diff --git a/.gitattributes b/.gitattributes index 28df5f900b358436f0267334b3e3e9af33f917ba..8a80ce636b405272cb43a8e9fd995746cbc53b7b 100644 --- a/.gitattributes +++ b/.gitattributes @@ -53,3 +53,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text *.jpg filter=lfs diff=lfs merge=lfs -text *.jpeg filter=lfs diff=lfs merge=lfs -text *.webp filter=lfs diff=lfs merge=lfs -text +data/*.txt filter=lfs diff=lfs merge=lfs -text diff --git a/cc100-samples.py b/cc100-samples.py new file mode 100644 index 0000000000000000000000000000000000000000..8bfbc25eb4895e605d5a6f7b67005eda14b7f2b0 --- /dev/null +++ b/cc100-samples.py @@ -0,0 +1,74 @@ + +import datasets + +_DESCRIPTION = """\ +This corpus is subset of cc100, contains the first 10,000 lines of each file. +""" +_VERSION = "1.0.0" + +# Please note: due to the size of the data, only few examples are provided. +# However, you can pass the lang parameter in config to fetch data of any language in the corpus +_LANGUAGES = [ + "am", "ar", "as", "az", "be", "bg", "bn", "bn_rom", "br", "bs", "ca", "cs", "cy", "da", "de", + "el", "en", "eo", "es", "et", "eu", "fa", "ff", "fi", "fr", "fy", "ga", "gd", "gl", "gn", "gu", + "ha", "he", "hi", "hi_rom", "hr", "ht", "hu", "hy", "id", "ig", "is", "it", "ja", "jv", "ka", + "kk", "km", "kn", "ko", "ku", "ky", "la", "lg", "li", "ln", "lo", "lt", "lv", "mg", "mk", "ml", + "mn", "mr", "ms", "my", "my_zaw", "ne", "nl", "no", "ns", "om", "or", "pa", "pl", "ps", "pt", + "qu", "rm", "ro", "ru", "sa", "si", "sc", "sd", "sk", "sl", "so", "sq", "sr", "ss", "su", "sv", + "sw", "ta", "ta_rom", "te", "te_rom", "th", "tl", "tn", "tr", "ug", "uk", "ur", "ur_rom", "uz", + "vi", "wo", "xh", "yi", "yo", "zh-Hans", "zh-Hant", "zu", +] + + +class Cc100Config(datasets.BuilderConfig): + def __init__(self, *args, lang=None, **kwargs): + super().__init__( + *args, + name=f"{lang}", + **kwargs, + ) + self.lang = lang + + +class Cc100(datasets.GeneratorBasedBuilder): + BUILDER_CONFIGS = [ + Cc100Config( + lang=lang, + description=f"Language: {lang}", + version=datasets.Version(_VERSION), + ) + for lang in _LANGUAGES + ] + BUILDER_CONFIG_CLASS = Cc100Config + + def _info(self): + return datasets.DatasetInfo( + description=_DESCRIPTION, + features=datasets.Features( + { + "id": datasets.Value("string"), + "text": datasets.Value("string"), + }, + ), + supervised_keys=None, + ) + + def _split_generators(self, dl_manager): + return [ + datasets.SplitGenerator( + name=datasets.Split.TRAIN, + gen_kwargs={"datapath": f"data/{self.config.lang}.txt"}, + ) + ] + + def _generate_examples(self, datapath): + with open(datapath, encoding="utf-8") as f: + for sentence_counter, row in enumerate(f): + result = ( + sentence_counter, + { + "id": str(sentence_counter), + "text": row, + }, + ) + yield result \ No newline at end of file diff --git a/data/am.txt b/data/am.txt new file mode 100644 index 0000000000000000000000000000000000000000..21d8acc53154b9bf0e773de3b53107ced85652fd --- /dev/null +++ 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b/data/zu.txt new file mode 100644 index 0000000000000000000000000000000000000000..224a439562a4f0a4184f754c94ee6eff0e000e9a --- /dev/null +++ b/data/zu.txt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:42964d32eb7d481dad1517cb1bd1730e30f9e15f4553cb14ba2093fded2ae53b +size 905833 diff --git a/sample.py b/sample.py new file mode 100644 index 0000000000000000000000000000000000000000..25b501b8b254718f335ccdbedb53c15f9a9a08e5 --- /dev/null +++ b/sample.py @@ -0,0 +1,74 @@ +""" +https://github.com/pytorch/data/blob/main/examples/text/CC100.ipynb + +Sample from multi-gigabyte-size compressed dataset without downloading the whole thing +This executes very fast +""" + +import time +import os + +from functools import partial +from operator import itemgetter +from torchdata.datapipes.iter import ( + FileOpener, + HttpReader, +) + +ROOT_DIR = os.path.expanduser('~/.torchdata/CC100') # This directory needs to be crated and set + + +def _path_fn(root, x): + return os.path.join(root, os.path.basename(x).rstrip(".xz")) + + +def _process_tuple(language_code, t): + return language_code, t[1].decode() + + +# CC100 support (http://data.statmt.org/cc-100/) + +URL = "http://data.statmt.org/cc-100/%s.txt.xz" +VALID_CODES = [ + "am", "ar", "as", "az", "be", "bg", "bn", "bn_rom", "br", "bs", "ca", "cs", "cy", "da", "de", + "el", "en", "eo", "es", "et", "eu", "fa", "ff", "fi", "fr", "fy", "ga", "gd", "gl", "gn", "gu", + "ha", "he", "hi", "hi_rom", "hr", "ht", "hu", "hy", "id", "ig", "is", "it", "ja", "jv", "ka", + "kk", "km", "kn", "ko", "ku", "ky", "la", "lg", "li", "ln", "lo", "lt", "lv", "mg", "mk", "ml", + "mn", "mr", "ms", "my", "my_zaw", "ne", "nl", "no", "ns", "om", "or", "pa", "pl", "ps", "pt", + "qu", "rm", "ro", "ru", "sa", "si", "sc", "sd", "sk", "sl", "so", "sq", "sr", "ss", "su", "sv", + "sw", "ta", "ta_rom", "te", "te_rom", "th", "tl", "tn", "tr", "ug", "uk", "ur", "ur_rom", "uz", + "vi", "wo", "xh", "yi", "yo", "zh-Hans", "zh-Hant", "zu", +] + + +def CC100(root, language_code, use_caching=True): + if language_code not in VALID_CODES: + raise ValueError(f"Invalid language code {language_code}") + url = URL % language_code + if use_caching: + cache_compressed_dp = HttpReader([url]).map(itemgetter(0)) + cache_compressed_dp = cache_compressed_dp.end_caching(mode="wb", same_filepath_fn=True) + cache_decompressed_dp = cache_compressed_dp.on_disk_cache(filepath_fn=partial(_path_fn, root)) + cache_decompressed_dp = FileOpener(cache_decompressed_dp).read_from_xz() + cache_decompressed_dp = cache_decompressed_dp.end_caching(mode="wb") + data_dp = FileOpener(cache_decompressed_dp) + else: + data_dp = HttpReader([url]).load_from_xz() + units_dp = data_dp.readlines().map(partial(_process_tuple, language_code)) + return units_dp + + +def download_head_10000(): + for lang in VALID_CODES: + start_time = time.time() + f_out = open(f"{lang}.txt", "w", encoding="utf-8") + for i, x in enumerate(CC100(ROOT_DIR, lang, use_caching=False)): + if i >= 10000: + break + f_out.write(x[1] + "\n") + print(f"Execution time - {lang} - {(time.time() - start_time):.2f} secs") + f_out.close() + + +if __name__ == "__main__": + download_head_10000()