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Error code: DatasetGenerationError Exception: ArrowInvalid Message: Integer value 100000000000000000 not in range: -9007199254740992 to 9007199254740992 Traceback: Traceback (most recent call last): File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single writer.write_table(table) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table pa_table = table_cast(pa_table, self._schema) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast return cast_table_to_schema(table, schema) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2261, in cast_table_to_schema arrays = [cast_array_to_feature(table[name], feature) for name, feature in features.items()] File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2261, in <listcomp> arrays = [cast_array_to_feature(table[name], feature) for name, feature in features.items()] File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1802, in wrapper return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks]) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1802, in <listcomp> return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks]) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2116, in cast_array_to_feature return array_cast( File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1804, in wrapper return func(array, *args, **kwargs) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1963, in array_cast return array.cast(pa_type) File "pyarrow/array.pxi", line 996, in pyarrow.lib.Array.cast File "/src/services/worker/.venv/lib/python3.9/site-packages/pyarrow/compute.py", line 404, in cast return call_function("cast", [arr], options, memory_pool) File "pyarrow/_compute.pyx", line 590, in pyarrow._compute.call_function File "pyarrow/_compute.pyx", line 385, in pyarrow._compute.Function.call File "pyarrow/error.pxi", line 154, in pyarrow.lib.pyarrow_internal_check_status File "pyarrow/error.pxi", line 91, in pyarrow.lib.check_status pyarrow.lib.ArrowInvalid: Integer value 100000000000000000 not in range: -9007199254740992 to 9007199254740992 The above exception was the direct cause of the following exception: Traceback (most recent call last): File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1529, in compute_config_parquet_and_info_response parquet_operations = convert_to_parquet(builder) File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1154, in convert_to_parquet builder.download_and_prepare( File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare self._download_and_prepare( File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare self._prepare_split(split_generator, **prepare_split_kwargs) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split for job_id, done, content in self._prepare_split_single( File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2038, in _prepare_split_single raise DatasetGenerationError("An error occurred while generating the dataset") from e datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset
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blockNumber
int64 | timestamp
int64 | tokenAddress
string | from
string | to
string | value
float64 | fileBlock
int64 |
---|---|---|---|---|---|---|
16,480,746 | 1,674,612,419 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x0000000000000000000000000000000000000000 | 0x0000ba9ff5c97f33bd62c216a56b3d02ae6ac4bb | 1,000,000,000,000,000,000 | 26 |
16,480,778 | 1,674,612,803 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x0000ba9ff5c97f33bd62c216a56b3d02ae6ac4bb | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 1,000,000,000,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 750,000,000,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 250,000,000,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x707db4f918d0d4555632b59daa1c286e94766a16 | 11,249,900,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 3,749,970,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x710e7dbfe197d92a40b2929052befd39475aaf84 | 11,249,900,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 3,749,970,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x0b98dd25600bb9a521b1d54c03cf303028c0503d | 11,249,900,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 3,749,970,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x62ec0fee10b49a2cbfc70c24dbb2bd5762dc597d | 11,249,900,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 3,749,970,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x6394c899b65bafa2f38832aaaea2d1f8bdf53b88 | 11,249,900,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 3,749,970,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x69fa3e599057930b66d5a66bab7dbc1ed39a80e8 | 11,249,900,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 3,749,970,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0xf69fccb14f29f17bfc0dd53bb22d0e0afb95c773 | 11,249,900,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 3,749,970,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x63a41feb5ef98e0b5e31daf3ba3bec1a2d2ddee7 | 11,249,900,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 3,749,970,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x4659c378f1fae26ccc47690b9703c2dbd61ec282 | 11,249,900,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 3,749,970,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x15dca998f55cb149a418550e32034950c8729e71 | 11,249,900,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 3,749,970,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x2844d03c5b25a2cd3d05eb73871da63b24446eb8 | 3,266,160,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 1,088,720,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x11c6d083e9b0748be19bfce21115fe9f8ddd7fd9 | 2,635,520,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 878,506,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x11c6d083e9b0748be19bfce21115fe9f8ddd7fd9 | 2,604,560,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 868,186,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x71ad0b7557ad330002367f939118cdcaa48bfd2c | 15,000,000,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 5,000,000,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0xb40bd8615a2b9292687b5735db242e7953deba01 | 14,925,000,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 4,975,000,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0xd179d7126e95a9ed359a315e2e3b93126392977d | 14,175,000,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 4,725,000,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0xe7a6f9d44e175027212c3775854b66de38882336 | 14,175,000,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 4,725,000,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x4fab169c85876afa470a9f256f59514edcefcfe9 | 15,000,000,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 5,000,000,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0xb52a3094a6dc9a36c372c751ce596a84e46b95e7 | 14,925,000,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 4,975,000,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x0f11b24a2c1ec8aec6aea8b5db679cf02cde24c7 | 14,925,000,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 4,975,000,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0xaa75b925561e6944711b014617767b699c3c4966 | 14,925,000,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 4,975,000,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0xe95b3f559b9da49fbc3f95976a76d91168d854f8 | 14,925,000,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 4,975,000,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x4b2b31b7a32a3d3bb894effc31b16abd400bd258 | 8,196,760,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 2,732,250,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0xd103855b83ff26e0e6a67a0203e45455f37ca713 | 14,925,000,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 4,975,000,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x620a94c66fc27881ed03bcb6d7e4de95f6fc9b17 | 14,925,000,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 4,975,000,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x707db4f918d0d4555632b59daa1c286e94766a16 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 8,437,430,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x707db4f918d0d4555632b59daa1c286e94766a16 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 2,812,480,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x710e7dbfe197d92a40b2929052befd39475aaf84 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 8,437,430,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x710e7dbfe197d92a40b2929052befd39475aaf84 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 2,812,480,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x0b98dd25600bb9a521b1d54c03cf303028c0503d | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 8,437,430,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x0b98dd25600bb9a521b1d54c03cf303028c0503d | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 2,812,480,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x62ec0fee10b49a2cbfc70c24dbb2bd5762dc597d | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 8,437,430,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x62ec0fee10b49a2cbfc70c24dbb2bd5762dc597d | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 2,812,480,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x6394c899b65bafa2f38832aaaea2d1f8bdf53b88 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 8,437,430,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x6394c899b65bafa2f38832aaaea2d1f8bdf53b88 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 2,812,480,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x69fa3e599057930b66d5a66bab7dbc1ed39a80e8 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 8,437,430,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x69fa3e599057930b66d5a66bab7dbc1ed39a80e8 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 2,812,480,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0xf69fccb14f29f17bfc0dd53bb22d0e0afb95c773 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 8,437,430,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0xf69fccb14f29f17bfc0dd53bb22d0e0afb95c773 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 2,812,480,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x63a41feb5ef98e0b5e31daf3ba3bec1a2d2ddee7 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 8,437,430,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x63a41feb5ef98e0b5e31daf3ba3bec1a2d2ddee7 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 2,812,480,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x4659c378f1fae26ccc47690b9703c2dbd61ec282 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 8,437,430,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x4659c378f1fae26ccc47690b9703c2dbd61ec282 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 2,812,480,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x15dca998f55cb149a418550e32034950c8729e71 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 8,437,430,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x15dca998f55cb149a418550e32034950c8729e71 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 2,812,480,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x2844d03c5b25a2cd3d05eb73871da63b24446eb8 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 2,449,620,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x2844d03c5b25a2cd3d05eb73871da63b24446eb8 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 816,539,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0xdc1d18df7182b285a69502ab7c08d9a2aa2bdfae | 14,925,000,000,000,000 | 26 |
16,480,788 | 1,674,612,923 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 4,975,000,000,000,000 | 26 |
16,480,789 | 1,674,612,935 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a803bad62e4024cce3be42e687596a9e8ae44f7 | 14,999,900,000,000,000 | 26 |
16,480,789 | 1,674,612,935 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 4,999,970,000,000,000 | 26 |
16,480,789 | 1,674,612,935 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x000000fc69ed6a4e257a349b04d75a8cf4b8a7c9 | 9,595,210,000,000,000 | 26 |
16,480,789 | 1,674,612,935 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 3,198,400,000,000,000 | 26 |
16,480,789 | 1,674,612,935 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x00000095ccc3d32c74b7873f521a8b461cb7139b | 9,010,310,000,000,000 | 26 |
16,480,789 | 1,674,612,935 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 3,003,440,000,000,000 | 26 |
16,480,789 | 1,674,612,935 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x0000005331b74dca07c35a04892aab5e82a791dc | 8,477,330,000,000,000 | 26 |
16,480,789 | 1,674,612,935 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 2,825,780,000,000,000 | 26 |
16,480,790 | 1,674,612,947 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x64d4363661ebe79d6227aa59eefcfe8a47dc92c5 | 1,703,320,000,000,000 | 26 |
16,480,790 | 1,674,612,947 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 567,775,000,000,000 | 26 |
16,480,790 | 1,674,612,947 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5cc9362c8ca705be9f0b6ae4834025c772e7839c | 6,232,210,000,000,000 | 26 |
16,480,790 | 1,674,612,947 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 2,077,400,000,000,000 | 26 |
16,480,790 | 1,674,612,947 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x73f1285ec4bf64d50eed0a836be8d996c43d81b6 | 1,927,080,000,000,000 | 26 |
16,480,790 | 1,674,612,947 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 642,360,000,000,000 | 26 |
16,480,790 | 1,674,612,947 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0xec611c3b3be6908b2241fb3667a0794c3451f5bc | 1,899,790,000,000,000 | 26 |
16,480,790 | 1,674,612,947 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 633,264,000,000,000 | 26 |
16,480,790 | 1,674,612,947 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x8a4da389e40682d4d886846c0723cb608317f523 | 1,873,080,000,000,000 | 26 |
16,480,790 | 1,674,612,947 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 624,359,000,000,000 | 26 |
16,480,790 | 1,674,612,947 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x38069d467678acb3fbb57bf909a24f8b52bbc112 | 2,456,860,000,000,000 | 26 |
16,480,790 | 1,674,612,947 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 818,953,000,000,000 | 26 |
16,480,791 | 1,674,612,959 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x581ecbd455f3b92725e346edb611a2e985c630ab | 8,820,800,000,000,000 | 26 |
16,480,791 | 1,674,612,959 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 0x9ec9367b8c4dd45ec8e7b800b1f719251053ad60 | 0x5a3e6a77ba2f983ec0d371ea3b475f8bc0811ad5 | 2,940,270,000,000,000 | 26 |
Towards Neural Scaling Laws for Foundation Models on Temporal Graphs
This repository provides the implementation of the TGS foundation model benchmarking and includes links to temporal networks suitable for foundation model training. TGS introduces a training process for foundation models using various real-world temporal networks, enabling prediction on previously unseen networks.
Overview
Temporal graph learning focuses on predicting future interactions from evolving network data. Our study addresses whether it's possible to predict the evolution of an unseen network within the same domain using observed temporal graphs. We introduce the Temporal Graph Scaling (TGS) dataset, comprising 84 ERC20 token transaction networks collected from 2017 to 2023. To evaluate transferability, we pre-train Temporal Graph Neural Networks (TGNNs) on up to 64 token transaction networks and assess their performance on 20 unseen token types. Our findings reveal that the neural scaling law observed in NLP and Computer Vision also applies to temporal graph learning: pre-training on more networks with more parameters enhances downstream performance. This is the first empirical demonstration of temporal graph transferability. Notably, the largest pre-trained model surpasses fine-tuned TGNNs on unseen test networks, marking a significant step towards building foundation models for temporal graphs. The code and datasets are publicly available.
TGS foundation model performance on unseen networks
Dataset
All extracted transaction networks required for foundation model training can be downloaded here.
The standard ML croissant repository for datasets TGS's metadata is also available here.
The TGS dataset extraction includes: (1) Token Extraction: extracting the token transaction network from our P2P Ethereum live node. (2) Discretizing: creating weekly snapshots for the Discretized Temporal Directed Graph (DTDG) setting. (3) Labeling: assigning labels based on network growth; increasing trends are labeled one, decreasing trends are labeled zero.
Benchmark Implementation
TGS transaction networks are divided randomly into train and test sets. The train set is used to train foundation models with different sizes; then, the trained models are evaluated on the test set.
TGS foundation model training overview
Prerequisites
- Python 3.6+
- Libraries listed in
installed_packages.txt
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