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Cannot extract the features (columns) for the split 'train' of the config 'default' of the dataset.
Error code:   FeaturesError
Exception:    ArrowInvalid
Message:      Schema at index 1 was different: 
config: struct<mode: string, models: struct<merger: struct<name: string, prefix: null, max_context_length: null>, base_embedder: struct<name: string, prefix: string, max_context_length: int64>, native_embedder: struct<name: string, prefix: string, max_context_length: int64>, byok_embedder: null>, probe_config: struct<sequence_length: struct<min: int64, max: int64>, samples_per_length: int64, token_per_sample: int64>, dataset: struct<path: string, split: string, commit_hash: string>, output: struct<format: string, sign: bool>, advanced: struct<batch_size: int64, device: string>, seed: int64>
average_rss: double
average_total_latency: double
average_synthesis_latency: double
length_scores: struct<4: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 5: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 6: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 7: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 8: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 9: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 10: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 11: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 12: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 13: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 14: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 15: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 16: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 17: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 18: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 19: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 20: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 21: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 22: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 23: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 24: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 25: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 26: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 27: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 28: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 29: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 30: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 31: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 32: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 33: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 34: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 35: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 36: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 37: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 38: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 39: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 40: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 41: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 42: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 43: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 44: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 45: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 46: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 47: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 48: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 49: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 50: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 51: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 52: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 53: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 54: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 55: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 56: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 57: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 58: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 59: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 60: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 61: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 62: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 63: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 64: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>>
metadata: struct<package_versions: struct<finesse-benchmark: string>, dataset: struct<path: string, split: string, commit_hash: string>, config: struct<mode: string, models: struct<merger: struct<name: string, prefix: null, max_context_length: null>, base_embedder: struct<name: string, prefix: string, max_context_length: int64>, native_embedder: struct<name: string, prefix: string, max_context_length: int64>, byok_embedder: null>, probe_config: struct<sequence_length: struct<min: int64, max: int64>, samples_per_length: int64, token_per_sample: int64>, dataset: struct<path: string, split: string, commit_hash: string>, output: struct<format: string, sign: bool>, advanced: struct<batch_size: int64, device: string>, seed: int64>, device_info: struct<cpu: string, gpu: string, cuda_version: string, torch_version: string>>
model_hash: struct<native: string>
content_hash: string
vs
config: struct<mode: string, models: struct<merger: struct<local_path: string, local_class: string, max_context_length: null>, base_embedder: struct<name: string, prefix: string, max_context_length: int64>, native_embedder: struct<name: string, prefix: string, max_context_length: int64>, byok_embedder: null>, probe_config: struct<sequence_length: struct<min: int64, max: int64>, samples_per_length: int64, token_per_sample: int64>, dataset: struct<path: string, split: string, commit_hash: string>, output: struct<format: string, sign: bool>, advanced: struct<batch_size: int64, device: string>, seed: int64>
average_rss: double
average_total_latency: double
average_synthesis_latency: double
length_scores: struct<4: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 5: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 6: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 7: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 8: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 9: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 10: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 11: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 12: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 13: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 14: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 15: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 16: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 17: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 18: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 19: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 20: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 21: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 22: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 23: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 24: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 25: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 26: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 27: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 28: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 29: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 30: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 31: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 32: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 33: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 34: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 35: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 36: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 37: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 38: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 39: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 40: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 41: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 42: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 43: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 44: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 45: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 46: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 47: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 48: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 49: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 50: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 51: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 52: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 53: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 54: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 55: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 56: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 57: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 58: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 59: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 60: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 61: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 62: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 63: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 64: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>>
metadata: struct<package_versions: struct<finesse-benchmark: string>, dataset: struct<path: string, split: string, commit_hash: string>, config: struct<mode: string, models: struct<merger: struct<local_path: string, local_class: string, max_context_length: null>, base_embedder: struct<name: string, prefix: string, max_context_length: int64>, native_embedder: struct<name: string, prefix: string, max_context_length: int64>, byok_embedder: null>, probe_config: struct<sequence_length: struct<min: int64, max: int64>, samples_per_length: int64, token_per_sample: int64>, dataset: struct<path: string, split: string, commit_hash: string>, output: struct<format: string, sign: bool>, advanced: struct<batch_size: int64, device: string>, seed: int64>, device_info: struct<cpu: string, gpu: string, cuda_version: string, torch_version: string>>
model_hash: null
content_hash: string
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/split/first_rows.py", line 228, in compute_first_rows_from_streaming_response
                  iterable_dataset = iterable_dataset._resolve_features()
                                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 3496, in _resolve_features
                  features = _infer_features_from_batch(self.with_format(None)._head())
                                                        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2257, in _head
                  return next(iter(self.iter(batch_size=n)))
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2461, in iter
                  for key, example in iterator:
                                      ^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 1952, in __iter__
                  for key, pa_table in self._iter_arrow():
                                       ^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 1974, in _iter_arrow
                  yield from self.ex_iterable._iter_arrow()
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 531, in _iter_arrow
                  yield new_key, pa.Table.from_batches(chunks_buffer)
                                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "pyarrow/table.pxi", line 5039, in pyarrow.lib.Table.from_batches
                File "pyarrow/error.pxi", line 155, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status
              pyarrow.lib.ArrowInvalid: Schema at index 1 was different: 
              config: struct<mode: string, models: struct<merger: struct<name: string, prefix: null, max_context_length: null>, base_embedder: struct<name: string, prefix: string, max_context_length: int64>, native_embedder: struct<name: string, prefix: string, max_context_length: int64>, byok_embedder: null>, probe_config: struct<sequence_length: struct<min: int64, max: int64>, samples_per_length: int64, token_per_sample: int64>, dataset: struct<path: string, split: string, commit_hash: string>, output: struct<format: string, sign: bool>, advanced: struct<batch_size: int64, device: string>, seed: int64>
              average_rss: double
              average_total_latency: double
              average_synthesis_latency: double
              length_scores: struct<4: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 5: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 6: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 7: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 8: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 9: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 10: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 11: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 12: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 13: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 14: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 15: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 16: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 17: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 18: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 19: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 20: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 21: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 22: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 23: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 24: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 25: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 26: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 27: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 28: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 29: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 30: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 31: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 32: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 33: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 34: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 35: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 36: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 37: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 38: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 39: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 40: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 41: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 42: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 43: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 44: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 45: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 46: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 47: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 48: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 49: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 50: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 51: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 52: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 53: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 54: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 55: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 56: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 57: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 58: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 59: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 60: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 61: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 62: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 63: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>, 64: struct<rss_scores: list<item: null>, total_latency_scores: list<item: null>, synthesis_latency_scores: list<item: null>>>
              metadata: struct<package_versions: struct<finesse-benchmark: string>, dataset: struct<path: string, split: string, commit_hash: string>, config: struct<mode: string, models: struct<merger: struct<name: string, prefix: null, max_context_length: null>, base_embedder: struct<name: string, prefix: string, max_context_length: int64>, native_embedder: struct<name: string, prefix: string, max_context_length: int64>, byok_embedder: null>, probe_config: struct<sequence_length: struct<min: int64, max: int64>, samples_per_length: int64, token_per_sample: int64>, dataset: struct<path: string, split: string, commit_hash: string>, output: struct<format: string, sign: bool>, advanced: struct<batch_size: int64, device: string>, seed: int64>, device_info: struct<cpu: string, gpu: string, cuda_version: string, torch_version: string>>
              model_hash: struct<native: string>
              content_hash: string
              vs
              config: struct<mode: string, models: struct<merger: struct<local_path: string, local_class: string, max_context_length: null>, base_embedder: struct<name: string, prefix: string, max_context_length: int64>, native_embedder: struct<name: string, prefix: string, max_context_length: int64>, byok_embedder: null>, probe_config: struct<sequence_length: struct<min: int64, max: int64>, samples_per_length: int64, token_per_sample: int64>, dataset: struct<path: string, split: string, commit_hash: string>, output: struct<format: string, sign: bool>, advanced: struct<batch_size: int64, device: string>, seed: int64>
              average_rss: double
              average_total_latency: double
              average_synthesis_latency: double
              length_scores: struct<4: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 5: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 6: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 7: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 8: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 9: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 10: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 11: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 12: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 13: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 14: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 15: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 16: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 17: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 18: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 19: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 20: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 21: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 22: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 23: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 24: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 25: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 26: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 27: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 28: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 29: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 30: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 31: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 32: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 33: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 34: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 35: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 36: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 37: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 38: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 39: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 40: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 41: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 42: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 43: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 44: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 45: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 46: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 47: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 48: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 49: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 50: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 51: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 52: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 53: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 54: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 55: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 56: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 57: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 58: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 59: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 60: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 61: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 62: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 63: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>, 64: struct<rss_scores: list<item: double>, total_latency_scores: list<item: double>, synthesis_latency_scores: list<item: double>>>
              metadata: struct<package_versions: struct<finesse-benchmark: string>, dataset: struct<path: string, split: string, commit_hash: string>, config: struct<mode: string, models: struct<merger: struct<local_path: string, local_class: string, max_context_length: null>, base_embedder: struct<name: string, prefix: string, max_context_length: int64>, native_embedder: struct<name: string, prefix: string, max_context_length: int64>, byok_embedder: null>, probe_config: struct<sequence_length: struct<min: int64, max: int64>, samples_per_length: int64, token_per_sample: int64>, dataset: struct<path: string, split: string, commit_hash: string>, output: struct<format: string, sign: bool>, advanced: struct<batch_size: int64, device: string>, seed: int64>, device_info: struct<cpu: string, gpu: string, cuda_version: string, torch_version: string>>
              model_hash: null
              content_hash: string

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

⛔ Corrupted Dataset: This Evaluation Report Dataset contains depracated evaluation results.

STRONGLY Recommend NOT to download this dataset except for the research purpose.

Finesse Benchmark Results Archive

This dataset serves as the official, transparent archive for benchmark results generated by the Finesse Benchmark. It stores evaluation outputs from testing long-context embedding models on semantic understanding, retention, and Robust Separation Score (RSS) metrics, ensuring reproducibility for research and community validation.

Role in the Ecosystem

  • Producer: All data in this archive is generated using the Finesse Benchmark GitHub repository. This Python package handles probe generation from the source dataset, model evaluations in modes like merger_mode/native_mode/BYOK_mode, and output structuring.

  • Consumer: The results are dynamically loaded and visualized in the Finesse Benchmark Space. This interactive Gradio app parses the JSON reports to render leaderboards, graphs (RSS quartiles, FINESSE scores), and model comparisons, providing a live demo of benchmark insights.

For the philosophical foundation and detailed methodology behind RSS and FINESSE scoring, see the Research Blog Post.

Data Structure

The archive is structured by benchmark runs, with each top-level folder representing a specific model evaluation (e.g., sequence-merger-malgeum_v1, snowflake-arctic-embed_l-xs):

  • benchmark_results.json: The core evaluation report in JSON format, containing:

    • Final Scores: Aggregated FINESSE score (balanced average of Top-Down and Bottom-Up RSS, scaled to [-1000, +1000]), plus raw RSS values (Q1_X - Q3_Y gaps normalized to [0,1]).
    • Per-Probe Evaluations: Detailed cosine similarities for each probe (synth-to-constituents, constituents-to-synth), grouped by Memory (signal) vs. Noise (irrelevant chunks).
    • Configuration Metadata: Run settings like mode (e.g., 'merger_mode'), sample count, seed, embedder model, PPE dimensions, and data source (finesse-benchmark-database).
    • Model Metadata: Evaluated model name, version, and any custom parameters.

  • embeddings_*.pt (e.g., embeddings_merger_mode_finesse-benchmark-database.pt): PyTorch tensor files with raw embedding data for deep analysis:

    • Atomic probe embeddings (from source dataset chunks).
    • Cumulative syntheses (e.g., synth(AB), synth(ABCDE)) for bidirectional fidelity checks.
    • Supports advanced use cases like custom plotting, further experiments, or integrity verification via content hashes.

This organization allows easy navigation: select a model's folder to access its full run artifacts. Upload new runs via the Finesse Benchmark package to maintain the archive.

Usage and Contribution

To generate and upload results:

  1. Install: pip install finesse-benchmark
  2. Run: finesse generate --config your_config.yaml --output results
  3. Score: finesse score --output benchmark_results.json
  4. Push to HF: Use Hugging Face CLI or the dataset viewer.

Use This Colab notebook for easy step-by-step following.

Contribute by running benchmarks on new models and sharing results—strengthen the community's understanding of long-context embeddings!
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