diff --git a/.gitattributes b/.gitattributes
index b6de23f4806c6538242fc79cb88c94b3418e135e..dbfdc820bbe9a6bf839c32921613e57f6b37972f 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -976,3 +976,97 @@ arxiv/4-4-tokenized/shard.00007.mds.zstd filter=lfs diff=lfs merge=lfs -text
 arxiv/1-9/shard.00007.mds.zstd filter=lfs diff=lfs merge=lfs -text
 arxiv/1-9/shard.00024.mds.zstd filter=lfs diff=lfs merge=lfs -text
 arxiv/1-9/shard.00026.mds.zstd filter=lfs diff=lfs merge=lfs -text
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diff --git a/arxiv/0-8/index.json b/arxiv/0-8/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..4af20dee8d6171c05a76e7623c5a7adc72817121
--- /dev/null
+++ b/arxiv/0-8/index.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/arxiv/0-8/tokenize_output.log b/arxiv/0-8/tokenize_output.log
new file mode 100644
index 0000000000000000000000000000000000000000..77ab29065164540774ea88924ceeba3611cd5bae
--- /dev/null
+++ b/arxiv/0-8/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/0-8...
+Using tokenizer model bclavie/olmo_bert_template...
+Using 1 processes for tokenization, with 1000 items per process.
+
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Processing samples:  26%|██▌       | 8000/30729 [13:10<38:11,  9.92it/s]
Processing samples:  29%|██▉       | 9000/30729 [14:09<33:46, 10.72it/s]
Processing samples:  29%|██▉       | 9000/30729 [14:20<33:46, 10.72it/s]
Processing samples:  33%|███▎      | 10000/30729 [15:44<32:24, 10.66it/s]
Processing samples:  33%|███▎      | 10000/30729 [16:00<32:24, 10.66it/s]
Processing samples:  36%|███▌      | 11000/30729 [16:54<28:25, 11.57it/s]
Processing samples:  36%|███▌      | 11000/30729 [17:10<28:25, 11.57it/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 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:  36%|███▌      | 11000/30729 [18:07<32:30, 10.12it/s]
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\ No newline at end of file
diff --git a/arxiv/1-6/tokenize_output.log b/arxiv/1-6/tokenize_output.log
new file mode 100644
index 0000000000000000000000000000000000000000..ac772739e2eec3c4d92ff1e03e9eadf7c4850776
--- /dev/null
+++ b/arxiv/1-6/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/1-6...
+Using tokenizer model bclavie/olmo_bert_template...
+Using 1 processes for tokenization, with 1000 items per process.
+
Processing samples:   0%|          | 0/30430 [00:00<?, ?it/s]
Processing samples:   3%|▎         | 1000/30430 [02:08<1:03:02,  7.78it/s]
Processing samples:   7%|▋         | 2000/30430 [03:33<48:43,  9.73it/s]  
Processing samples:   7%|▋         | 2000/30430 [03:50<48:43,  9.73it/s]
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Processing samples:  13%|█▎        | 4000/30430 [06:04<37:37, 11.71it/s]
Processing samples:  13%|█▎        | 4000/30430 [06:20<37:37, 11.71it/s]
Processing samples:  16%|█▋        | 5000/30430 [07:09<33:07, 12.79it/s]
Processing samples:  16%|█▋        | 5000/30430 [07:20<33:07, 12.79it/s]
Processing samples:  20%|█▉        | 6000/30430 [08:22<31:02, 13.12it/s]
Processing samples:  20%|█▉        | 6000/30430 [08:40<31:02, 13.12it/s]
Processing samples:  23%|██▎       | 7000/30430 [09:29<28:33, 13.68it/s]
Processing samples:  23%|██▎       | 7000/30430 [09:40<28:33, 13.68it/s]
Processing samples:  26%|██▋       | 8000/30430 [10:49<28:14, 13.24it/s]
Processing samples:  26%|██▋       | 8000/30430 [11:00<28:14, 13.24it/s]
Processing samples:  30%|██▉       | 9000/30430 [12:06<27:09, 13.16it/s]
Processing samples:  30%|██▉       | 9000/30430 [12:20<27:09, 13.16it/s]
Processing samples:  33%|███▎      | 10000/30430 [13:12<24:48, 13.73it/s]
Processing samples:  33%|███▎      | 10000/30430 [13:30<24:48, 13.73it/s]
Processing samples:  36%|███▌      | 11000/30430 [14:35<24:32, 13.19it/s]
Processing samples:  36%|███▌      | 11000/30430 [14:50<24:32, 13.19it/s]
Processing samples:  39%|███▉      | 12000/30430 [15:52<23:27, 13.09it/s]
Processing samples:  39%|███▉      | 12000/30430 [16:10<23:27, 13.09it/s]
Processing samples:  43%|████▎     | 13000/30430 [17:06<21:56, 13.24it/s]
Processing samples:  43%|████▎     | 13000/30430 [17:20<21:56, 13.24it/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:  43%|████▎     | 13000/30430 [18:06<24:16, 11.97it/s]
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\ No newline at end of file
diff --git a/arxiv/2-0/tokenize_output.log b/arxiv/2-0/tokenize_output.log
new file mode 100644
index 0000000000000000000000000000000000000000..375d84724fcf7d61fc05f80ea8eb1cff51fc2427
--- /dev/null
+++ b/arxiv/2-0/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/2-0...
+Using tokenizer model bclavie/olmo_bert_template...
+Using 1 processes for tokenization, with 1000 items per process.
+
Processing samples:   0%|          | 0/30424 [00:00<?, ?it/s]
Processing samples:   3%|▎         | 1000/30424 [02:07<1:02:44,  7.82it/s]
Processing samples:   7%|▋         | 2000/30424 [03:25<46:31, 10.18it/s]  
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Processing samples:  16%|█▋        | 5000/30424 [07:09<33:38, 12.59it/s]
Processing samples:  16%|█▋        | 5000/30424 [07:20<33:38, 12.59it/s]
Processing samples:  20%|█▉        | 6000/30424 [08:11<29:58, 13.58it/s]
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Processing samples:  23%|██▎       | 7000/30424 [09:26<28:51, 13.53it/s]
Processing samples:  23%|██▎       | 7000/30424 [09:40<28:51, 13.53it/s]
Processing samples:  26%|██▋       | 8000/30424 [11:01<30:07, 12.40it/s]
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Processing samples:  30%|██▉       | 9000/30424 [12:30<28:23, 12.58it/s]
Processing samples:  33%|███▎      | 10000/30424 [13:35<26:47, 12.70it/s]
Processing samples:  33%|███▎      | 10000/30424 [13:50<26:47, 12.70it/s]
Processing samples:  36%|███▌      | 11000/30424 [14:51<25:14, 12.83it/s]
Processing samples:  36%|███▌      | 11000/30424 [15:10<25:14, 12.83it/s]
Processing samples:  39%|███▉      | 12000/30424 [16:10<24:01, 12.78it/s]
Processing samples:  39%|███▉      | 12000/30424 [16:30<24:01, 12.78it/s]
Processing samples:  43%|████▎     | 13000/30424 [17:31<22:55, 12.67it/s]
Processing samples:  43%|████▎     | 13000/30424 [17:50<22:55, 12.67it/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:  43%|████▎     | 13000/30424 [18:06<24:16, 11.97it/s]
diff --git a/arxiv/2-7-tokenized/shard.00003.mds.zstd b/arxiv/2-7-tokenized/shard.00003.mds.zstd
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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": 67070084, "hashes": {}}, "samples": 1169, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00000.mds.zstd", "bytes": 19081563, "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": 67082203, "hashes": {}}, "samples": 1161, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00001.mds.zstd", "bytes": 18989950, "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": 67097931, "hashes": {}}, "samples": 1200, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00002.mds.zstd", "bytes": 19216777, "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": 67106564, "hashes": {}}, "samples": 1217, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00003.mds.zstd", "bytes": 19194739, "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": 66993970, "hashes": {}}, "samples": 1103, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00004.mds.zstd", "bytes": 18867891, "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": 67096345, "hashes": {}}, "samples": 1136, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00005.mds.zstd", "bytes": 19092683, "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": 67093328, "hashes": {}}, "samples": 1168, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00006.mds.zstd", "bytes": 19284863, "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": 67087846, "hashes": {}}, "samples": 1195, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00007.mds.zstd", "bytes": 19258870, "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": 66986703, "hashes": {}}, "samples": 1119, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00008.mds.zstd", "bytes": 18675737, "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": 67101809, "hashes": {}}, "samples": 1223, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00009.mds.zstd", "bytes": 19288214, "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": 66981372, "hashes": {}}, "samples": 1205, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00010.mds.zstd", "bytes": 19261539, "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": 67013879, "hashes": {}}, "samples": 1205, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00011.mds.zstd", "bytes": 19103330, "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": 67103673, "hashes": {}}, "samples": 1178, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00012.mds.zstd", "bytes": 19140665, "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": 67108219, "hashes": {}}, "samples": 1105, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00013.mds.zstd", "bytes": 18792359, "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": 67060338, "hashes": {}}, "samples": 1160, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00014.mds.zstd", "bytes": 19022763, "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": 67087492, "hashes": {}}, "samples": 1250, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00015.mds.zstd", "bytes": 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"hashes": {}}, "samples": 1180, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00018.mds.zstd", "bytes": 18861767, "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": 67072722, "hashes": {}}, "samples": 1136, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00019.mds.zstd", "bytes": 19275889, "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": 67083854, "hashes": {}}, "samples": 1174, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00020.mds.zstd", "bytes": 19190292, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, 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"hashes": {}}, "samples": 630, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00026.mds.zstd", "bytes": 10307386, "hashes": {}}}], "version": 2}
\ No newline at end of file
diff --git a/arxiv/3-0/tokenize_output.log b/arxiv/3-0/tokenize_output.log
new file mode 100644
index 0000000000000000000000000000000000000000..4e1a2a6a3b76a0660755fe2f9d65aad7b549f77b
--- /dev/null
+++ b/arxiv/3-0/tokenize_output.log
@@ -0,0 +1,73 @@
+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/3-0...
+Using tokenizer model bclavie/olmo_bert_template...
+Using 1 processes for tokenization, with 1000 items per process.
+
Processing samples:   0%|          | 0/31116 [00:00<?, ?it/s]
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Processing samples:  22%|██▏       | 7000/31116 [10:19<32:22, 12.41it/s]
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Processing samples:  26%|██▌       | 8000/31116 [11:36<30:33, 12.61it/s]
Processing samples:  26%|██▌       | 8000/31116 [11:50<30:33, 12.61it/s]
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Processing samples:  29%|██▉       | 9000/31116 [13:00<28:06, 13.11it/s]
Processing samples:  32%|███▏      | 10000/31116 [14:11<27:51, 12.63it/s]
Processing samples:  32%|███▏      | 10000/31116 [14:30<27:51, 12.63it/s]
Processing samples:  35%|███▌      | 11000/31116 [15:34<26:58, 12.43it/s]
Processing samples:  35%|███▌      | 11000/31116 [15:50<26:58, 12.43it/s]
Processing samples:  39%|███▊      | 12000/31116 [16:50<25:08, 12.67it/s]
Processing samples:  39%|███▊      | 12000/31116 [17:00<25:08, 12.67it/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
+Exception ignored in atexit callback: <function dump_compile_times at 0x7f1dcdd5d480>
+Traceback (most recent call last):
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/torch/_dynamo/utils.py", line 320, in dump_compile_times
+    log.info(compile_times(repr="str", aggregate=True))
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/torch/_dynamo/utils.py", line 307, in compile_times
+    out += tabulate(rows, headers=("Function", "Runtimes (s)"))
+  File "/home/oweller/miniconda3/envs/bert24/lib/python3.10/site-packages/torch/_dynamo/utils.py", line 121, in tabulate
+    import tabulate
+  File "<frozen importlib._bootstrap>", line 1027, in _find_and_load
+  File "<frozen importlib._bootstrap>", line 1006, in _find_and_load_unlocked
+  File "<frozen importlib._bootstrap>", line 688, in _load_unlocked
+  File "<frozen importlib._bootstrap_external>", line 879, in exec_module
+  File "<frozen importlib._bootstrap_external>", line 1012, in get_code
+  File "<frozen importlib._bootstrap_external>", line 672, in _compile_bytecode
+KeyboardInterrupt: 
+
Processing samples:  39%|███▊      | 12000/31116 [18:04<28:48, 11.06it/s]
diff --git a/arxiv/3-2-tokenized/index.json b/arxiv/3-2-tokenized/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..75286ca3c67d9671bdfd711f82e9319c7bf106c9
--- /dev/null
+++ b/arxiv/3-2-tokenized/index.json
@@ -0,0 +1 @@
+{"shards": [{"column_encodings": ["str", "str", "ndarray:uint16", "int"], "column_names": ["domain", "id", "input_ids", "len"], "column_sizes": [null, null, null, 8], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00000.mds", "bytes": 67100455, "hashes": {}}, "samples": 1886, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00000.mds.zstd", "bytes": 29976237, "hashes": {}}}, {"column_encodings": ["str", "str", "ndarray:uint16", "int"], "column_names": ["domain", "id", "input_ids", "len"], "column_sizes": [null, null, null, 8], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00001.mds", "bytes": 67097219, "hashes": {}}, "samples": 1882, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00001.mds.zstd", "bytes": 29553417, "hashes": {}}}, {"column_encodings": ["str", "str", "ndarray:uint16", "int"], "column_names": ["domain", "id", "input_ids", "len"], "column_sizes": [null, null, null, 8], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00002.mds", "bytes": 67089269, "hashes": {}}, "samples": 1824, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00002.mds.zstd", "bytes": 29257135, "hashes": {}}}, {"column_encodings": ["str", "str", "ndarray:uint16", "int"], "column_names": ["domain", "id", "input_ids", "len"], "column_sizes": [null, null, null, 8], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00003.mds", "bytes": 67105030, "hashes": {}}, "samples": 1880, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00003.mds.zstd", "bytes": 29721571, "hashes": {}}}, {"column_encodings": ["str", "str", "ndarray:uint16", "int"], "column_names": ["domain", "id", "input_ids", "len"], "column_sizes": [null, null, null, 8], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00004.mds", "bytes": 67083250, "hashes": {}}, "samples": 1844, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00004.mds.zstd", "bytes": 29173502, "hashes": {}}}, {"column_encodings": ["str", "str", "ndarray:uint16", "int"], "column_names": ["domain", "id", "input_ids", "len"], "column_sizes": [null, null, null, 8], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00005.mds", "bytes": 67094075, "hashes": {}}, "samples": 1817, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00005.mds.zstd", "bytes": 29068345, "hashes": {}}}, {"column_encodings": ["str", "str", "ndarray:uint16", "int"], "column_names": ["domain", "id", "input_ids", "len"], "column_sizes": [null, null, null, 8], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00006.mds", "bytes": 67075094, "hashes": {}}, "samples": 1861, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00006.mds.zstd", "bytes": 29574003, "hashes": {}}}, {"column_encodings": ["str", "str", "ndarray:uint16", "int"], "column_names": ["domain", "id", "input_ids", "len"], "column_sizes": [null, null, null, 8], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00007.mds", "bytes": 284634, "hashes": {}}, "samples": 6, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00007.mds.zstd", "bytes": 99814, "hashes": {}}}], "version": 2}
\ No newline at end of file
diff --git a/arxiv/3-2-tokenized/shard.00007.mds.zstd b/arxiv/3-2-tokenized/shard.00007.mds.zstd
new file mode 100644
index 0000000000000000000000000000000000000000..ed10915930429a4e8991d5548eb0f22aac8ac45f
Binary files /dev/null and b/arxiv/3-2-tokenized/shard.00007.mds.zstd differ
diff --git a/arxiv/3-3/index.json b/arxiv/3-3/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..a6d4c3447db50289602aee2888a1ac3e95f11919
--- /dev/null
+++ b/arxiv/3-3/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": 67083590, "hashes": {}}, "samples": 1151, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00000.mds.zstd", "bytes": 19034133, "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": 67093274, "hashes": {}}, "samples": 1133, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00001.mds.zstd", "bytes": 19023895, "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": 67078926, "hashes": {}}, "samples": 1169, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00002.mds.zstd", "bytes": 19203524, "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": 67091107, "hashes": {}}, "samples": 1110, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00003.mds.zstd", "bytes": 18985491, "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": 67041494, "hashes": {}}, "samples": 1160, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00004.mds.zstd", "bytes": 18947030, "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": 67108466, "hashes": {}}, "samples": 1165, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00005.mds.zstd", "bytes": 19234726, "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": 67027134, "hashes": {}}, "samples": 1152, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00006.mds.zstd", "bytes": 19031298, "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": 67094841, "hashes": {}}, "samples": 1123, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00007.mds.zstd", "bytes": 18197845, "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": 67105211, "hashes": {}}, "samples": 1197, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00008.mds.zstd", "bytes": 19213013, "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": 67096234, "hashes": {}}, "samples": 1181, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00009.mds.zstd", "bytes": 19171796, "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": 67092047, "hashes": {}}, "samples": 1132, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00010.mds.zstd", "bytes": 19115739, "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": 67092983, "hashes": {}}, "samples": 1108, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00011.mds.zstd", "bytes": 18950153, "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": 67062644, "hashes": {}}, "samples": 1158, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00012.mds.zstd", "bytes": 19080570, "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": 67084542, "hashes": {}}, "samples": 1176, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00013.mds.zstd", "bytes": 18908791, "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": 67018081, "hashes": {}}, "samples": 1145, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00014.mds.zstd", "bytes": 19150781, "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": 67046922, "hashes": {}}, "samples": 1133, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00015.mds.zstd", "bytes": 19084735, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00016.mds", "bytes": 66956132, "hashes": {}}, "samples": 1132, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00016.mds.zstd", "bytes": 18834029, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00017.mds", "bytes": 67049615, "hashes": {}}, "samples": 1141, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00017.mds.zstd", "bytes": 18941721, "hashes": {}}}, {"column_encodings": ["str", "str"], "column_names": ["domain", "text"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00018.mds", "bytes": 67105563, "hashes": {}}, "samples": 1033, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00018.mds.zstd", "bytes": 19511528, "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": 67027353, "hashes": {}}, "samples": 1192, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00019.mds.zstd", "bytes": 19406707, "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": 67048034, "hashes": {}}, "samples": 1120, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00020.mds.zstd", "bytes": 18861717, "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": 67078201, "hashes": {}}, "samples": 1215, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00021.mds.zstd", "bytes": 19170593, "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": 67067444, "hashes": {}}, "samples": 1145, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00022.mds.zstd", "bytes": 19300822, "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": 67094562, "hashes": {}}, "samples": 1194, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00023.mds.zstd", "bytes": 19054135, "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": 67063166, "hashes": {}}, "samples": 1167, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00024.mds.zstd", "bytes": 18968680, "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": 66962505, "hashes": {}}, "samples": 1204, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00025.mds.zstd", "bytes": 19191027, "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": 10404681, "hashes": {}}, "samples": 176, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00026.mds.zstd", "bytes": 2929108, "hashes": {}}}], "version": 2}
\ No newline at end of file
diff --git a/arxiv/3-3/tokenize_output.log b/arxiv/3-3/tokenize_output.log
new file mode 100644
index 0000000000000000000000000000000000000000..3fa5082d04f5c2753291c8736372b71b89559266
--- /dev/null
+++ b/arxiv/3-3/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/3-3...
+Using tokenizer model bclavie/olmo_bert_template...
+Using 1 processes for tokenization, with 1000 items per process.
+
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Processing samples:  40%|███▉      | 12000/30112 [17:20<25:00, 12.07it/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:  40%|███▉      | 12000/30112 [18:06<27:20, 11.04it/s]
diff --git a/arxiv/3-5/shard.00000.mds b/arxiv/3-5/shard.00000.mds
new file mode 100644
index 0000000000000000000000000000000000000000..3ae821e261359294931167fa5089dd6edaafaa6b
--- /dev/null
+++ b/arxiv/3-5/shard.00000.mds
@@ -0,0 +1,3 @@
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\ No newline at end of file
diff --git a/arxiv/5-2/tokenize_output.log b/arxiv/5-2/tokenize_output.log
new file mode 100644
index 0000000000000000000000000000000000000000..64eb6c05917b69e525a7d5d5d8224e8383328310
--- /dev/null
+++ b/arxiv/5-2/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/5-2...
+Using tokenizer model bclavie/olmo_bert_template...
+Using 1 processes for tokenization, with 1000 items per process.
+
Processing samples:   0%|          | 0/30494 [00:00<?, ?it/s]
Processing samples:   3%|▎         | 1000/30494 [01:38<48:34, 10.12it/s]
Processing samples:   3%|▎         | 1000/30494 [01:50<48:34, 10.12it/s]
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Processing samples:  10%|▉         | 3000/30494 [04:20<38:54, 11.78it/s]
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Processing samples:  13%|█▎        | 4000/30494 [05:30<34:52, 12.66it/s]
Processing samples:  13%|█▎        | 4000/30494 [05:50<34:52, 12.66it/s]
Processing samples:  16%|█▋        | 5000/30494 [06:43<32:44, 12.98it/s]
Processing samples:  16%|█▋        | 5000/30494 [07:00<32:44, 12.98it/s]
Processing samples:  20%|█▉        | 6000/30494 [08:03<31:48, 12.84it/s]
Processing samples:  20%|█▉        | 6000/30494 [08:20<31:48, 12.84it/s]
Processing samples:  23%|██▎       | 7000/30494 [09:19<30:15, 12.94it/s]
Processing samples:  23%|██▎       | 7000/30494 [09:30<30:15, 12.94it/s]
Processing samples:  26%|██▌       | 8000/30494 [10:37<29:03, 12.90it/s]
Processing samples:  26%|██▌       | 8000/30494 [10:50<29:03, 12.90it/s]
Processing samples:  30%|██▉       | 9000/30494 [11:54<27:40, 12.95it/s]
Processing samples:  30%|██▉       | 9000/30494 [12:10<27:40, 12.95it/s]
Processing samples:  33%|███▎      | 10000/30494 [13:15<26:52, 12.71it/s]
Processing samples:  33%|███▎      | 10000/30494 [13:30<26:52, 12.71it/s]
Processing samples:  36%|███▌      | 11000/30494 [14:39<26:04, 12.46it/s]
Processing samples:  36%|███▌      | 11000/30494 [14:50<26:04, 12.46it/s]
Processing samples:  39%|███▉      | 12000/30494 [15:52<24:03, 12.81it/s]
Processing samples:  39%|███▉      | 12000/30494 [16:10<24:03, 12.81it/s]
Processing samples:  43%|████▎     | 13000/30494 [17:14<23:01, 12.66it/s]
Processing samples:  43%|████▎     | 13000/30494 [17:30<23:01, 12.66it/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:  43%|████▎     | 13000/30494 [17:57<24:10, 12.06it/s]
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diff --git a/arxiv/6-6/index.json b/arxiv/6-6/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..46e975733540636bfd21342f8a1b500724278ee4
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+++ b/arxiv/6-6/index.json
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diff --git a/arxiv/7-2/index.json b/arxiv/7-2/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..3fa94c2bbbfe12be3602aca880913d608120b379
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diff --git a/arxiv/7-3/index.json b/arxiv/7-3/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..0fd5fa4bb520ea8ed620c5afe5150035a444f312
--- /dev/null
+++ b/arxiv/7-3/index.json
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diff --git a/arxiv/7-8/index.json b/arxiv/7-8/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..af69892d84b6dabd0540af0c263e68262038dba5
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diff --git a/arxiv/8-3/index.json b/arxiv/8-3/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..58689b242f079ce5e65c7d91709f238a76afd26e
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+++ b/arxiv/8-3/index.json
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diff --git a/arxiv/9-5/index.json b/arxiv/9-5/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..15ee70686704dd8c49852c23e0d3c211db2e7599
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