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Duplicate from ivanzhouyq/RedPajama-Tiny

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Co-authored-by: Ivan Zhou <ivanzhouyq@users.noreply.huggingface.co>

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+ *.7z filter=lfs diff=lfs merge=lfs -text
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+ *.safetensors filter=lfs diff=lfs merge=lfs -text
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+ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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+ *.tar.* filter=lfs diff=lfs merge=lfs -text
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+ *.zst filter=lfs diff=lfs merge=lfs -text
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+ *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ # Audio files - uncompressed
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+ *.pcm filter=lfs diff=lfs merge=lfs -text
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+ *.sam filter=lfs diff=lfs merge=lfs -text
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+ *.raw filter=lfs diff=lfs merge=lfs -text
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+ # Audio files - compressed
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+ *.ogg filter=lfs diff=lfs merge=lfs -text
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+ *.wav filter=lfs diff=lfs merge=lfs -text
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+ # Image files - uncompressed
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+ *.tiff filter=lfs diff=lfs merge=lfs -text
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+ # Image files - compressed
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+ book_sample.jsonl filter=lfs diff=lfs merge=lfs -text
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+ sample.py
README.md ADDED
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+ ---
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+ task_categories:
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+ - text-generation
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+ language:
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+ - en
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+ pretty_name: RedPajama Tiny
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+ license: apache-2.0
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+ size_categories:
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+ - n<1K
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+ ---
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+ # Dataset Card for Dataset Name
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+
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+ ### Dataset Summary
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+
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+ This is a tiny version of the [RedPajama dataset](https://huggingface.co/datasets/togethercomputer/RedPajama-Data-1T).
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+ It contains 64 samples from each of the 7 sources.
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+ This dataset is intended for developing and testing data/training pipeline for loading the full RedPajama dataset or any general HuggingFace dataset.
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+ It is very fast to download and easy to examine. You should not use it for training a full model, but you can use it for overfitting test or any other sanity checks.
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+
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+ ## Dataset Structure
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+
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+ The dataset structure is as follows:
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+
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+ ```
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+ {
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+ "text": ...,
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+ "meta": {"url": "...", "timestamp": "...", "source": "...", "language": "...", ...}
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+ }
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+ ```
RedPajama-Tiny.py ADDED
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+ # Copyright 2023 Together Computer
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+ #
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+ # Licensed under the Apache License, Version 2.0 (the "License");
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+ # you may not use this file except in compliance with the License.
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+ # You may obtain a copy of the License at
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+ #
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+ # http://www.apache.org/licenses/LICENSE-2.0
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+ #
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+ # Unless required by applicable law or agreed to in writing, software
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+ # distributed under the License is distributed on an "AS IS" BASIS,
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+ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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+ # See the License for the specific language governing permissions and
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+ # limitations under the License.
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+
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+ # Lint as: python3
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+ """RedPajama: An Open-Source, Clean-Room 1.2 Trillion Token Dataset."""
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+
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+
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+ import json
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+
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+ import datasets
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+
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+
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+ logger = datasets.logging.get_logger(__name__)
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+
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+
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+ _DESCRIPTION = """\
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+ RedPajama is a clean-room, fully open-source implementation of the LLaMa dataset. This is a 1B-token sample of the full dataset.
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+ """
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+
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+ _URLS = [
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+ "arxiv_sample.jsonl",
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+ "book_sample.jsonl",
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+ "c4_sample.jsonl",
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+ "cc_2023-06_sample.jsonl",
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+ "github_sample.jsonl",
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+ "stackexchange_sample.jsonl",
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+ "wikipedia_sample.jsonl",
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+ ]
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+
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+
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+ class RedPajamaTinyConfig(datasets.BuilderConfig):
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+ """BuilderConfig for RedPajama sample."""
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+
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+ def __init__(self, **kwargs):
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+ """BuilderConfig for RedPajama sample.
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+ Args:
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+ **kwargs: keyword arguments forwarded to super.
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+ """
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+ super(RedPajamaTinyConfig, self).__init__(**kwargs)
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+
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+
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+ class RedPajamaTiny(datasets.GeneratorBasedBuilder):
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+ """RedPajama 1T Sample: version 1.0.0."""
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+
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+ BUILDER_CONFIGS = [
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+ RedPajamaTinyConfig(
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+ name="plain_text",
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+ version=datasets.Version("1.0.0", ""),
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+ description="Plain text",
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+ ),
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+ ]
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+
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+ def _info(self):
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+ return datasets.DatasetInfo(
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+ description=_DESCRIPTION,
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+ features=datasets.Features(
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+ {
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+ "text": datasets.Value("string"),
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+ "meta": datasets.Value("string"),
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+ }
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+ ),
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+ supervised_keys=None,
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+ )
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+
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+ def _split_generators(self, dl_manager):
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+ downloaded_files = dl_manager.download_and_extract(_URLS)
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+
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+ return [
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+ datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepaths": downloaded_files})
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+ ]
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+
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+ def _generate_examples(self, filepaths):
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+ """This function returns the examples in the raw (text) form."""
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+ logger.info("generating examples from = %s", filepaths)
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+ key = 0
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+ for filepath in filepaths:
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+ with open(filepath, encoding="utf-8") as f:
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+ for row in f:
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+ data = json.loads(row)
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+ if "meta" not in data:
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+ text = data["text"]
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+ del data["text"]
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+ yield key, {
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+ "text": text,
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+ "meta": json.dumps(data),
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+ }
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+ else:
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+ yield key, {
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+ "text": data["text"],
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+ "meta": data["meta"],
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+ }
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+ key += 1
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:23be3ce732640a7da34bfc61ff69befef5ca88ec51ee08c6e30d2637052fd4d8
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+ size 28711073
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