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diff --git a/lichess_2023_janoct_shards.py b/lichess_2023_janoct_shards.py
new file mode 100644
index 0000000000000000000000000000000000000000..0662b5478c812044af8ec50e5430db2eb588e72d
--- /dev/null
+++ b/lichess_2023_janoct_shards.py
@@ -0,0 +1,268 @@
+# Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor.
+#
+# 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.
+"""Lichess data in 2023 from Jan-Oct."""
+
+
+import re
+import io
+
+import zstandard
+import numpy as np
+import datasets
+
+_DESCRIPTION = """\
+Lichess data in 2023 from Jan-Oct
+"""
+
+
+class LichessConfig(datasets.BuilderConfig):
+    def __init__(self, features, **kwargs):
+        super(LichessConfig, self).__init__(**kwargs)
+        self.features = features
+
+
+_HOMEPAGE = "https://huggingface.co/datasets/ezipe/lichess-2023-janoct"
+
+
+def process_wrapper():
+    vocab = "#+-.0123456789;=BKNOQRabcdefghx "
+    del_chars = "".join(c for c in map(chr, range(1114111)) if not c in vocab)
+    del_map = str.maketrans("", "", del_chars)
+
+    def process(game_str):
+        res = {}
+
+        for g in game_str.split("\n"):
+            if g.startswith("["):
+                k, v = g[1:-1].split(' "')
+                res[k] = v[:-1]
+            elif g.startswith("1. "):
+                no_brackets_string = re.sub(r"\{.*?\}", "", g)  # , flags=re.DOTALL
+                no_brackets_string = no_brackets_string.translate(del_map)
+                remove_dots = re.sub(r"\b\d+\.\.\. ", "", no_brackets_string)
+                remove_game_result = re.sub(r"1-0|0-1|1/2-1/2", "", remove_dots)[:-2]
+                remove_spaces = re.sub(r"(\d+)\.\s+", r"\1.", remove_game_result)
+                remove_double_spaces = re.sub(r"  ", r" ", remove_spaces)
+                res["transcript"] = remove_double_spaces
+
+        return res
+
+    return process
+
+
+class StreamingPGNDataset:
+    def __init__(self, file_path, transform=None):
+        self.file_path = file_path
+        self.transform = transform
+        self.process = process_wrapper()
+
+    def read_game(self):
+        dctx = zstandard.ZstdDecompressor()
+        with open(self.file_path, "rb") as pgn_file:
+            stream_reader = dctx.stream_reader(pgn_file)
+            text_stream = io.TextIOWrapper(stream_reader, encoding="utf-8")
+
+            fg = ""
+            # while True:
+            for i in text_stream:
+                fg += i
+                if i.startswith("1. "):
+                    game = self.process(fg)
+                    fg = ""
+                    yield game
+
+    def __iter__(self):
+        return self.read_game()
+
+
+TOKENIZER = {
+    "vocab_size": 32,
+    "itos": {
+        0: " ",
+        1: "#",
+        2: "+",
+        3: "-",
+        4: ".",
+        5: "0",
+        6: "1",
+        7: "2",
+        8: "3",
+        9: "4",
+        10: "5",
+        11: "6",
+        12: "7",
+        13: "8",
+        14: "9",
+        15: ";",
+        16: "=",
+        17: "B",
+        18: "K",
+        19: "N",
+        20: "O",
+        21: "Q",
+        22: "R",
+        23: "a",
+        24: "b",
+        25: "c",
+        26: "d",
+        27: "e",
+        28: "f",
+        29: "g",
+        30: "h",
+        31: "x",
+    },
+    "stoi": {
+        " ": 0,
+        "#": 1,
+        "+": 2,
+        "-": 3,
+        ".": 4,
+        "0": 5,
+        "1": 6,
+        "2": 7,
+        "3": 8,
+        "4": 9,
+        "5": 10,
+        "6": 11,
+        "7": 12,
+        "8": 13,
+        "9": 14,
+        ";": 15,
+        "=": 16,
+        "B": 17,
+        "K": 18,
+        "N": 19,
+        "O": 20,
+        "Q": 21,
+        "R": 22,
+        "a": 23,
+        "b": 24,
+        "c": 25,
+        "d": 26,
+        "e": 27,
+        "f": 28,
+        "g": 29,
+        "h": 30,
+        "x": 31,
+    },
+}
+BLOCK_SIZE = 1024
+
+class Lichess2023JanOct(datasets.GeneratorBasedBuilder):
+    """Lichess data from Jan-Oct in transformer block format: Similar to https://huggingface.co/datasets/adamkarvonen/chess_games"""
+
+    VERSION = datasets.Version("1.1.0")
+
+    BUILDER_CONFIG_CLASS = LichessConfig
+    BUILDER_CONFIGS = [LichessConfig(features=["moves"])]
+
+    def _info(self):
+        features = datasets.Features(
+            {
+                "moves": datasets.Sequence(datasets.Value("uint8")),
+            }
+        )
+        return datasets.DatasetInfo(
+            # This is the description that will appear on the datasets page.
+            description=_DESCRIPTION,
+            # This defines the different columns of the dataset and their types
+            features=features,  # Here we define them above because they are different between the two configurations
+            # If there's a common (input, target) tuple from the features, uncomment supervised_keys line below and
+            # specify them. They'll be used if as_supervised=True in builder.as_dataset.
+            # supervised_keys=("sentence", "label"),
+            # Homepage of the dataset for documentation
+            homepage=_HOMEPAGE,
+            # citation=_CITATION,
+        )
+
+    def _split_generators(self, dl_manager):
+        filepaths = [
+                f"data/lichess_db_standard_rated_2023-{k:02}.pgn.{s:02}.zst" for s in range(32) for k in range(1, 11)
+        ]
+        downloaded_files = dl_manager.download_and_extract(filepaths)
+        generator = datasets.SplitGenerator(
+            name=datasets.Split.TRAIN, gen_kwargs={"filepaths": downloaded_files}
+        )
+        return [generator]
+
+        # return [ # TODO figure out how to do split
+        #     datasets.SplitGenerator(
+        #         name=datasets.Split.TRAIN,
+        #         # These kwargs will be passed to _generate_examples
+        #         gen_kwargs={
+        #             "filepath": os.path.join(data_dir, "train.jsonl"),
+        #             "split": "train",
+        #         },
+        #     ),
+        #     datasets.SplitGenerator(
+        #         name=datasets.Split.VALIDATION,
+        #         # These kwargs will be passed to _generate_examples
+        #         gen_kwargs={
+        #             "filepath": os.path.join(data_dir, "dev.jsonl"),
+        #             "split": "dev",
+        #         },
+        #     ),
+        #     datasets.SplitGenerator(
+        #         name=datasets.Split.TEST,
+        #         # These kwargs will be passed to _generate_examples
+        #         gen_kwargs={
+        #             "filepath": os.path.join(data_dir, "test.jsonl"),
+        #             "split": "test",
+        #         },
+        #     ),
+        # ]
+
+    # # method parameters are unpacked from `gen_kwargs` as given in `_split_generators`
+    def _generate_examples(self, filepaths):
+        """Each worker receives a random set of the .zst files (the raw dataset).
+        Each worker will cycle through its set of files. They read a single game
+        from file 1, then a single game from file 2, etc. ...
+        The purpose is to create batches that contain games from a diverse mix
+        of time periods. -> Reduces distribution shift. #? Is this real? Or just for engineering simplicity?
+         # TODO: This method handles input defined in _split_generators to yield (key, example) tuples from the dataset.
+        """
+
+        i = 0
+        streamers = [iter(StreamingPGNDataset(file)) for file in filepaths]
+        game = None
+        full_block = ""
+
+        def get_game():
+            if len(streamers) == 0:
+                return None
+            try:
+                game = next(streamers[i % len(streamers)])
+            except StopIteration:
+                del streamers[i % len(streamers)]
+                return get_game()
+            
+            return game
+        
+        while len(streamers) > 0:
+            # cycle through the different shards
+            if game is not None: # use the previous game that was cut off in the last block
+                full_block += f";{game['WhiteElo']} {game['BlackElo']} {game['transcript']}"
+                
+            while len(full_block) < BLOCK_SIZE:
+                game = get_game()
+                if game is None: continue
+                
+                full_block += f";{game['WhiteElo']} {game['BlackElo']} {game['transcript']}"
+                
+            # add np array
+            out = full_block[:BLOCK_SIZE]            
+            full_block = ""            
+            _id = i
+            i += 1
+            yield _id, {'moves': np.array([TOKENIZER['stoi'][c] for c in out], dtype=np.uint8)}
diff --git a/script.py b/script.py
new file mode 100644
index 0000000000000000000000000000000000000000..39087bad77788e0344c88a96584837284e8ea279
--- /dev/null
+++ b/script.py
@@ -0,0 +1,4 @@
+# usage: $ zstdcat lichess_db.pgn.zst | python script.py
+import sys
+for line in sys.stdin:
+    print(line)
diff --git a/uncompress_from_original_ds.py b/uncompress_from_original_ds.py
new file mode 100644
index 0000000000000000000000000000000000000000..272135d1f4d82be81e9d30c38ee749850ef22402
--- /dev/null
+++ b/uncompress_from_original_ds.py
@@ -0,0 +1,34 @@
+# original dataset: https://huggingface.co/datasets/ezipe/lichess_2023_janoct
+# you'll need around 6TB or so for this. it'll take around 8 hours or so
+import os
+
+NUM_SPLITS = 32
+
+def SPLIT_CMD(fname, num=32):
+    return f'split -d -n l/{num} {fname} {fname}.'
+
+
+# for each file in dir that ends in zstd: uncompress, save fnames
+fnames = []
+for fname in os.listdir():
+    if fname.endswith('.zst') and os.path.getsize(fname) > 15072192300:
+        #os.system(f'unzstd -T0 {fname}')
+        fnames.append(fname[:-4])
+        
+
+# split each
+#for fname in fnames:
+#    os.system(SPLIT_CMD(fname, NUM_SPLITS))
+
+# recompress each
+for fname in fnames:
+    for i in range(NUM_SPLITS):
+        rm = (f'rm {fname}.{i:02d}.zst')
+        os.system(rm)
+
+        cm = (f'zstd -T0 {fname}.{i:02d}')
+        print(cm)
+        os.system(cm)
+
+
+