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\ No newline at end of file
diff --git a/arxiv/0-9/tokenize_output.log b/arxiv/0-9/tokenize_output.log
new file mode 100644
index 0000000000000000000000000000000000000000..73b0cc942bb73ef8e486124a565c7bbdc7d22c46
--- /dev/null
+++ b/arxiv/0-9/tokenize_output.log
@@ -0,0 +1,62 @@
+Because `predownload` was not specified, it will default to 8*batch_size if batch_size is not None, otherwise 64. Prior to Streaming v0.7.0, `predownload` defaulted to max(batch_size, 256 * batch_size // num_canonical_nodes).
+Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.
+Using local dataset /home/oweller/bert24-data/data/ProLong_text/arxiv/0-9...
+Using tokenizer model bclavie/olmo_bert_template...
+Using 1 processes for tokenization, with 1000 items per process.
+
Processing samples:   0%|          | 0/30696 [00:00<?, ?it/s]
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Processing samples:  39%|███▉      | 12000/30696 [15:44<22:28, 13.87it/s]
Processing samples:  39%|███▉      | 12000/30696 [16:01<22:28, 13.87it/s]
Processing samples:  42%|████▏     | 13000/30696 [17:02<21:43, 13.57it/s]
Processing samples:  42%|████▏     | 13000/30696 [17:21<21:43, 13.57it/s]Traceback (most recent call last):
+  File "/home/oweller/bert24-data/src/bert24_data/tokenization/tokenize_mds.py", line 81, in sample_dataset_from_config
+    results = pool.map(process_func, chunks)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/pool.py", line 367, in map
+    return self._map_async(func, iterable, mapstar, chunksize).get()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/pool.py", line 768, in get
+    self.wait(timeout)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/pool.py", line 765, in wait
+    self._event.wait(timeout)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/threading.py", line 607, in wait
+    signaled = self._cond.wait(timeout)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/threading.py", line 320, in wait
+    waiter.acquire()
+KeyboardInterrupt
+
+During handling of the above exception, another exception occurred:
+
+Traceback (most recent call last):
+  File "/home/oweller/bert24-data/src/bert24_data/tokenization/tokenize_mds.py", line 64, in sample_dataset_from_config
+    with mp.Pool(num_processes) as pool:
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/pool.py", line 739, in __exit__
+    self.terminate()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/pool.py", line 657, in terminate
+    self._terminate()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/util.py", line 224, in __call__
+    res = self._callback(*self._args, **self._kwargs)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/pool.py", line 732, in _terminate_pool
+    p.join()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/process.py", line 149, in join
+    res = self._popen.wait(timeout)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/popen_fork.py", line 43, in wait
+    return self.poll(os.WNOHANG if timeout == 0.0 else 0)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/popen_fork.py", line 27, in poll
+    pid, sts = os.waitpid(self.pid, flag)
+KeyboardInterrupt
+
+During handling of the above exception, another exception occurred:
+
+Traceback (most recent call last):
+  File "/home/oweller/bert24-data/src/bert24_data/tokenization/tokenize_mds.py", line 108, in <module>
+    sample_dataset_from_config(args)
+  File "/home/oweller/bert24-data/src/bert24_data/tokenization/tokenize_mds.py", line 63, in sample_dataset_from_config
+    with MDSWriter(out=output_dir, columns=MDS_COLS_PRE_TOKENIZED, compression='zstd') as mds_writer:
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/format/base/writer.py", line 354, in __exit__
+    self.finish()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/format/base/writer.py", line 298, in finish
+    self.flush_shard()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/format/base/writer.py", line 429, in flush_shard
+    raw_data_info, zip_data_info = self._process_file(raw_data, raw_data_basename,
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/format/base/writer.py", line 212, in _process_file
+    zip_data = compress(self.compression, raw_data)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/compression.py", line 240, in compress
+    return obj.compress(data)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/compression.py", line 153, in compress
+    return zstd.compress(data, self.level)
+KeyboardInterrupt
+
Processing samples:  42%|████▏     | 13000/30696 [18:06<24:38, 11.97it/s]
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diff --git a/arxiv/1-4/tokenize_output.log b/arxiv/1-4/tokenize_output.log
new file mode 100644
index 0000000000000000000000000000000000000000..4780e6cac2b7bb423a1d759cea123e52f8454a06
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+Because `predownload` was not specified, it will default to 8*batch_size if batch_size is not None, otherwise 64. Prior to Streaming v0.7.0, `predownload` defaulted to max(batch_size, 256 * batch_size // num_canonical_nodes).
+Using local dataset /home/oweller/bert24-data/data/ProLong_text/arxiv/1-4...
+Traceback (most recent call last):
+  File "/home/oweller/bert24-data/src/bert24_data/tokenization/tokenize_mds.py", line 108, in <module>
+    sample_dataset_from_config(args)
+  File "/home/oweller/bert24-data/src/bert24_data/tokenization/tokenize_mds.py", line 46, in sample_dataset_from_config
+    dataset = StreamingDataset(local=args.dataset, shuffle=False, split=None, batch_size=1, keep_zip=False)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/dataset.py", line 526, in __init__
+    self._shm_prefix_int, self._locals_shm = get_shm_prefix(streams_local, streams_remote,
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/shared/prefix.py", line 192, in get_shm_prefix
+    shm = SharedMemory(name, True, len(data))
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/shared/memory.py", line 41, in __init__
+    shm = BuiltinSharedMemory(name, create, size)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/shared_memory.py", line 104, in __init__
+    self._fd = _posixshmem.shm_open(
+FileExistsError: [Errno 17] File exists: '/000044_locals'
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diff --git a/arxiv/2-5/index.json b/arxiv/2-5/index.json
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index 0000000000000000000000000000000000000000..a9c3682cc3e22514944a62b35373aaf515301a05
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+{"shards": [{"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00000.mds", "bytes": 67108705, "hashes": {}}, "samples": 1118, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00000.mds.zstd", "bytes": 18997917, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00001.mds", "bytes": 67102651, "hashes": {}}, "samples": 1223, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00001.mds.zstd", "bytes": 19361043, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00002.mds", "bytes": 67031272, "hashes": {}}, "samples": 1152, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00002.mds.zstd", "bytes": 19029107, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00003.mds", "bytes": 67106641, "hashes": {}}, "samples": 1124, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00003.mds.zstd", "bytes": 19056581, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00004.mds", "bytes": 67104970, "hashes": {}}, "samples": 1193, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00004.mds.zstd", "bytes": 19284022, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00005.mds", "bytes": 67108467, "hashes": {}}, "samples": 1170, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00005.mds.zstd", "bytes": 18993935, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00006.mds", "bytes": 67041110, "hashes": {}}, "samples": 1215, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00006.mds.zstd", "bytes": 19298035, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00007.mds", "bytes": 67103058, "hashes": {}}, "samples": 1169, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00007.mds.zstd", "bytes": 19280067, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00008.mds", "bytes": 67017843, "hashes": {}}, "samples": 1138, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00008.mds.zstd", "bytes": 19174164, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00009.mds", "bytes": 67101367, "hashes": {}}, "samples": 1175, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00009.mds.zstd", "bytes": 19219441, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00010.mds", "bytes": 67079076, "hashes": {}}, "samples": 1174, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00010.mds.zstd", "bytes": 19149261, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00011.mds", "bytes": 67095176, "hashes": {}}, "samples": 1080, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00011.mds.zstd", "bytes": 18912358, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00012.mds", "bytes": 66888852, "hashes": {}}, "samples": 1221, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00012.mds.zstd", "bytes": 19346798, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, 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null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00021.mds", "bytes": 66986331, "hashes": {}}, "samples": 1173, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00021.mds.zstd", "bytes": 19028490, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00022.mds", "bytes": 67094669, "hashes": {}}, "samples": 1174, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00022.mds.zstd", "bytes": 18970938, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00023.mds", "bytes": 67107888, "hashes": {}}, "samples": 1162, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00023.mds.zstd", "bytes": 19178941, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00024.mds", "bytes": 67077907, "hashes": {}}, "samples": 1238, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00024.mds.zstd", "bytes": 19213919, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00025.mds", "bytes": 66729872, "hashes": {}}, "samples": 1211, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00025.mds.zstd", "bytes": 19130928, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00026.mds", "bytes": 18567506, "hashes": {}}, "samples": 297, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00026.mds.zstd", "bytes": 5213801, "hashes": {}}}], "version": 2}
\ No newline at end of file
diff --git a/arxiv/2-5/tokenize_output.log b/arxiv/2-5/tokenize_output.log
new file mode 100644
index 0000000000000000000000000000000000000000..12311a02da6fb1d68e279c03240c81ca6fb4fadf
--- /dev/null
+++ b/arxiv/2-5/tokenize_output.log
@@ -0,0 +1,92 @@
+Because `predownload` was not specified, it will default to 8*batch_size if batch_size is not None, otherwise 64. Prior to Streaming v0.7.0, `predownload` defaulted to max(batch_size, 256 * batch_size // num_canonical_nodes).
+Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.
+Using local dataset /home/oweller/bert24-data/data/ProLong_text/arxiv/2-5...
+Using tokenizer model bclavie/olmo_bert_template...
+Using 1 processes for tokenization, with 1000 items per process.
+
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Processing samples:  42%|████▏     | 13000/30709 [17:47<22:46, 12.96it/s]Process ForkPoolWorker-1:
+Traceback (most recent call last):
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/process.py", line 314, in _bootstrap
+    self.run()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/process.py", line 108, in run
+    self._target(*self._args, **self._kwargs)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/pool.py", line 114, in worker
+    task = get()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/queues.py", line 365, in get
+    res = self._reader.recv_bytes()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/connection.py", line 216, in recv_bytes
+    buf = self._recv_bytes(maxlength)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/connection.py", line 414, in _recv_bytes
+    buf = self._recv(4)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/connection.py", line 379, in _recv
+    chunk = read(handle, remaining)
+KeyboardInterrupt
+Traceback (most recent call last):
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/dataset.py", line 1235, in get_item
+    sample = shard[shard_sample_id]
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/array.py", line 90, in __getitem__
+    return self.get_item(at)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/format/base/reader.py", line 319, in get_item
+    data = self.get_sample_data(idx)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/format/mds/reader.py", line 138, in get_sample_data
+    with open(filename, 'rb', 0) as fp:
+FileNotFoundError: [Errno 2] No such file or directory: '/home/oweller/bert24-data/data/ProLong_text/arxiv/2-5/shard.00012.mds'
+
+During handling of the above exception, another exception occurred:
+
+Traceback (most recent call last):
+  File "/home/oweller/bert24-data/src/bert24_data/tokenization/tokenize_mds.py", line 74, in sample_dataset_from_config
+    chunk = [dataset[k] for k in range(start, end)]
+  File "/home/oweller/bert24-data/src/bert24_data/tokenization/tokenize_mds.py", line 74, in <listcomp>
+    chunk = [dataset[k] for k in range(start, end)]
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/array.py", line 90, in __getitem__
+    return self.get_item(at)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/dataset.py", line 1252, in get_item
+    self.prepare_shard(shard_id)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/dataset.py", line 1199, in prepare_shard
+    delta = stream.prepare_shard(shard)  # Decompress and remove zip.
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/stream.py", line 421, in prepare_shard
+    delta += self._prepare_shard_part(raw_info, zip_info, shard.compression)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/stream.py", line 389, in _prepare_shard_part
+    self._decompress_shard_part(zip_info, zip_filename, raw_filename, compression)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/stream.py", line 342, in _decompress_shard_part
+    out.write(data)
+KeyboardInterrupt
+
+During handling of the above exception, another exception occurred:
+
+Traceback (most recent call last):
+  File "/home/oweller/bert24-data/src/bert24_data/tokenization/tokenize_mds.py", line 64, in sample_dataset_from_config
+    with mp.Pool(num_processes) as pool:
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/pool.py", line 739, in __exit__
+    self.terminate()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/pool.py", line 657, in terminate
+    self._terminate()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/util.py", line 224, in __call__
+    res = self._callback(*self._args, **self._kwargs)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/pool.py", line 732, in _terminate_pool
+    p.join()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/process.py", line 149, in join
+    res = self._popen.wait(timeout)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/popen_fork.py", line 43, in wait
+    return self.poll(os.WNOHANG if timeout == 0.0 else 0)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/popen_fork.py", line 27, in poll
+    pid, sts = os.waitpid(self.pid, flag)
+KeyboardInterrupt
+
+During handling of the above exception, another exception occurred:
+
+Traceback (most recent call last):
+  File "/home/oweller/bert24-data/src/bert24_data/tokenization/tokenize_mds.py", line 108, in <module>
+    sample_dataset_from_config(args)
+  File "/home/oweller/bert24-data/src/bert24_data/tokenization/tokenize_mds.py", line 63, in sample_dataset_from_config
+    with MDSWriter(out=output_dir, columns=MDS_COLS_PRE_TOKENIZED, compression='zstd') as mds_writer:
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/format/base/writer.py", line 354, in __exit__
+    self.finish()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/format/base/writer.py", line 298, in finish
+    self.flush_shard()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/format/base/writer.py", line 428, in flush_shard
+    raw_data = self.encode_joint_shard()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/format/mds/writer.py", line 143, in encode_joint_shard
+    sample_data = b''.join(self.new_samples)
+KeyboardInterrupt
+
Processing samples:  42%|████▏     | 13000/30709 [18:04<24:37, 11.99it/s]
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\ No newline at end of file
diff --git a/arxiv/4-5/tokenize_output.log b/arxiv/4-5/tokenize_output.log
new file mode 100644
index 0000000000000000000000000000000000000000..cc74c9ec10298eb5c8f50b4b64bd14d900de52ae
--- /dev/null
+++ b/arxiv/4-5/tokenize_output.log
@@ -0,0 +1,56 @@
+Because `predownload` was not specified, it will default to 8*batch_size if batch_size is not None, otherwise 64. Prior to Streaming v0.7.0, `predownload` defaulted to max(batch_size, 256 * batch_size // num_canonical_nodes).
+Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.
+Using local dataset /home/oweller/bert24-data/data/ProLong_text/arxiv/4-5...
+Using tokenizer model bclavie/olmo_bert_template...
+Using 1 processes for tokenization, with 1000 items per process.
+
Processing samples:   0%|          | 0/30269 [00:00<?, ?it/s]
Processing samples:   3%|▎         | 1000/30269 [01:25<41:43, 11.69it/s]
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+
+During handling of the above exception, another exception occurred:
+
+Traceback (most recent call last):
+  File "/home/oweller/bert24-data/src/bert24_data/tokenization/tokenize_mds.py", line 64, in sample_dataset_from_config
+    with mp.Pool(num_processes) as pool:
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/pool.py", line 739, in __exit__
+    self.terminate()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/pool.py", line 657, in terminate
+    self._terminate()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/util.py", line 224, in __call__
+    res = self._callback(*self._args, **self._kwargs)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/pool.py", line 732, in _terminate_pool
+    p.join()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/process.py", line 149, in join
+    res = self._popen.wait(timeout)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/popen_fork.py", line 43, in wait
+    return self.poll(os.WNOHANG if timeout == 0.0 else 0)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/popen_fork.py", line 27, in poll
+    pid, sts = os.waitpid(self.pid, flag)
+KeyboardInterrupt
+
+During handling of the above exception, another exception occurred:
+
+Traceback (most recent call last):
+  File "/home/oweller/bert24-data/src/bert24_data/tokenization/tokenize_mds.py", line 108, in <module>
+    sample_dataset_from_config(args)
+  File "/home/oweller/bert24-data/src/bert24_data/tokenization/tokenize_mds.py", line 63, in sample_dataset_from_config
+    with MDSWriter(out=output_dir, columns=MDS_COLS_PRE_TOKENIZED, compression='zstd') as mds_writer:
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/format/base/writer.py", line 354, in __exit__
+    self.finish()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/format/base/writer.py", line 298, in finish
+    self.flush_shard()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/format/base/writer.py", line 428, in flush_shard
+    raw_data = self.encode_joint_shard()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/format/mds/writer.py", line 143, in encode_joint_shard
+    sample_data = b''.join(self.new_samples)
+KeyboardInterrupt
+Exception ignored in atexit callback: <function _exit_function at 0x7f41936db6d0>
+Traceback (most recent call last):
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/util.py", line 357, in _exit_function
+    p.join()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/process.py", line 149, in join
+    res = self._popen.wait(timeout)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/popen_fork.py", line 43, in wait
+    return self.poll(os.WNOHANG if timeout == 0.0 else 0)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/popen_fork.py", line 27, in poll
+    pid, sts = os.waitpid(self.pid, flag)
+KeyboardInterrupt: 
+
Processing samples:  46%|████▋     | 14000/30269 [17:52<20:46, 13.06it/s]
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"hashes": {}}, "samples": 1203, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00018.mds.zstd", "bytes": 19318155, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00019.mds", "bytes": 67078601, "hashes": {}}, "samples": 1171, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00019.mds.zstd", "bytes": 19062643, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00020.mds", "bytes": 66915913, "hashes": {}}, "samples": 1145, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00020.mds.zstd", "bytes": 18735613, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00021.mds", "bytes": 67090006, "hashes": {}}, "samples": 1159, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00021.mds.zstd", "bytes": 18668498, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00022.mds", "bytes": 67050483, "hashes": {}}, "samples": 1116, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00022.mds.zstd", "bytes": 19047048, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00023.mds", "bytes": 67051347, "hashes": {}}, "samples": 1241, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00023.mds.zstd", "bytes": 19409672, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00024.mds", "bytes": 67104034, "hashes": {}}, "samples": 1160, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00024.mds.zstd", "bytes": 19193555, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00025.mds", "bytes": 66879397, "hashes": {}}, "samples": 1116, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00025.mds.zstd", "bytes": 18980083, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00026.mds", "bytes": 10052280, "hashes": {}}, "samples": 170, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00026.mds.zstd", "bytes": 2865982, "hashes": {}}}], "version": 2}
\ No newline at end of file
diff --git a/arxiv/4-7/tokenize_output.log b/arxiv/4-7/tokenize_output.log
new file mode 100644
index 0000000000000000000000000000000000000000..3d7088d3463fefac53fc875b10c255f9c415959f
--- /dev/null
+++ b/arxiv/4-7/tokenize_output.log
@@ -0,0 +1,45 @@
+Because `predownload` was not specified, it will default to 8*batch_size if batch_size is not None, otherwise 64. Prior to Streaming v0.7.0, `predownload` defaulted to max(batch_size, 256 * batch_size // num_canonical_nodes).
+Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.
+Using local dataset /home/oweller/bert24-data/data/ProLong_text/arxiv/4-7...
+Using tokenizer model bclavie/olmo_bert_template...
+Using 1 processes for tokenization, with 1000 items per process.
+
Processing samples:   0%|          | 0/30262 [00:00<?, ?it/s]
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Processing samples:  23%|██▎       | 7000/30262 [10:38<35:43, 10.85it/s]
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Processing samples:  36%|███▋      | 11000/30262 [15:54<26:01, 12.33it/s]
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Processing samples:  40%|███▉      | 12000/30262 [17:30<24:13, 12.56it/s]
+
+During handling of the above exception, another exception occurred:
+
+Traceback (most recent call last):
+  File "/home/oweller/bert24-data/src/bert24_data/tokenization/tokenize_mds.py", line 64, in sample_dataset_from_config
+    with mp.Pool(num_processes) as pool:
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/pool.py", line 739, in __exit__
+    self.terminate()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/pool.py", line 657, in terminate
+    self._terminate()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/util.py", line 224, in __call__
+    res = self._callback(*self._args, **self._kwargs)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/pool.py", line 732, in _terminate_pool
+    p.join()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/process.py", line 149, in join
+    res = self._popen.wait(timeout)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/popen_fork.py", line 43, in wait
+    return self.poll(os.WNOHANG if timeout == 0.0 else 0)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/popen_fork.py", line 27, in poll
+    pid, sts = os.waitpid(self.pid, flag)
+KeyboardInterrupt
+
+During handling of the above exception, another exception occurred:
+
+Traceback (most recent call last):
+  File "/home/oweller/bert24-data/src/bert24_data/tokenization/tokenize_mds.py", line 108, in <module>
+    sample_dataset_from_config(args)
+  File "/home/oweller/bert24-data/src/bert24_data/tokenization/tokenize_mds.py", line 63, in sample_dataset_from_config
+    with MDSWriter(out=output_dir, columns=MDS_COLS_PRE_TOKENIZED, compression='zstd') as mds_writer:
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/format/base/writer.py", line 354, in __exit__
+    self.finish()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/format/base/writer.py", line 298, in finish
+    self.flush_shard()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/format/base/writer.py", line 428, in flush_shard
+    raw_data = self.encode_joint_shard()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/format/mds/writer.py", line 143, in encode_joint_shard
+    sample_data = b''.join(self.new_samples)
+KeyboardInterrupt
+
Processing samples:  40%|███▉      | 12000/30262 [18:06<27:32, 11.05it/s]
diff --git a/arxiv/4-8/index.json b/arxiv/4-8/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..5219ec9587eeba5543263a3d746be144d5124b46
--- /dev/null
+++ b/arxiv/4-8/index.json
@@ -0,0 +1 @@
+{"shards": [{"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00000.mds", "bytes": 67106585, "hashes": {}}, "samples": 1176, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00000.mds.zstd", "bytes": 19211603, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00001.mds", "bytes": 67065068, "hashes": {}}, "samples": 1107, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00001.mds.zstd", "bytes": 19083930, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00002.mds", "bytes": 66949344, "hashes": {}}, "samples": 1209, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00002.mds.zstd", "bytes": 19056651, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00003.mds", "bytes": 67091715, "hashes": {}}, "samples": 1084, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00003.mds.zstd", "bytes": 18957062, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00004.mds", "bytes": 67101712, "hashes": {}}, "samples": 1182, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00004.mds.zstd", "bytes": 19085454, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00005.mds", "bytes": 67018593, "hashes": {}}, "samples": 1174, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00005.mds.zstd", "bytes": 18985579, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00006.mds", "bytes": 67087792, "hashes": {}}, "samples": 1108, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00006.mds.zstd", "bytes": 18849727, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00007.mds", "bytes": 67088390, "hashes": {}}, "samples": 1175, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00007.mds.zstd", "bytes": 19165460, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00008.mds", "bytes": 67101170, "hashes": {}}, "samples": 1117, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00008.mds.zstd", "bytes": 19092234, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00009.mds", "bytes": 66999760, "hashes": {}}, "samples": 1224, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00009.mds.zstd", "bytes": 19105628, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00010.mds", "bytes": 67074348, "hashes": {}}, "samples": 1114, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00010.mds.zstd", "bytes": 19082488, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00011.mds", "bytes": 67082835, "hashes": {}}, "samples": 1179, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00011.mds.zstd", "bytes": 19186777, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00012.mds", "bytes": 66935166, "hashes": {}}, "samples": 1150, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00012.mds.zstd", "bytes": 18930522, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00013.mds", "bytes": 67078582, "hashes": {}}, "samples": 1158, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00013.mds.zstd", "bytes": 18996184, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00014.mds", "bytes": 67107730, "hashes": {}}, "samples": 1167, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00014.mds.zstd", "bytes": 19177026, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00015.mds", "bytes": 67106760, "hashes": {}}, "samples": 1194, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00015.mds.zstd", "bytes": 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"hashes": {}}, "samples": 1145, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00018.mds.zstd", "bytes": 19188588, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00019.mds", "bytes": 67040678, "hashes": {}}, "samples": 1178, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00019.mds.zstd", "bytes": 18960007, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00020.mds", "bytes": 67107531, "hashes": {}}, "samples": 1193, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00020.mds.zstd", "bytes": 19252558, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00021.mds", "bytes": 67071098, "hashes": {}}, "samples": 1203, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00021.mds.zstd", "bytes": 19118908, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00022.mds", "bytes": 66923054, "hashes": {}}, "samples": 1210, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00022.mds.zstd", "bytes": 19269707, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00023.mds", "bytes": 67106055, "hashes": {}}, "samples": 1111, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00023.mds.zstd", "bytes": 19124167, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00024.mds", "bytes": 67105870, "hashes": {}}, "samples": 1164, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00024.mds.zstd", "bytes": 19243678, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00025.mds", "bytes": 67081483, "hashes": {}}, "samples": 1156, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00025.mds.zstd", "bytes": 19007284, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00026.mds", "bytes": 19099134, "hashes": {}}, "samples": 338, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00026.mds.zstd", "bytes": 5445741, "hashes": {}}}], "version": 2}
\ No newline at end of file
diff --git a/arxiv/4-8/tokenize_output.log b/arxiv/4-8/tokenize_output.log
new file mode 100644
index 0000000000000000000000000000000000000000..bf07057fd2149af3d732d55f4196dd069ac83045
--- /dev/null
+++ b/arxiv/4-8/tokenize_output.log
@@ -0,0 +1,58 @@
+Because `predownload` was not specified, it will default to 8*batch_size if batch_size is not None, otherwise 64. Prior to Streaming v0.7.0, `predownload` defaulted to max(batch_size, 256 * batch_size // num_canonical_nodes).
+Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.
+Using local dataset /home/oweller/bert24-data/data/ProLong_text/arxiv/4-8...
+Using tokenizer model bclavie/olmo_bert_template...
+Using 1 processes for tokenization, with 1000 items per process.
+
Processing samples:   0%|          | 0/30470 [00:00<?, ?it/s]
Processing samples:   3%|▎         | 1000/30470 [01:26<42:31, 11.55it/s]
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Processing samples:  23%|██▎       | 7000/30470 [10:04<33:43, 11.60it/s]
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Processing samples:  26%|██▋       | 8000/30470 [11:37<33:01, 11.34it/s]
Processing samples:  26%|██▋       | 8000/30470 [11:50<33:01, 11.34it/s]
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Processing samples:  30%|██▉       | 9000/30470 [12:50<28:36, 12.51it/s]
Processing samples:  33%|███▎      | 10000/30470 [14:01<27:35, 12.36it/s]
Processing samples:  33%|███▎      | 10000/30470 [14:20<27:35, 12.36it/s]
Processing samples:  36%|███▌      | 11000/30470 [15:19<25:55, 12.52it/s]
Processing samples:  36%|███▌      | 11000/30470 [15:30<25:55, 12.52it/s]
Processing samples:  39%|███▉      | 12000/30470 [16:40<24:41, 12.46it/s]
Processing samples:  39%|███▉      | 12000/30470 [16:50<24:41, 12.46it/s]Traceback (most recent call last):
+  File "/home/oweller/bert24-data/src/bert24_data/tokenization/tokenize_mds.py", line 81, in sample_dataset_from_config
+    results = pool.map(process_func, chunks)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/pool.py", line 367, in map
+    return self._map_async(func, iterable, mapstar, chunksize).get()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/pool.py", line 768, in get
+    self.wait(timeout)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/pool.py", line 765, in wait
+    self._event.wait(timeout)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/threading.py", line 607, in wait
+    signaled = self._cond.wait(timeout)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/threading.py", line 320, in wait
+    waiter.acquire()
+KeyboardInterrupt
+
+During handling of the above exception, another exception occurred:
+
+Traceback (most recent call last):
+  File "/home/oweller/bert24-data/src/bert24_data/tokenization/tokenize_mds.py", line 64, in sample_dataset_from_config
+    with mp.Pool(num_processes) as pool:
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/pool.py", line 739, in __exit__
+    self.terminate()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/pool.py", line 657, in terminate
+    self._terminate()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/util.py", line 224, in __call__
+    res = self._callback(*self._args, **self._kwargs)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/pool.py", line 732, in _terminate_pool
+    p.join()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/process.py", line 149, in join
+    res = self._popen.wait(timeout)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/popen_fork.py", line 43, in wait
+    return self.poll(os.WNOHANG if timeout == 0.0 else 0)
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/multiprocessing/popen_fork.py", line 27, in poll
+    pid, sts = os.waitpid(self.pid, flag)
+KeyboardInterrupt
+
+During handling of the above exception, another exception occurred:
+
+Traceback (most recent call last):
+  File "/home/oweller/bert24-data/src/bert24_data/tokenization/tokenize_mds.py", line 108, in <module>
+    sample_dataset_from_config(args)
+  File "/home/oweller/bert24-data/src/bert24_data/tokenization/tokenize_mds.py", line 63, in sample_dataset_from_config
+    with MDSWriter(out=output_dir, columns=MDS_COLS_PRE_TOKENIZED, compression='zstd') as mds_writer:
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/format/base/writer.py", line 354, in __exit__
+    self.finish()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/format/base/writer.py", line 298, in finish
+    self.flush_shard()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/format/base/writer.py", line 428, in flush_shard
+    raw_data = self.encode_joint_shard()
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/streaming/base/format/mds/writer.py", line 143, in encode_joint_shard
+    sample_data = b''.join(self.new_samples)
+KeyboardInterrupt
+
Processing samples:  39%|███▉      | 12000/30470 [18:06<27:51, 11.05it/s]
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