Datasets:

soholev
/

research-paper-read-bench

Error code:   StreamingRowsError
Exception:    CastError
Message:      Couldn't cast
submission_id: string
bench_version: int64
device_id: string
device_name: string
ios_version: string
app_version: string
model_name: string
model_quant: string
context_size: int64
thread_count: int64
prompt_tps: double
gen_tps: double
prompt_tokens: int64
generated_tokens: int64
total_time_s: double
thermal_state: string
is_charging: bool
is_simulator: bool
server_received_at: int64
required: list<item: string>
  child 0, item: string
title: string
type: string
properties: struct<submission_id: struct<type: string, description: string>, bench_version: struct<type: string, (... 936 chars omitted)
  child 0, submission_id: struct<type: string, description: string>
      child 0, type: string
      child 1, description: string
  child 1, bench_version: struct<type: string, minimum: int64, description: string>
      child 0, type: string
      child 1, minimum: int64
      child 2, description: string
  child 2, device_id: struct<type: string, description: string>
      child 0, type: string
      child 1, description: string
  child 3, device_name: struct<type: string, description: string>
      child 0, type: string
      child 1, description: string
  child 4, ios_version: struct<type: string>
      child 0, type: string
  child 5, app_version: struct<type: string, description: string>
      child 0, type: string
      child 1, description: string
  child 6, model_name: struct<type: string, description: string>
      child 0, type: string
      child 1, description: string
  c
...
t: struct<type: string, description: string>
      child 0, type: string
      child 1, description: string
  child 8, context_size: struct<type: string, minimum: int64>
      child 0, type: string
      child 1, minimum: int64
  child 9, thread_count: struct<type: string, minimum: int64>
      child 0, type: string
      child 1, minimum: int64
  child 10, prompt_tps: struct<type: string, exclusiveMinimum: int64>
      child 0, type: string
      child 1, exclusiveMinimum: int64
  child 11, gen_tps: struct<type: string, exclusiveMinimum: int64>
      child 0, type: string
      child 1, exclusiveMinimum: int64
  child 12, prompt_tokens: struct<type: string, minimum: int64>
      child 0, type: string
      child 1, minimum: int64
  child 13, generated_tokens: struct<type: string, minimum: int64>
      child 0, type: string
      child 1, minimum: int64
  child 14, total_time_s: struct<type: string, exclusiveMinimum: int64>
      child 0, type: string
      child 1, exclusiveMinimum: int64
  child 15, thermal_state: struct<type: string, enum: list<item: string>>
      child 0, type: string
      child 1, enum: list<item: string>
          child 0, item: string
  child 16, is_charging: struct<type: string>
      child 0, type: string
  child 17, is_simulator: struct<type: string>
      child 0, type: string
  child 18, server_received_at: struct<type: string, description: string>
      child 0, type: string
      child 1, description: string
$schema: string
description: string
to
{'$schema': Value('string'), 'title': Value('string'), 'description': Value('string'), 'type': Value('string'), 'required': List(Value('string')), 'properties': {'submission_id': {'type': Value('string'), 'description': Value('string')}, 'bench_version': {'type': Value('string'), 'minimum': Value('int64'), 'description': Value('string')}, 'device_id': {'type': Value('string'), 'description': Value('string')}, 'device_name': {'type': Value('string'), 'description': Value('string')}, 'ios_version': {'type': Value('string')}, 'app_version': {'type': Value('string'), 'description': Value('string')}, 'model_name': {'type': Value('string'), 'description': Value('string')}, 'model_quant': {'type': Value('string'), 'description': Value('string')}, 'context_size': {'type': Value('string'), 'minimum': Value('int64')}, 'thread_count': {'type': Value('string'), 'minimum': Value('int64')}, 'prompt_tps': {'type': Value('string'), 'exclusiveMinimum': Value('int64')}, 'gen_tps': {'type': Value('string'), 'exclusiveMinimum': Value('int64')}, 'prompt_tokens': {'type': Value('string'), 'minimum': Value('int64')}, 'generated_tokens': {'type': Value('string'), 'minimum': Value('int64')}, 'total_time_s': {'type': Value('string'), 'exclusiveMinimum': Value('int64')}, 'thermal_state': {'type': Value('string'), 'enum': List(Value('string'))}, 'is_charging': {'type': Value('string')}, 'is_simulator': {'type': Value('string')}, 'server_received_at': {'type': Value('string'), 'description': Value('string')}}}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/utils.py", line 99, in get_rows_or_raise
                  return get_rows(
                         ^^^^^^^^^
                File "/src/libs/libcommon/src/libcommon/utils.py", line 272, in decorator
                  return func(*args, **kwargs)
                         ^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/utils.py", line 77, in get_rows
                  rows_plus_one = list(itertools.islice(ds, rows_max_number + 1))
                                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2690, in __iter__
                  for key, example in ex_iterable:
                                      ^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2227, in __iter__
                  for key, pa_table in self._iter_arrow():
                                       ^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2251, in _iter_arrow
                  for key, pa_table in self.ex_iterable._iter_arrow():
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 494, in _iter_arrow
                  for key, pa_table in iterator:
                                       ^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 384, in _iter_arrow
                  for key, pa_table in self.generate_tables_fn(**gen_kwags):
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 299, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 128, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2321, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2249, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              submission_id: string
              bench_version: int64
              device_id: string
              device_name: string
              ios_version: string
              app_version: string
              model_name: string
              model_quant: string
              context_size: int64
              thread_count: int64
              prompt_tps: double
              gen_tps: double
              prompt_tokens: int64
              generated_tokens: int64
              total_time_s: double
              thermal_state: string
              is_charging: bool
              is_simulator: bool
              server_received_at: int64
              required: list<item: string>
                child 0, item: string
              title: string
              type: string
              properties: struct<submission_id: struct<type: string, description: string>, bench_version: struct<type: string, (... 936 chars omitted)
                child 0, submission_id: struct<type: string, description: string>
                    child 0, type: string
                    child 1, description: string
                child 1, bench_version: struct<type: string, minimum: int64, description: string>
                    child 0, type: string
                    child 1, minimum: int64
                    child 2, description: string
                child 2, device_id: struct<type: string, description: string>
                    child 0, type: string
                    child 1, description: string
                child 3, device_name: struct<type: string, description: string>
                    child 0, type: string
                    child 1, description: string
                child 4, ios_version: struct<type: string>
                    child 0, type: string
                child 5, app_version: struct<type: string, description: string>
                    child 0, type: string
                    child 1, description: string
                child 6, model_name: struct<type: string, description: string>
                    child 0, type: string
                    child 1, description: string
                c
              ...
              t: struct<type: string, description: string>
                    child 0, type: string
                    child 1, description: string
                child 8, context_size: struct<type: string, minimum: int64>
                    child 0, type: string
                    child 1, minimum: int64
                child 9, thread_count: struct<type: string, minimum: int64>
                    child 0, type: string
                    child 1, minimum: int64
                child 10, prompt_tps: struct<type: string, exclusiveMinimum: int64>
                    child 0, type: string
                    child 1, exclusiveMinimum: int64
                child 11, gen_tps: struct<type: string, exclusiveMinimum: int64>
                    child 0, type: string
                    child 1, exclusiveMinimum: int64
                child 12, prompt_tokens: struct<type: string, minimum: int64>
                    child 0, type: string
                    child 1, minimum: int64
                child 13, generated_tokens: struct<type: string, minimum: int64>
                    child 0, type: string
                    child 1, minimum: int64
                child 14, total_time_s: struct<type: string, exclusiveMinimum: int64>
                    child 0, type: string
                    child 1, exclusiveMinimum: int64
                child 15, thermal_state: struct<type: string, enum: list<item: string>>
                    child 0, type: string
                    child 1, enum: list<item: string>
                        child 0, item: string
                child 16, is_charging: struct<type: string>
                    child 0, type: string
                child 17, is_simulator: struct<type: string>
                    child 0, type: string
                child 18, server_received_at: struct<type: string, description: string>
                    child 0, type: string
                    child 1, description: string
              $schema: string
              description: string
              to
              {'$schema': Value('string'), 'title': Value('string'), 'description': Value('string'), 'type': Value('string'), 'required': List(Value('string')), 'properties': {'submission_id': {'type': Value('string'), 'description': Value('string')}, 'bench_version': {'type': Value('string'), 'minimum': Value('int64'), 'description': Value('string')}, 'device_id': {'type': Value('string'), 'description': Value('string')}, 'device_name': {'type': Value('string'), 'description': Value('string')}, 'ios_version': {'type': Value('string')}, 'app_version': {'type': Value('string'), 'description': Value('string')}, 'model_name': {'type': Value('string'), 'description': Value('string')}, 'model_quant': {'type': Value('string'), 'description': Value('string')}, 'context_size': {'type': Value('string'), 'minimum': Value('int64')}, 'thread_count': {'type': Value('string'), 'minimum': Value('int64')}, 'prompt_tps': {'type': Value('string'), 'exclusiveMinimum': Value('int64')}, 'gen_tps': {'type': Value('string'), 'exclusiveMinimum': Value('int64')}, 'prompt_tokens': {'type': Value('string'), 'minimum': Value('int64')}, 'generated_tokens': {'type': Value('string'), 'minimum': Value('int64')}, 'total_time_s': {'type': Value('string'), 'exclusiveMinimum': Value('int64')}, 'thermal_state': {'type': Value('string'), 'enum': List(Value('string'))}, 'is_charging': {'type': Value('string')}, 'is_simulator': {'type': Value('string')}, 'server_received_at': {'type': Value('string'), 'description': Value('string')}}}
              because column names don't match

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Research Paper Read - On-device Benchmark Submissions

Append-only collection of benchmark results submitted from the Research Paper Read iOS app.

Each submission is a JSON file under submissions/{submission_id}.json written by the leaderboard Space after validation, idempotency check, and rate limiting.

See schema.json for the full field shape. Headlines:

prompt_tps / gen_tps — measured tokens/sec for prefill and 256-token greedy decode
device_id / device_name — sysctl hw.machine + display-name mapping
model_name / model_quant — Qwen3.5-4B / Q4_K_M at the time of writing
thermal_state — nominal | fair | serious | critical (ProcessInfo.thermalState)
bench_version — bump when the bundled prompt or token budget changes

Filtering convention used by the Space's public leaderboard:

bench_version == 1
thermal_state == "nominal"
is_simulator == false

then group by device_id, take max gen_tps.

Downloads last month: 59

Total file size:

8.67 kB

Research Paper Read - On-device Benchmark Submissions

Space using soholev/research-paper-read-bench 1