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The dataset generation failed
Error code: DatasetGenerationError
Exception: IndexError
Message: list index out of range
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1811, in _prepare_split_single
original_shard_lengths[original_shard_id] += len(table)
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^
IndexError: list index out of range
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 1343, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 907, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1646, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1832, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
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------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ |
Name Self CPU % Self CPU CPU total % CPU total CPU time avg Self CUDA Self CUDA % CUDA total CUDA time avg # of Calls Total GFLOPs |
------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ |
pipeline_forward 0.00% 0.000us 0.00% 0.000us 0.000us 10.020s 361.86% 10.020s 10.020s 1 -- |
record_param_comms 0.21% 21.219ms 0.49% 49.226ms 38.249us 2.395s 86.50% 2.397s 1.863ms 1287 -- |
ncclDevKernel_Generic_2(ncclDevKernelArgsStorage<409... 0.00% 0.000us 0.00% 0.000us 0.000us 2.395s 86.50% 2.395s 3.702ms 647 -- |
## Call CompiledFxGraph fnqs6o5av7fu57yks7izdth6cb5i... 0.00% 0.000us 0.00% 0.000us 0.000us 2.372s 85.65% 2.372s 14.824ms 160 -- |
nccl:all_to_all 0.00% 0.000us 0.00% 0.000us 0.000us 2.319s 83.74% 2.319s 3.623ms 640 -- |
hipThreadExchangeStreamCaptureMode 0.01% 1.236ms 0.01% 1.236ms 0.154us 1.141s 41.21% 1.141s 142.343us 8016 -- |
InductorBenchmarker.benchmark_gpu (dynamo_timed) 0.00% 0.000us 0.00% 0.000us 0.000us 331.880ms 11.99% 331.880ms 11.853ms 28 -- |
## Call CompiledFxGraph fkipsslv2bloy6aiskkhebqqlkaa... 0.00% 0.000us 0.00% 0.000us 0.000us 301.952ms 10.90% 301.952ms 1.936ms 156 -- |
## Call CompiledFxGraph fnarsjp4iupsxst7z4ksf553pzqn... 0.00% 0.000us 0.00% 0.000us 0.000us 203.925ms 7.36% 203.925ms 50.981ms 4 -- |
aten::addmm 0.54% 54.022ms 0.66% 66.613ms 50.927us 135.022ms 4.88% 135.415ms 103.529us 1308 45515.717 |
nccl:all_reduce 0.00% 0.000us 0.00% 0.000us 0.000us 70.962ms 2.56% 70.962ms 70.962ms 1 -- |
Cijk_Alik_Bljk_BBS_BH_Bias_HA_S_SAV_UserArgs_MT160x1... 0.00% 0.000us 0.00% 0.000us 0.000us 49.459ms 1.79% 49.459ms 154.559us 320 -- |
Cijk_Alik_Bljk_BBS_BH_Bias_HA_S_SAV_UserArgs_MT128x6... 0.00% 0.000us 0.00% 0.000us 0.000us 41.559ms 1.50% 41.559ms 61.844us 672 -- |
Cijk_Alik_Bljk_BBS_BH_Bias_HA_S_SAV_UserArgs_MT96x96... 0.00% 0.000us 0.00% 0.000us 0.000us 28.492ms 1.03% 28.492ms 178.074us 160 -- |
aten::miopen_convolution 0.32% 31.719ms 0.61% 61.333ms 533.326us 28.316ms 1.02% 30.194ms 262.553us 115 -- |
## Call CompiledFxGraph fo67uv4bldoimecrj3foglzyibdt... 0.00% 0.000us 0.00% 0.000us 0.000us 27.147ms 0.98% 27.147ms 169.668us 160 -- |
aten::mm 0.09% 9.234ms 0.12% 11.659ms 34.700us 25.987ms 0.94% 25.987ms 77.342us 336 9483.288 |
aten::copy_ 0.16% 16.306ms 1.58% 158.283ms 33.728us 25.616ms 0.93% 26.123ms 5.566us 4693 -- |
aiter::fmha_v3_fwd 0.12% 12.498ms 1.17% 117.235ms 337.853us 24.930ms 0.90% 24.998ms 72.041us 347 -- |
aiter::fmha_fwd_hd128_bf16_rtna 0.00% 0.000us 0.00% 0.000us 0.000us 24.930ms 0.90% 24.930ms 77.906us 320 -- |
Cijk_Alik_Bljk_BBS_BH_Bias_HA_S_SAV_UserArgs_MT128x8... 0.00% 0.000us 0.00% 0.000us 0.000us 24.557ms 0.89% 24.557ms 74.869us 328 -- |
triton_poi_fused_gelu_rocm_unquantized_gemm_4 0.11% 10.921ms 0.17% 16.650ms 13.648us 19.635ms 0.71% 19.635ms 16.095us 1220 -- |
triton_poi_fused_gelu_rocm_unquantized_gemm_4 0.00% 0.000us 0.00% 0.000us 0.000us 19.635ms 0.71% 19.635ms 16.095us 1220 -- |
aten::fill_ 0.12% 11.889ms 0.36% 35.948ms 6.074us 18.506ms 0.67% 18.506ms 3.127us 5918 -- |
void at::native::vectorized_elementwise_kernel<4, at... 0.00% 0.000us 0.00% 0.000us 0.000us 17.215ms 0.62% 17.215ms 2.985us 5768 -- |
_ZN2ck16tensor_operation6device12_GLOBAL__N_139kerne... 0.00% 0.000us 0.00% 0.000us 0.000us 17.171ms 0.62% 17.171ms 182.671us 94 -- |
aten::mul 0.20% 19.966ms 1.96% 196.976ms 77.887us 15.322ms 0.55% 15.387ms 6.084us 2529 3.349 |
Memcpy DtoD (Device -> Device) 0.00% 0.000us 0.00% 0.000us 0.000us 12.388ms 0.45% 12.388ms 3.968us 3122 -- |
triton_poi_fused_add_mul_5 0.14% 13.661ms 0.21% 20.885ms 17.119us 10.935ms 0.39% 10.935ms 8.963us 1220 -- |
triton_poi_fused_add_mul_5 0.00% 0.000us 0.00% 0.000us 0.000us 10.935ms 0.39% 10.935ms 8.963us 1220 -- |
Cijk_Alik_Bljk_BBS_BH_Bias_HA_S_SAV_UserArgs_MT192x1... 0.00% 0.000us 0.00% 0.000us 0.000us 10.328ms 0.37% 10.328ms 107.586us 96 -- |
aten::add 0.17% 16.957ms 1.79% 179.665ms 117.199us 9.383ms 0.34% 9.383ms 6.121us 1533 2.123 |
void at::native::elementwise_kernel_manual_unroll<12... 0.00% 0.000us 0.00% 0.000us 0.000us 7.954ms 0.29% 7.954ms 5.178us 1536 -- |
void at::native::elementwise_kernel_manual_unroll<12... 0.00% 0.000us 0.00% 0.000us 0.000us 7.935ms 0.29% 7.935ms 35.422us 224 -- |
aten::add_ 0.01% 972.560us 0.02% 1.863ms 8.828us 6.461ms 0.23% 6.461ms 30.619us 211 -- |
aten::gather 0.00% 492.085us 0.01% 878.795us 17.576us 6.361ms 0.23% 6.361ms 127.215us 50 -- |
void at::native::vectorized_gather_kernel<16, long>(... 0.00% 0.000us 0.00% 0.000us 0.000us 6.361ms 0.23% 6.361ms 127.215us 50 -- |
void at::native::vectorized_elementwise_kernel<8, at... 0.00% 0.000us 0.00% 0.000us 0.000us 6.138ms 0.22% 6.138ms 6.414us 957 -- |
Cijk_Alik_Bljk_BBS_BH_Bias_HA_S_SAV_UserArgs_MT128x9... 0.00% 0.000us 0.00% 0.000us 0.000us 5.948ms 0.21% 5.948ms 123.925us 48 -- |
void at::native::elementwise_kernel_manual_unroll<12... 0.00% 0.000us 0.00% 0.000us 0.000us 4.928ms 0.18% 4.928ms 18.184us 271 -- |
triton_red_fused__to_copy_mean_mul_pow_rsqrt_2 0.06% 5.943ms 0.09% 9.029ms 15.461us 4.856ms 0.18% 4.908ms 8.404us 584 -- |
triton_red_fused__to_copy_mean_mul_pow_rsqrt_2 0.00% 0.000us 0.00% 0.000us 0.000us 4.856ms 0.18% 4.856ms 8.315us 584 -- |
triton_red_fused__to_copy_mean_mul_pow_rsqrt_1 0.06% 6.488ms 0.10% 9.716ms 16.636us 4.334ms 0.16% 4.383ms 7.506us 584 -- |
triton_red_fused__to_copy_mean_mul_pow_rsqrt_1 0.00% 0.000us 0.00% 0.000us 0.000us 4.334ms 0.16% 4.334ms 7.421us 584 -- |
nccl:_all_gather_base 0.00% 0.000us 0.00% 0.000us 0.000us 4.046ms 0.15% 4.046ms 1.011ms 4 -- |
void at::native::elementwise_kernel_manual_unroll<12... 0.00% 0.000us 0.00% 0.000us 0.000us 3.982ms 0.14% 3.982ms 4.530us 879 -- |
rotary_kernel_0 0.09% 8.701ms 0.14% 13.947ms 43.586us 3.885ms 0.14% 4.027ms 12.583us 320 -- |
rotary_kernel 0.00% 0.000us 0.00% 0.000us 0.000us 3.885ms 0.14% 3.885ms 12.142us 320 -- |
## Call CompiledFxGraph f4jz7k2i6xlxb3zilp3nswjgfo7e... 0.00% 0.000us 0.00% 0.000us 0.000us 3.885ms 0.14% 3.885ms 12.142us 320 -- |
batched_transpose_32x32_half 0.00% 0.000us 0.00% 0.000us 0.000us 3.616ms 0.13% 3.616ms 11.229us 322 -- |
void at::native::vectorized_elementwise_kernel<4, at... 0.00% 0.000us 0.00% 0.000us 0.000us 3.426ms 0.12% 3.426ms 13.385us 256 -- |
triton_red_fused__to_copy_add_mul_native_layer_norm_... 0.03% 3.039ms 0.04% 4.243ms 26.520us 3.305ms 0.12% 3.305ms 20.655us 160 -- |
triton_red_fused__to_copy_add_mul_native_layer_norm_... 0.00% 0.000us 0.00% 0.000us 0.000us 3.305ms 0.12% 3.305ms 20.655us 160 -- |
_ZN2ck16tensor_operation6device12_GLOBAL__N_149kerne... 0.00% 0.000us 0.00% 0.000us 0.000us 2.569ms 0.09% 2.569ms 856.256us 3 -- |
aten::cat 0.01% 1.353ms 0.03% 3.093ms 25.561us 2.515ms 0.09% 2.515ms 20.788us 121 -- |
## Call CompiledFxGraph fgr2zyiap2gr3vxhb74czdeoudsp... 0.00% 0.000us 0.00% 0.000us 0.000us 2.510ms 0.09% 2.510ms 16.092us 156 -- |
void at::native::vectorized_elementwise_kernel<4, at... 0.00% 0.000us 0.00% 0.000us 0.000us 2.142ms 0.08% 2.142ms 13.474us 159 -- |
triton_red_fused__to_copy_add_mul_native_layer_norm_... 0.04% 3.589ms 0.06% 5.549ms 34.679us 2.030ms 0.07% 2.030ms 12.691us 160 -- |
triton_red_fused__to_copy_add_mul_native_layer_norm_... 0.00% 0.000us 0.00% 0.000us 0.000us 2.030ms 0.07% 2.030ms 12.691us 160 -- |
aten::bmm 0.03% 3.198ms 0.04% 3.935ms 40.992us 1.915ms 0.07% 1.915ms 19.950us 96 206.158 |
aten::div 0.01% 968.164us 0.02% 1.915ms 9.435us 1.801ms 0.07% 1.801ms 8.870us 203 -- |
aten::linalg_vector_norm 0.01% 1.032ms 0.01% 1.478ms 16.425us 1.768ms 0.06% 1.768ms 19.648us 90 -- |
void at::native::reduce_kernel<128, 4, at::native::R... 0.00% 0.000us 0.00% 0.000us 0.000us 1.768ms 0.06% 1.768ms 19.648us 90 -- |
aten::silu 0.00% 465.221us 0.01% 851.225us 8.960us 1.662ms 0.06% 1.662ms 17.495us 95 -- |
void at::native::elementwise_kernel_manual_unroll<12... 0.00% 0.000us 0.00% 0.000us 0.000us 1.661ms 0.06% 1.661ms 18.460us 90 -- |
batched_transpose_32x16_half 0.00% 0.000us 0.00% 0.000us 0.000us 1.655ms 0.06% 1.655ms 43.540us 38 -- |
triton_red_fused__to_copy_add_mul_native_layer_norm_... 0.02% 2.133ms 0.03% 3.132ms 19.574us 1.617ms 0.06% 1.617ms 10.106us 160 -- |
triton_red_fused__to_copy_add_mul_native_layer_norm_... 0.00% 0.000us 0.00% 0.000us 0.000us 1.617ms 0.06% 1.617ms 10.106us 160 -- |
void at::native::vectorized_elementwise_kernel<4, at... 0.00% 0.000us 0.00% 0.000us 0.000us 1.614ms 0.06% 1.614ms 18.552us 87 -- |
nccl:all_gather 0.00% 0.000us 0.00% 0.000us 0.000us 1.588ms 0.06% 1.588ms 794.229us 2 -- |
void at::native::vectorized_elementwise_kernel<4, at... 0.00% 0.000us 0.00% 0.000us 0.000us 1.586ms 0.06% 1.586ms 10.500us 151 -- |
triton_poi_fused_all_to_all_single_clone_transpose_v... 0.03% 2.668ms 0.04% 3.749ms 23.431us 1.575ms 0.06% 1.575ms 9.846us 160 -- |
triton_poi_fused_all_to_all_single_clone_transpose_v... 0.00% 0.000us 0.00% 0.000us 0.000us 1.575ms 0.06% 1.575ms 9.846us 160 -- |
aten::_softmax 0.00% 243.865us 0.01% 694.358us 14.466us 1.525ms 0.06% 1.525ms 31.766us 48 -- |
void (anonymous namespace)::softmax_warp_forward<flo... 0.00% 0.000us 0.00% 0.000us 0.000us 1.525ms 0.06% 1.525ms 31.766us 48 -- |
void at::native::elementwise_kernel_manual_unroll<12... 0.00% 0.000us 0.00% 0.000us 0.000us 1.460ms 0.05% 1.460ms 16.217us 90 -- |
aten::_flash_attention_forward 0.00% 59.914us 0.00% 133.687us 44.562us 1.335ms 0.05% 1.335ms 445.106us 3 -- |
attn_fwd 0.00% 0.000us 0.00% 0.000us 0.000us 1.335ms 0.05% 1.335ms 445.106us 3 -- |
triton_poi_fused_all_to_all_single_clone_transpose_v... 0.02% 2.246ms 0.03% 3.355ms 20.970us 1.328ms 0.05% 1.328ms 8.301us 160 -- |
triton_poi_fused_all_to_all_single_clone_transpose_v... 0.00% 0.000us 0.00% 0.000us 0.000us 1.328ms 0.05% 1.328ms 8.301us 160 -- |
triton_poi_fused_clone_rocm_unquantized_gemm_transpo... 0.02% 2.288ms 0.03% 3.206ms 20.040us 1.285ms 0.05% 1.285ms 8.030us 160 -- |
triton_poi_fused_clone_rocm_unquantized_gemm_transpo... 0.00% 0.000us 0.00% 0.000us 0.000us 1.285ms 0.05% 1.285ms 8.030us 160 -- |
void at::native::vectorized_elementwise_kernel<8, at... 0.00% 0.000us 0.00% 0.000us 0.000us 1.187ms 0.04% 1.187ms 7.969us 149 -- |
Cijk_Alik_Bljk_BBS_BH_Bias_HA_S_SAV_UserArgs_MT256x1... 0.00% 0.000us 0.00% 0.000us 0.000us 1.164ms 0.04% 1.164ms 24.244us 48 -- |
void at::native::vectorized_elementwise_kernel<4, at... 0.00% 0.000us 0.00% 0.000us 0.000us 1.061ms 0.04% 1.061ms 11.785us 90 -- |
triton_poi_fused_all_to_all_single_clone_transpose_v... 0.02% 2.498ms 0.03% 3.486ms 21.789us 1.059ms 0.04% 1.452ms 9.075us 160 -- |
triton_poi_fused_all_to_all_single_clone_transpose_v... 0.00% 0.000us 0.00% 0.000us 0.000us 1.059ms 0.04% 1.059ms 6.621us 160 -- |
void at::native::vectorized_elementwise_kernel<8, at... 0.00% 0.000us 0.00% 0.000us 0.000us 1.052ms 0.04% 1.052ms 10.962us 96 -- |
_ZN2ck16tensor_operation6device12_GLOBAL__N_144kerne... 0.00% 0.000us 0.00% 0.000us 0.000us 989.129us 0.04% 989.129us 329.710us 3 -- |
batched_transpose_16x32_half 0.00% 0.000us 0.00% 0.000us 0.000us 980.922us 0.04% 980.922us 13.437us 73 -- |
void at::native::elementwise_kernel_manual_unroll<12... 0.00% 0.000us 0.00% 0.000us 0.000us 973.921us 0.04% 973.921us 9.938us 98 -- |
triton_red_fused__to_copy_mean_mul_pow_rsqrt_split_w... 0.02% 1.880ms 0.03% 2.787ms 17.420us 950.319us 0.03% 973.969us 6.087us 160 -- |
triton_red_fused__to_copy_mean_mul_pow_rsqrt_split_w... 0.00% 0.000us 0.00% 0.000us 0.000us 950.319us 0.03% 950.319us 5.939us 160 -- |
triton_red_fused__to_copy_mean_mul_pow_rsqrt_split_w... 0.03% 2.972ms 0.04% 4.139ms 25.868us 928.068us 0.03% 951.476us 5.947us 160 -- |
triton_red_fused__to_copy_mean_mul_pow_rsqrt_split_w... 0.00% 0.000us 0.00% 0.000us 0.000us 928.068us 0.03% 928.068us 5.800us 160 -- |
aten::pow 0.02% 2.479ms 0.45% 45.297ms 237.157us 892.445us 0.03% 899.899us 4.712us 191 -- |
igemm_fwd_gtcx3_nhwc_bf16_bx0_ex1_bt128x64x32_wt32x3... 0.00% 0.000us 0.00% 0.000us 0.000us 861.921us 0.03% 861.921us 430.961us 2 -- |
End of preview.
Wan2.2 Sequence Parallel ROCm Profiles (MI300X)
This dataset contains PyTorch/Perfetto traces, offline execution logs, serving benchmarks, and comparative reports for Wan2.2-T2V-A14B sequence-parallel runs on AMD ROCm (gfx942, 8x MI300X node).
Dataset Directory Structure
reports// Root:wan22_rocm_sp_sweep_analysis.md: 3-way sequence parallel topology comparison report.wan22_profile_u4_r1_analysis.md: Detailed analysis of the Ulysses-4 topology.wan22_profile_u4_r2_analysis.md: Detailed analysis of the Ulysses-4 + Ring-2 hybrid topology.wan22_profile_u8_r1_analysis.md: Detailed analysis of the Ulysses-8 topology.wan22_repro_commands.md: Markdown file outlining the exact shell/python commands used to run the sweeps.wan22_rocm_env_flags.sh: Script containing the environment flags set during all runs.wan2_2_profileROCm_collect_env.txt: Complete PyTorch / ROCm collect-env profile of the docker system environment.
wan22_profile/(Ulysses-8, 8 GPUs):torch_profile/: Raw PyTorch JSON Chrome traces per rank (trace_rank*.json.gz).run.log: Console log output.
wan22_profile_u4_r1/(Ulysses-4, 4 GPUs):torch_profile/: Raw PyTorch JSON Chrome traces per rank.run.log: Console log output.
wan22_profile_u4_r2/(Ulysses-4 + Ring-2, 8 GPUs):torch_profile/: Raw PyTorch JSON Chrome traces per rank.run.log: Console log output.
wan22_serving_bench/:- Online serving benchmarks, JSON performance records, and launching scripts.
profiles.tar.gz:- Full archive containing all the raw compressed chrome trace files (1.8 GB).
Environment Setup & Reproduction Flags
All optimization flags and environment configurations specified inside
wan22_rocm_env_flags.sh(e.g.VLLM_ROCM_USE_AITER=1, etc.) were set to True/Active during all profiling, baseline, and serving benchmark sweeps.
During all profiling and serving sweeps, the system environment variables and optimizations were set using:
source wan22_rocm_env_flags.sh set
These flags configure:
- AITER acceleration:
VLLM_ROCM_USE_AITER=1(validated for FlashAttention and GroupNorm kernels) - Attention backend:
DIFFUSION_ATTENTION_BACKEND=FLASH_ATTN - ROCm specifics: Target architecture
gfx942, multiproc method set tospawn, and disabling direct convolution debug modes to stabilize execution.
The exact software environment details (PyTorch, Triton, Python, ROCm SDK version, driver, and library versions) are documented in wan2_2_profileROCm_collect_env.txt.
Performance Summary (Offline Inference)
Workload: Wan2.2-T2V-A14B, 2 steps, 8 frames, 512x512
| Topology / Config | Active GPUs | DiT E2E Time (s) | VAE Decode Time (s) | E2E Gen Time (s) |
|---|---|---|---|---|
Ulysses-4 (u4_r1) |
4 | 1.148 s | 0.444 s | 1.784 s |
Ulysses-8 (wan22_profile) |
8 | 9.976 s | 0.184 s | 10.100 s |
Ulysses-4 + Ring-2 (u4_r2) |
8 | 10.624 s | 0.184 s | 11.048 s |
Performance Summary (Online Serving)
Workload: Wan2.2-T2V-A14B-Diffusers served via vLLM-Omni. Measure Mean and P99 Latency (seconds) at Concurrency = 1.
| Dataset Config | Ulysses / TP | VAE Parallel | Mean Latency (s) | P99 Latency (s) | Gen Stage (s) | Peak Memory (GB) |
|---|---|---|---|---|---|---|
| Dataset A (480p) | Ulysses-4 / TP-1 | VAE-1 | 12.64s | 14.11s | 11.25s | 67.9 GB |
| Dataset A (480p) | Ulysses-4 / TP-1 | VAE-4 | 10.45s | 10.59s | 7.73s | 67.7 GB |
| Dataset A (480p) | Ulysses-8 / TP-1 | VAE-8 | 8.02s | 8.03s | 6.90s | 67.6 GB |
| Dataset B (720p) | Ulysses-4 / TP-1 | VAE-1 | 47.24s | 47.35s | 43.67s | 70.6 GB |
| Dataset B (720p) | Ulysses-4 / TP-1 | VAE-4 | 38.26s | 39.89s | 36.31s | 70.2 GB |
| Dataset C (Mix) | Ulysses-4 / TP-1 | VAE-1 | 31.82s | 47.43s | 29.14s | 71.1 GB |
| Dataset C (Mix) | Ulysses-4 / TP-1 | VAE-4 | 25.34s | 38.06s | 23.31s | 71.2 GB |
Licensing
This dataset is licensed under the Creative Commons Attribution 4.0 International License (CC-BY-4.0).
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