean_code_xlcost(example):
+    clean_lines = []
+    cur_indent = 0
+    for line in example["code"].split("NEW_LINE"):
+        cur_indent += line.count("INDENT")
+        cur_indent -= line.count("DEDENT")
+        line = line.replace("INDENT", "").replace("DEDENT", "")
+        line = line.replace("STRNEWLINE", "\n")
+        line = line.replace("TABSYMBOL", "\t")
+        clean_lines.append("\t" * cur_indent + line.strip())
+    example["code_clean"] = "\n".join(clean_lines)
+    return example
+
+def write_to_jsonl_hub(ds, split="train"):
+
+    ### GET DATASET & LANGUAGE ###
+
+    ds_name, subset_name = ds
+
+    is_wikilingua_cross_lingual = (ds_name == "GEM/wiki_lingua") and ("_") in subset_name
+    
+    lang_dir = DS_TO_LANG.get(ds_name, None)
+    if lang_dir is None:
+        lang_dir = DS_TO_LANG.get(subset_name, "en")
+    if ds_name == "facebook/flores":
+        lang_dir = DS_TO_LANG.get(subset_name.split("-")[-1].split("_")[0])
+    elif is_wikilingua_cross_lingual or ds_name == "pasinit/xlwic":
+        lang_dir = DS_TO_LANG.get(subset_name.split("_")[-1])
+    elif ds_name == "xquad":
+        lang_dir = DS_TO_LANG.get(subset_name.split(".")[1])
+    elif ds_name == "mlqa":
+        # Classify it by the target language for cross-lingual (i.e. what the loss is computed on)
+        lang_dir = DS_TO_LANG.get(subset_name.split(".")[1])
+    os.makedirs(lang_dir, exist_ok=True)
+
+    if ds_name == "Helsinki-NLP/tatoeba_mt":
+        ds = load_dataset(ds_name, subset_name, ignore_verifications=True, revision="49aa20ac768eabc5a106a123549ea58053fc9b40")
+    elif ds_name == "story_cloze":   
+        ds = load_dataset(ds_name, subset_name, data_dir=STORY_CLOZE_DIR)
+    elif ds_name == "Muennighoff/xstory_cloze":
+        ds = load_dataset(ds_name, subset_name, data_dir=XSTORY_CLOZE_DIR)
+    else:
+        ds = load_dataset(ds_name, subset_name)
+
+    if ds_name == "GEM/wiki_lingua":
+        # Add names, e.g. Chinese for zh to use them in the jinja prompts
+        ds = ds.map(add_language_name_wikilingua)
+        if is_wikilingua_cross_lingual:
+            # Keep only L1 -> L2 (L2 -> L1 will be a separate dataset)
+            ds = ds.filter(partial(filter_l1_l2_wikilingua, l1=subset_name.split("_")[0], l2=subset_name.split("_")[1]))
+    elif ds_name == "codeparrot/apps":
+        ds = ds.filter(filter_empty_solution_apps).map(add_solution_apps)
+    elif ds_name == "codeparrot/xlcost-text-to-code":
+        ds = ds.map(clean_code_xlcost)
+
+    ### SELECT SPLITS ###
+
+    dataset_splits = list(ds.keys())
+    if subset_name == "xlwic_en_zh":
+        # Train set is en; val & test are zh
+        dataset_splits.remove("train")
+    elif ds_name == "teven/code_docstring_corpus":
+        # Bad quality split
+        dataset_splits.remove("class_level")
+
+    if split == "validation":
+        if split not in dataset_splits or len(dataset_splits) == 1:
+            print(f"Validation not found for {ds_name}")
+            return
+        dataset_splits = ["validation"]
+    elif split == "train":
+        # Use as much as possible
+        # Would need to remove e.g. test datasets to benchmark same task performance
+        if len(dataset_splits) > 1 and "validation" in dataset_splits:
+            dataset_splits.remove("validation")
+        # WikiLingua
+        if "sampled_validation" in dataset_splits:
+            dataset_splits.remove("sampled_validation")
+        if "sampled_test" in dataset_splits:
+            dataset_splits.remove("sampled_test")
+
+    ### SELECT PROMPTS ###
+
+    if subset_name is None:
+        prompt_dataset_name = ds_name
+    else:
+        subset_name_prompt = subset_name
+        if USE_ENGLISH_PROMPTS and ds_name in DS_TO_ENG_PROMPT:
+            subset_name_prompt = DS_TO_ENG_PROMPT[ds_name]
+        prompt_dataset_name = f"{ds_name}/{subset_name_prompt}"
+
+    prompts = DatasetTemplates(prompt_dataset_name)
+
+    ### PROCESS ###
+
+    for split in dataset_splits:
+        for t_name in prompts.all_template_names:
+            #if not "mt" in t_name:
+            #    print(f"Skipping {t_name}")
+            #    continue
+            print(f"Running {ds_name}/{subset_name}/{split}/{t_name}")
+            if SKIP_PROMPTS.get(prompt_dataset_name, {}).get(split, False):
+                if ("all" in SKIP_PROMPTS[prompt_dataset_name][split]) or (t_name in SKIP_PROMPTS[prompt_dataset_name][split]):
+                    print(f"Skipping DS: {prompt_dataset_name} Split {split} Prompt {t_name}")
+                    continue
+
+            if ds_name == "Helsinki-NLP/tatoeba_mt":
+                # E.g. translate-this-ara-eng, where eng is the target
+                lang_dir = DS_TO_LANG.get(t_name.split("-")[-1].split("_")[0], "en")
+            elif ds_name in ("allenai/wmt22_african", "multi_eurlex"):
+                # One prompt in multi_eurlex has -source+target appended to the languages
+                lang_dir = DS_TO_LANG.get(t_name.replace("-source+target", "").split("-")[-1])
+
+            out_path = os.path.join(
+                lang_dir, 
+                f'xp3_{ds_name}_{subset_name}_{split}_{t_name}.jsonl'.replace("/", "_").replace(" ", "_")
+            )
+            if os.path.exists(out_path):
+                print("Skipping as exists: ", out_path)
+                continue
+            
+            assert len(ds[split]) > 0, f"Got empty: {ds_name}"
+
+            try:
+                if ds_name == "allenai/wmt22_african":
+                    # Sort by laser score, i.e. by increasing confidence & limit samples due to mediocre quality
+                    ds[split] = ds[split].sort("laser_score", reverse=True)
+                    max_range = min(len(ds[split]), MAX_EXAMPLES_PER_DATASET_PROMPT // 2)
+                else:
+                    # Allow 5x buffer for empty examples
+                    max_range = min(len(ds[split]), MAX_EXAMPLES_PER_DATASET_PROMPT * 5)
+                # Shuffle to avoid using the same subset
+                # Leave \n in-between input & targets for code
+                out_ds = apply_template(
+                    dataset=ds[split].shuffle().select(list(range(max_range))), 
+                    template=prompts[t_name],
+                    strip_connection=False if lang_dir == "code" else True
+                )
+                # Keep X shortest examples
+                max_range = min(len(out_ds), MAX_EXAMPLES_PER_DATASET_PROMPT)
+                out_ds = out_ds.sort("inputs").select(list(range(max_range)))
+            except Exception as e:
+                print(f"Skipping due to {e}. DS: {ds_name}/{subset_name} Template: {t_name}")
+                continue
+            # Do not force ascii to allow chars like é
+            if len(out_ds) > 0:
+                out_ds.to_json(out_path, orient="records", lines=True, force_ascii=False)
+
+# Testing:
+TRAIN_DATASETS = [
+    ('xquad', 'xquad.ar'),
+    ('xquad', 'xquad.vi'),
+    ('xquad', 'xquad.en'),
+    ('xquad', 'xquad.es'),
+    ('xquad', 'xquad.hi'),
+    ('mlqa', 'mlqa.ar.ar'),
+    ('mlqa', 'mlqa.vi.vi'),
+    ('mlqa', 'mlqa.zh.zh'),
+    ('mlqa', 'mlqa.es.es'),
+    ('mlqa', 'mlqa.en.en'),
+    ('mlqa', 'mlqa.hi.hi'),
+
+    ('mlqa', 'mlqa.ar.vi'),
+    ('mlqa', 'mlqa.ar.zh'),
+    ('mlqa', 'mlqa.ar.es'),
+    ('mlqa', 'mlqa.ar.en'),
+    ('mlqa', 'mlqa.ar.hi'),
+
+    ('mlqa', 'mlqa.vi.ar'),
+    ('mlqa', 'mlqa.vi.zh'),
+    ('mlqa', 'mlqa.vi.es'),
+    ('mlqa', 'mlqa.vi.en'),
+    ('mlqa', 'mlqa.vi.hi'),
+
+    ('mlqa', 'mlqa.es.ar'),
+    ('mlqa', 'mlqa.es.vi'),
+    ('mlqa', 'mlqa.es.zh'),
+    ('mlqa', 'mlqa.es.en'),
+    ('mlqa', 'mlqa.es.hi'),
+
+    ('mlqa', 'mlqa.en.ar'),
+    ('mlqa', 'mlqa.es.vi'),
+    ('mlqa', 'mlqa.es.zh'),
+    ('mlqa', 'mlqa.es.es'),
+    ('mlqa', 'mlqa.es.hi'),
+
+    ('mlqa', 'mlqa.hi.ar'),
+    ('mlqa', 'mlqa.hi.vi'),
+    ('mlqa', 'mlqa.hi.zh'),
+    ('mlqa', 'mlqa.hi.es'),
+    ('mlqa', 'mlqa.hi.en'),
+    ('paws-x', 'es'),
+    ('paws-x', 'fr'),
+    ('khalidalt/tydiqa-primary', 'arabic'),
+    ('khalidalt/tydiqa-primary', 'bengali'),
+    ('khalidalt/tydiqa-primary', 'english'),
+    ('khalidalt/tydiqa-primary', 'indonesian'),
+    ('khalidalt/tydiqa-primary', 'swahili'),
+    ('khalidalt/tydiqa-primary', 'telugu'),
+    ('khalidalt/tydiqa-goldp', 'arabic'),
+    ('khalidalt/tydiqa-goldp', 'bengali'),
+    ('khalidalt/tydiqa-goldp', 'english'),
+    ('khalidalt/tydiqa-goldp', 'indonesian'),
+    ('khalidalt/tydiqa-goldp', 'swahili'),
+    ('khalidalt/tydiqa-goldp', 'telugu'),
+    ('pasinit/xlwic', "xlwic_fr_fr"),
+    ('GEM/BiSECT', "es"),
+    ('GEM/BiSECT', "fr"),
+    ('GEM/xlsum', "arabic"),
+    ('GEM/xlsum', "bengali"),
+    ('GEM/xlsum', "chinese_traditional"),
+    ('GEM/xlsum', "english"),
+    ('GEM/xlsum', "french"),
+    ('GEM/xlsum', "gujarati"),
+    ('GEM/xlsum', "hindi"),
+    ('GEM/xlsum', "igbo"),
+    ('GEM/xlsum', "indonesian"),
+    ('GEM/xlsum', "kirundi"),
+    ('GEM/xlsum', "marathi"),
+    ('GEM/xlsum', "nepali"),
+]
+TRAIN_DATASETS = [
+    ('GEM/xlsum', "portuguese"),
+    ('GEM/xlsum', "punjabi"),
+    ('GEM/xlsum', "spanish"),
+    ('GEM/xlsum', "swahili"),
+    ('GEM/xlsum', "tamil"),
+    ('GEM/xlsum', "telugu"),
+    ('GEM/xlsum', "urdu"),
+    ('GEM/xlsum', "vietnamese"),
+    ('GEM/xlsum', "yoruba"),
+]
+
+TRAIN_DATASETS = [
+    ('khalidalt/tydiqa-primary', 'indonesian'),
+    ('khalidalt/tydiqa-goldp', 'indonesian'),
+]
+
+for ds in TRAIN_DATASETS:
+    write_to_jsonl_hub(ds, split="train")
+
+#with multiprocessing.Pool(processes=multiprocessing.cpu_count()) as pool:
+    #pool.map(partial(write_to_jsonl_hub, split="train"), TRAIN_DATASETS)
+    #pool.map(partial(write_to_jsonl_hub, split="validation"), TRAIN_DATASETS)
+#    pool.map(partial(write_to_jsonl_hub, split="train"), ADD_TRAIN_DATASETS_L1_BLOOMZZ)
+#    pool.map(partial(write_to_jsonl_hub, split="validation"), ADD_TRAIN_DATASETS_L1_BLOOMZZ)
+
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diff --git a/to_meg.slurm b/to_meg.slurm
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--- /dev/null
+++ b/to_meg.slurm
@@ -0,0 +1,77 @@
+#!/bin/bash
+#SBATCH --job-name=xp3mt # job name
+#SBATCH --ntasks=1                   # number of MP tasks
+#SBATCH --nodes=1
+#SBATCH --cpus-per-task=40           # number of cores per tasks
+#SBATCH --hint=nomultithread         # we get physical cores not logical
+#SBATCH --time=10:00:00             # maximum execution time (HH:MM:SS)
+#SBATCH --output=%x-%j.out          # output file name
+#SBATCH --account=ajs@cpu
+#SBATCH --partition=cpu_p1
+#SBATCH --qos=qos_cpu-t3
+
+set -x -e
+
+source $six_ALL_CCFRWORK/start-tr13f-6B3-ml-t0
+export HF_DATASETS_OFFLINE=1
+export TRANSFORMERS_OFFLINE=1
+
+MEGATRON_DEEPSPEED_REPO=$six_ALL_CCFRWORK/code/tr13f-6B3-ml-t0/Megatron-DeepSpeed
+
+TOKENIZER_PATH="bigscience/tokenizer"
+
+#ar  bn	en  es	fr  gu	hi  id	ig  mr	ne  pa	prep.py  pt  rn  sw  ta  te  to_meg.slurm  ur  vi  yo  zh
+LANGS=(
+ar
+bn
+es
+fr
+gu
+hi
+id
+ig
+mr
+ne
+pa
+pt
+sw
+ta
+te
+ur
+vi
+yo
+zh
+)
+
+
+DATA_PATH=/gpfswork/rech/six/commun/bigscience-training/jsonls/xP3mt
+
+for val in {0..20}; do
+    LANG=${LANGS[$val]}
+    cd $DATA_PATH/$LANG
+    # Merge
+    cat *.jsonl > merged_dups_$LANG.jsonl
+    # Drop duplicates (~1G / 37G for en) + Shuffle
+    sort -u merged_dups_$LANG.jsonl | shuf > merged_$LANG.jsonl
+    OUTPUT=/gpfswork/rech/six/commun/bigscience-training/xp3mt/xp3_$LANG
+    cd $MEGATRON_DEEPSPEED_REPO
+    #python tools/preprocess_data.py \
+    #    --input $DATA_PATH/$LANG/merged_$LANG.jsonl \
+    #    --output-prefix $OUTPUT \
+    #    --dataset-impl mmap \
+    #    --json-key inputs \
+    #    --tokenizer-type PretrainedFromHF \
+    #    --tokenizer-name-or-path $TOKENIZER_PATH \
+    #    --workers 35
+    #python tools/preprocess_data.py \
+    #    --input $DATA_PATH/$LANG/merged_$LANG.jsonl \
+    #    --output-prefix $OUTPUT \
+    #    --dataset-impl mmap \
+    #    --json-key targets \
+    #    --tokenizer-type PretrainedFromHF \
+    #    --tokenizer-name-or-path $TOKENIZER_PATH \
+    #    --append-eod \
+    #    --prepend-space \
+    #    --workers 35
+done
+
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