multimolecule/borzoi-human6a377a3bf83947284f601ddd57a7ed27b370e4f0long-context-tracksnpu:0{
"torch_version": "2.9.0+cpu",
"torch_npu_available": true,
"device_name": "Ascend910_9362",
"device_count": 2,
"python_version": "3.11.14",
"dtype": "float32",
"model_dir": "/opt/atomgit/.cache/huggingface/hub/models--multimolecule--borzoi-human/snapshots/6a377a3bf83947284f601ddd57a7ed27b370e4f0"
}安装:pip install -r requirements.txt
默认运行:python inference.py
{
"sequence_length": 524288,
"target_length": 6144,
"bin_size": 32,
"num_labels": 7611,
"species": "human",
"alphabet": "A/C/G/T/N",
"strand": "5'->3'",
"primary_seq_name": "ACGT_repeat_524k",
"primary_sha256": "f2dc259afc3d1cf20702c0dd3d12d73419afb56921c944048bde3c7807efe502",
"primary_sha256_short": "f2dc259afc3d1cf2",
"primary_seq_prefix": "ACGTACGTACGTACGTACGTACGTACGTACGTACGTACGT",
"tokenizer": "DnaTokenizer",
"vocab_size": 5,
"batch": 1,
"dtype": "float32",
"revision": "6a377a3bf83947284f601ddd57a7ed27b370e4f0"
}{
"logits_shape": [
1,
6144,
7611
],
"coverage_shape": [
1,
6144,
7611
],
"logits_dtype": "float32",
"coverage_dtype": "float32",
"logits_device": "npu:0",
"primary_logits_mean": -7.817195892333984,
"primary_logits_std": 2.97489,
"primary_coverage_mean": 0.00698101706802845,
"primary_coverage_max": 0.747097,
"selected_bins_tracks": {
"bin0_track0": -10.0192289352417,
"bin0_track100": -10.543210983276367,
"bin1000_track0": -10.02025032043457,
"bin6143_track0": -10.019572257995605
},
"batch_shape": [
3,
6144,
7611
],
"batch_names": [
"ACGT_repeat_524k",
"TGCA_repeat_524k",
"poly_A_524k"
],
"batch_means": [
-7.817253,
-7.099626,
-6.485388
],
"num_labels": 7611,
"problem_type": "regression",
"output_act": "softplus",
"finite_proportion": 1.0
}{
"passed": true,
"atol": 0.01,
"rtol": 0.001,
"max_abs_diff": 0.007206916809082031,
"mean_abs_diff": 0.0009201201859513243,
"shape": [
1,
6144,
7611
],
"elements": 46761984,
"pearson": 1.0
}{
"avg_ms": 235.364114807453,
"p50_ms": 232.37558302935213,
"min_ms": 231.897,
"max_ms": 263.105,
"windows_per_s": 4.248736052299567,
"bases_per_s": 2227561.3273880356,
"input_length": 524288,
"target_length": 6144,
"batch_size": 1,
"dtype": "float32",
"device": "npu:0",
"warmup": 3,
"stable_runs": 10,
"peak_memory_mb": 9460.0
}


三张图片均由 xterm.js 根据本次真实日志生成。
#NPU #Ascend #Ascend910