lfj-code / transfer /code /ori_scDFM /logs /baseline_ccfm_5402617.out
ethan1115's picture
Upload folder using huggingface_hub
0161e74 verified
==========================================
Job ID: 5402617
Job Name: baseline_ccfm
Start: Sat Mar 14 14:29:41 JST 2026
Node: b0018
GPU: NVIDIA H100, 95830 MiB
NVIDIA H100, 95830 MiB
NVIDIA H100, 95830 MiB
NVIDIA H100, 95830 MiB
Run: baseline_ccfm_aligned (topk=15, no negative edge)
==========================================
ipex flag is deprecated, will be removed in Accelerate v1.10. From 2.7.0, PyTorch has all needed optimizations for Intel CPU and XPU.
The following values were not passed to `accelerate launch` and had defaults used instead:
More than one GPU was found, enabling multi-GPU training.
If this was unintended please pass in `--num_processes=1`.
`--num_machines` was set to a value of `1`
`--mixed_precision` was set to a value of `'no'`
`--dynamo_backend` was set to a value of `'no'`
To avoid this warning pass in values for each of the problematic parameters or run `accelerate config`.
[W314 14:31:08.382724459 socket.cpp:755] [c10d] The client socket cannot be initialized to connect to [localhost]:29500 (errno: 97 - Address family not supported by protocol).
/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/models/scGPT/model.py:1392: UserWarning: flash_attn is not installed
warnings.warn("flash_attn is not installed")
/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/models/scGPT/model.py:1392: UserWarning: flash_attn is not installed
warnings.warn("flash_attn is not installed")
/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/models/scGPT/model.py:1392: UserWarning: flash_attn is not installed
warnings.warn("flash_attn is not installed")
/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/models/scGPT/model.py:1392: UserWarning: flash_attn is not installed
warnings.warn("flash_attn is not installed")
[W314 14:31:54.254519617 socket.cpp:755] [c10d] The client socket cannot be initialized to connect to [localhost]:29500 (errno: 97 - Address family not supported by protocol).
[W314 14:31:54.267059682 socket.cpp:755] [c10d] The client socket cannot be initialized to connect to [localhost]:29500 (errno: 97 - Address family not supported by protocol).
[W314 14:31:54.276467349 socket.cpp:755] [c10d] The client socket cannot be initialized to connect to [localhost]:29500 (errno: 97 - Address family not supported by protocol).
[W314 14:31:54.276713777 socket.cpp:755] [c10d] The client socket cannot be initialized to connect to [localhost]:29500 (errno: 97 - Address family not supported by protocol).
WARNING:accelerate.utils.other:Detected kernel version 4.18.0, which is below the recommended minimum of 5.5.0; this can cause the process to hang. It is recommended to upgrade the kernel to the minimum version or higher.
FlowConfig(model_type='origin', batch_size=48, ntoken=512, d_model=128, lr=5e-05, steps=200000, eta_min=1e-06, devices='1', test_only=False, data_name='norman', perturbation_function='crisper', noise_type='Gaussian', poisson_alpha=0.8, poisson_target_sum=-1, print_every=10000, mode='predict_y', result_path='./result/baseline_ccfm_aligned', perturbation_fusion_method='sum', fusion_method='differential_perceiver', infer_top_gene=1000, n_top_genes=5000, checkpoint_path='', gamma=0.5, split_method='additive', use_mmd_loss=True, fold=1, use_negative_edge=False, topk=15)
Warning: AHR is not in the gene namesWarning: AHR is not in the gene namesWarning: AHR is not in the gene names
Warning: ARID1A is not in the gene namesWarning: AHR is not in the gene namesWarning: ARID1A is not in the gene namesWarning: ARID1A is not in the gene names
Warning: ARRDC3 is not in the gene namesWarning: ARID1A is not in the gene namesWarning: ARRDC3 is not in the gene namesWarning: ARRDC3 is not in the gene names
Warning: ATL1 is not in the gene namesWarning: ARRDC3 is not in the gene namesWarning: ATL1 is not in the gene namesWarning: ATL1 is not in the gene names
Warning: BAK1 is not in the gene namesWarning: ATL1 is not in the gene namesWarning: BAK1 is not in the gene namesWarning: BAK1 is not in the gene names
Warning: BCL2L11 is not in the gene namesWarning: BAK1 is not in the gene namesWarning: BCL2L11 is not in the gene namesWarning: BCL2L11 is not in the gene names
Warning: BCORL1 is not in the gene namesWarning: BCORL1 is not in the gene namesWarning: BCL2L11 is not in the gene namesWarning: BCORL1 is not in the gene names
Warning: BPGM is not in the gene namesWarning: BPGM is not in the gene names
Warning: BCORL1 is not in the gene names
Warning: BPGM is not in the gene namesWarning: C19orf26 is not in the gene names
Warning: C19orf26 is not in the gene names
Warning: C19orf26 is not in the gene namesWarning: BPGM is not in the gene namesWarning: C3orf72 is not in the gene namesWarning: C3orf72 is not in the gene names
Warning: C3orf72 is not in the gene namesWarning: C19orf26 is not in the gene namesWarning: CBFA2T3 is not in the gene namesWarning: CBFA2T3 is not in the gene names
Warning: CBFA2T3 is not in the gene namesWarning: CBL is not in the gene namesWarning: C3orf72 is not in the gene namesWarning: CBL is not in the gene names
Warning: CBL is not in the gene namesWarning: CDKN1A is not in the gene namesWarning: CDKN1A is not in the gene names
Warning: CBFA2T3 is not in the gene names
Warning: CDKN1A is not in the gene names
Warning: CDKN1B is not in the gene namesWarning: CDKN1B is not in the gene names
Warning: CBL is not in the gene namesWarning: CDKN1B is not in the gene namesWarning: CDKN1C is not in the gene namesWarning: CDKN1C is not in the gene names
Warning: CDKN1C is not in the gene namesWarning: CEBPA is not in the gene namesWarning: CEBPA is not in the gene names
Warning: CDKN1A is not in the gene names
Warning: CEBPA is not in the gene names
Warning: CEBPB is not in the gene namesWarning: CEBPB is not in the gene names
Warning: CDKN1B is not in the gene namesWarning: CEBPB is not in the gene namesWarning: CEBPE is not in the gene namesWarning: CEBPE is not in the gene names
Warning: CEBPE is not in the gene namesWarning: CDKN1C is not in the gene namesWarning: CELF2 is not in the gene namesWarning: CELF2 is not in the gene names
Warning: CELF2 is not in the gene namesWarning: CEBPA is not in the gene namesWarning: CITED1 is not in the gene namesWarning: CITED1 is not in the gene names
Warning: CITED1 is not in the gene namesWarning: CEBPB is not in the gene namesWarning: CKS1B is not in the gene namesWarning: CKS1B is not in the gene names
Warning: CKS1B is not in the gene namesWarning: CEBPE is not in the gene namesWarning: CLDN6 is not in the gene namesWarning: CLDN6 is not in the gene names
Warning: CLDN6 is not in the gene namesWarning: CELF2 is not in the gene namesWarning: CNN1 is not in the gene namesWarning: CNN1 is not in the gene names
Warning: CNN1 is not in the gene namesWarning: CITED1 is not in the gene namesWarning: CNNM4 is not in the gene namesWarning: CNNM4 is not in the gene names
Warning: CNNM4 is not in the gene namesWarning: COL1A1 is not in the gene namesWarning: CKS1B is not in the gene namesWarning: COL1A1 is not in the gene names
Warning: COL1A1 is not in the gene namesWarning: COL2A1 is not in the gene namesWarning: CLDN6 is not in the gene namesWarning: COL2A1 is not in the gene names
Warning: COL2A1 is not in the gene namesWarning: CSRNP1 is not in the gene namesWarning: CSRNP1 is not in the gene names
Warning: CNN1 is not in the gene names
Warning: CSRNP1 is not in the gene names
Warning: DLX2 is not in the gene namesWarning: DLX2 is not in the gene names
Warning: CNNM4 is not in the gene names
Warning: DLX2 is not in the gene names
Warning: DUSP9 is not in the gene namesWarning: DUSP9 is not in the gene names
Warning: COL1A1 is not in the gene names
Warning: DUSP9 is not in the gene names
Warning: EGR1 is not in the gene namesWarning: EGR1 is not in the gene names
Warning: COL2A1 is not in the gene names
Warning: EGR1 is not in the gene namesWarning: ELMSAN1 is not in the gene names
Warning: ELMSAN1 is not in the gene names
Warning: CSRNP1 is not in the gene names
Warning: ELMSAN1 is not in the gene namesWarning: ETS2 is not in the gene names
Warning: ETS2 is not in the gene names
Warning: DLX2 is not in the gene names
Warning: ETS2 is not in the gene namesWarning: FEV is not in the gene names
Warning: FEV is not in the gene names
Warning: DUSP9 is not in the gene names
Warning: FEV is not in the gene namesWarning: FOSB is not in the gene names
Warning: FOSB is not in the gene names
Warning: EGR1 is not in the gene names
Warning: FOSB is not in the gene namesWarning: FOXA1 is not in the gene names
Warning: FOXA1 is not in the gene names
Warning: ELMSAN1 is not in the gene namesWarning: FOXA1 is not in the gene namesWarning: FOXA3 is not in the gene namesWarning: FOXA3 is not in the gene names
Warning: ETS2 is not in the gene namesWarning: FOXA3 is not in the gene namesWarning: FOXF1 is not in the gene namesWarning: FOXF1 is not in the gene names
Warning: FEV is not in the gene namesWarning: FOXF1 is not in the gene namesWarning: FOXL2 is not in the gene namesWarning: FOXL2 is not in the gene names
Warning: FOXL2 is not in the gene namesWarning: FOSB is not in the gene namesWarning: FOXO4 is not in the gene namesWarning: FOXO4 is not in the gene names
Warning: FOXO4 is not in the gene namesWarning: FOXA1 is not in the gene namesWarning: GLB1L2 is not in the gene namesWarning: GLB1L2 is not in the gene names
Warning: GLB1L2 is not in the gene namesWarning: FOXA3 is not in the gene namesWarning: HES7 is not in the gene namesWarning: HES7 is not in the gene names
Warning: HES7 is not in the gene namesWarning: FOXF1 is not in the gene namesWarning: HK2 is not in the gene namesWarning: HK2 is not in the gene names
Warning: HK2 is not in the gene namesWarning: HNF4A is not in the gene namesWarning: FOXL2 is not in the gene namesWarning: HNF4A is not in the gene names
Warning: HNF4A is not in the gene namesWarning: HOXA13 is not in the gene namesWarning: FOXO4 is not in the gene namesWarning: HOXA13 is not in the gene names
Warning: HOXA13 is not in the gene namesWarning: HOXB9 is not in the gene namesWarning: GLB1L2 is not in the gene namesWarning: HOXB9 is not in the gene names
Warning: HOXB9 is not in the gene namesWarning: HOXC13 is not in the gene namesWarning: HES7 is not in the gene namesWarning: HOXC13 is not in the gene names
Warning: HOXC13 is not in the gene namesWarning: IER5L is not in the gene namesWarning: IER5L is not in the gene namesWarning: HK2 is not in the gene names
Warning: IER5L is not in the gene namesWarning: IGDCC3 is not in the gene namesWarning: IGDCC3 is not in the gene namesWarning: HNF4A is not in the gene names
Warning: IGDCC3 is not in the gene namesWarning: IKZF3 is not in the gene namesWarning: IKZF3 is not in the gene namesWarning: HOXA13 is not in the gene names
Warning: IKZF3 is not in the gene namesWarning: IRF1 is not in the gene namesWarning: IRF1 is not in the gene namesWarning: HOXB9 is not in the gene names
Warning: IRF1 is not in the gene namesWarning: ISL2 is not in the gene namesWarning: ISL2 is not in the gene namesWarning: HOXC13 is not in the gene names
Warning: ISL2 is not in the gene namesWarning: JUN is not in the gene namesWarning: JUN is not in the gene namesWarning: IER5L is not in the gene names
Warning: JUN is not in the gene namesWarning: KIAA1804 is not in the gene namesWarning: KIAA1804 is not in the gene namesWarning: IGDCC3 is not in the gene names
Warning: KIAA1804 is not in the gene namesWarning: KIF18B is not in the gene namesWarning: KIF18B is not in the gene namesWarning: IKZF3 is not in the gene names
Warning: KIF18B is not in the gene namesWarning: KIF2C is not in the gene namesWarning: KIF2C is not in the gene names
Warning: IRF1 is not in the gene names
Warning: KIF2C is not in the gene namesWarning: KLF1 is not in the gene names
Warning: KLF1 is not in the gene names
Warning: ISL2 is not in the gene names
Warning: KLF1 is not in the gene namesWarning: KMT2A is not in the gene names
Warning: KMT2A is not in the gene names
Warning: JUN is not in the gene names
Warning: KMT2A is not in the gene namesWarning: LHX1 is not in the gene names
Warning: LHX1 is not in the gene namesWarning: KIAA1804 is not in the gene names
Warning: LHX1 is not in the gene namesWarning: LYL1 is not in the gene namesWarning: LYL1 is not in the gene namesWarning: KIF18B is not in the gene names
Warning: LYL1 is not in the gene namesWarning: MAML2 is not in the gene namesWarning: MAML2 is not in the gene namesWarning: KIF2C is not in the gene names
Warning: MAML2 is not in the gene namesWarning: MAP2K3 is not in the gene namesWarning: MAP2K3 is not in the gene namesWarning: KLF1 is not in the gene names
Warning: MAP2K3 is not in the gene namesWarning: MAP2K6 is not in the gene namesWarning: MAP2K6 is not in the gene namesWarning: KMT2A is not in the gene names
Warning: MAP2K6 is not in the gene namesWarning: MAP4K3 is not in the gene namesWarning: MAP4K3 is not in the gene namesWarning: LHX1 is not in the gene names
Warning: MAP4K3 is not in the gene namesWarning: MAP4K5 is not in the gene namesWarning: MAP4K5 is not in the gene namesWarning: LYL1 is not in the gene names
Warning: MAP4K5 is not in the gene namesWarning: MAP7D1 is not in the gene namesWarning: MAP7D1 is not in the gene namesWarning: MAML2 is not in the gene names
Warning: MAP7D1 is not in the gene namesWarning: MAPK1 is not in the gene namesWarning: MAPK1 is not in the gene namesWarning: MAP2K3 is not in the gene names
Warning: MAPK1 is not in the gene namesWarning: MEIS1 is not in the gene namesWarning: MEIS1 is not in the gene namesWarning: MAP2K6 is not in the gene names
Warning: MEIS1 is not in the gene namesWarning: MIDN is not in the gene namesWarning: MIDN is not in the gene names
Warning: MAP4K3 is not in the gene names
Warning: MIDN is not in the gene names
Warning: NCL is not in the gene namesWarning: NCL is not in the gene names
Warning: MAP4K5 is not in the gene names
Warning: NCL is not in the gene names
Warning: NIT1 is not in the gene namesWarning: NIT1 is not in the gene names
Warning: MAP7D1 is not in the gene names
Warning: NIT1 is not in the gene names
Warning: OSR2 is not in the gene namesWarning: OSR2 is not in the gene names
Warning: MAPK1 is not in the gene names
Warning: OSR2 is not in the gene namesWarning: PLK4 is not in the gene names
Warning: PLK4 is not in the gene names
Warning: MEIS1 is not in the gene names
Warning: PLK4 is not in the gene namesWarning: POU3F2 is not in the gene names
Warning: POU3F2 is not in the gene names
Warning: MIDN is not in the gene names
Warning: POU3F2 is not in the gene namesWarning: PRDM1 is not in the gene names
Warning: PRDM1 is not in the gene names
Warning: NCL is not in the gene names
Warning: PRDM1 is not in the gene namesWarning: PRTG is not in the gene names
Warning: PRTG is not in the gene names
Warning: NIT1 is not in the gene names
Warning: PRTG is not in the gene namesWarning: PTPN1 is not in the gene names
Warning: PTPN1 is not in the gene names
Warning: OSR2 is not in the gene names
Warning: PTPN1 is not in the gene namesWarning: PTPN12 is not in the gene names
Warning: PTPN12 is not in the gene names
Warning: PLK4 is not in the gene names
Warning: PTPN12 is not in the gene namesWarning: PTPN13 is not in the gene names
Warning: PTPN13 is not in the gene names
Warning: POU3F2 is not in the gene namesWarning: PTPN13 is not in the gene namesWarning: PTPN9 is not in the gene namesWarning: PTPN9 is not in the gene names
Warning: PRDM1 is not in the gene namesWarning: PTPN9 is not in the gene namesWarning: RHOXF2BB is not in the gene namesWarning: RHOXF2BB is not in the gene names
Warning: PRTG is not in the gene namesWarning: RHOXF2BB is not in the gene namesWarning: RREB1 is not in the gene namesWarning: RREB1 is not in the gene names
Warning: PTPN1 is not in the gene namesWarning: RREB1 is not in the gene namesWarning: RUNX1T1 is not in the gene namesWarning: RUNX1T1 is not in the gene names
Warning: PTPN12 is not in the gene namesWarning: RUNX1T1 is not in the gene namesWarning: S1PR2 is not in the gene namesWarning: S1PR2 is not in the gene names
Warning: PTPN13 is not in the gene namesWarning: S1PR2 is not in the gene namesWarning: SAMD1 is not in the gene namesWarning: SAMD1 is not in the gene names
Warning: PTPN9 is not in the gene namesWarning: SAMD1 is not in the gene namesWarning: SET is not in the gene namesWarning: SET is not in the gene names
Warning: RHOXF2BB is not in the gene namesWarning: SET is not in the gene namesWarning: SGK1 is not in the gene namesWarning: SGK1 is not in the gene names
Warning: RREB1 is not in the gene namesWarning: SGK1 is not in the gene namesWarning: SLC38A2 is not in the gene namesWarning: SLC38A2 is not in the gene names
Warning: RUNX1T1 is not in the gene namesWarning: SLC38A2 is not in the gene namesWarning: SLC4A1 is not in the gene namesWarning: SLC4A1 is not in the gene names
Warning: S1PR2 is not in the gene namesWarning: SLC4A1 is not in the gene namesWarning: SLC6A9 is not in the gene namesWarning: SLC6A9 is not in the gene names
Warning: SAMD1 is not in the gene namesWarning: SLC6A9 is not in the gene namesWarning: SNAI1 is not in the gene namesWarning: SNAI1 is not in the gene names
Warning: SET is not in the gene namesWarning: SNAI1 is not in the gene namesWarning: SPI1 is not in the gene namesWarning: SPI1 is not in the gene names
Warning: SGK1 is not in the gene namesWarning: SPI1 is not in the gene namesWarning: STIL is not in the gene namesWarning: STIL is not in the gene names
Warning: SLC38A2 is not in the gene namesWarning: STIL is not in the gene namesWarning: TBX2 is not in the gene namesWarning: TBX2 is not in the gene names
Warning: SLC4A1 is not in the gene namesWarning: TBX2 is not in the gene namesWarning: TBX3 is not in the gene namesWarning: TBX3 is not in the gene names
Warning: SLC6A9 is not in the gene namesWarning: TBX3 is not in the gene namesWarning: TGFBR2 is not in the gene namesWarning: TGFBR2 is not in the gene names
Warning: SNAI1 is not in the gene namesWarning: TGFBR2 is not in the gene namesWarning: TMSB4X is not in the gene namesWarning: TMSB4X is not in the gene names
Warning: SPI1 is not in the gene namesWarning: TMSB4X is not in the gene namesWarning: TP73 is not in the gene namesWarning: TP73 is not in the gene names
Warning: STIL is not in the gene namesWarning: TP73 is not in the gene namesWarning: TSC22D1 is not in the gene namesWarning: TSC22D1 is not in the gene names
Warning: TBX2 is not in the gene namesWarning: TSC22D1 is not in the gene namesWarning: UBASH3A is not in the gene namesWarning: UBASH3A is not in the gene names
Warning: TBX3 is not in the gene namesWarning: UBASH3A is not in the gene namesWarning: UBASH3B is not in the gene namesWarning: UBASH3B is not in the gene names
Warning: TGFBR2 is not in the gene namesWarning: UBASH3B is not in the gene namesWarning: ZBTB1 is not in the gene namesWarning: ZBTB1 is not in the gene names
Warning: TMSB4X is not in the gene namesWarning: ZBTB1 is not in the gene namesWarning: ZBTB10 is not in the gene namesWarning: ZBTB10 is not in the gene names
Warning: TP73 is not in the gene namesWarning: ZBTB10 is not in the gene namesWarning: ZBTB25 is not in the gene namesWarning: ZBTB25 is not in the gene names
Warning: TSC22D1 is not in the gene namesWarning: ZBTB25 is not in the gene namesWarning: ZC3HAV1 is not in the gene namesWarning: ZC3HAV1 is not in the gene names
Warning: UBASH3A is not in the gene namesWarning: ZC3HAV1 is not in the gene namesWarning: ZNF318 is not in the gene namesWarning: ZNF318 is not in the gene names
Warning: UBASH3B is not in the gene namesWarning: ZNF318 is not in the gene namesWarning: ctrl is not in the gene namesWarning: ctrl is not in the gene names
Warning: ZBTB1 is not in the gene namesWarning: ctrl is not in the gene names
Warning: ZBTB10 is not in the gene names
Warning: ZBTB25 is not in the gene names
Warning: ZC3HAV1 is not in the gene names
Warning: ZNF318 is not in the gene names
Warning: ctrl is not in the gene names
/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/data_process/data.py:185: ImplicitModificationWarning: Trying to modify attribute `.obs` of view, initializing view as actual.
self.adata.obs['condition'] = self.adata.obs['condition'].str.replace('ctrl', 'control')
/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/data_process/data.py:185: ImplicitModificationWarning: Trying to modify attribute `.obs` of view, initializing view as actual.
self.adata.obs['condition'] = self.adata.obs['condition'].str.replace('ctrl', 'control')
/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/data_process/data.py:185: ImplicitModificationWarning: Trying to modify attribute `.obs` of view, initializing view as actual.
self.adata.obs['condition'] = self.adata.obs['condition'].str.replace('ctrl', 'control')
/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/data_process/data.py:185: ImplicitModificationWarning: Trying to modify attribute `.obs` of view, initializing view as actual.
self.adata.obs['condition'] = self.adata.obs['condition'].str.replace('ctrl', 'control')
/home/hp250092/ku50001222/qian/aivc/lfj/ori_scDFM_env/lib64/python3.11/site-packages/scanpy/preprocessing/_highly_variable_genes.py:705: ImplicitModificationWarning: Trying to modify attribute `._uns` of view, initializing view as actual.
adata.uns["hvg"] = {"flavor": flavor}
/home/hp250092/ku50001222/qian/aivc/lfj/ori_scDFM_env/lib64/python3.11/site-packages/scanpy/preprocessing/_highly_variable_genes.py:705: ImplicitModificationWarning: Trying to modify attribute `._uns` of view, initializing view as actual.
adata.uns["hvg"] = {"flavor": flavor}
/home/hp250092/ku50001222/qian/aivc/lfj/ori_scDFM_env/lib64/python3.11/site-packages/scanpy/preprocessing/_highly_variable_genes.py:705: ImplicitModificationWarning: Trying to modify attribute `._uns` of view, initializing view as actual.
adata.uns["hvg"] = {"flavor": flavor}
/home/hp250092/ku50001222/qian/aivc/lfj/ori_scDFM_env/lib64/python3.11/site-packages/scanpy/preprocessing/_highly_variable_genes.py:705: ImplicitModificationWarning: Trying to modify attribute `._uns` of view, initializing view as actual.
adata.uns["hvg"] = {"flavor": flavor}
/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/data_process/data.py:277: ImplicitModificationWarning: Trying to modify attribute `.obs` of view, initializing view as actual.
self.adata.obs['perturbation_covariates'] = self.adata.obs[perturbation_covariates].apply(lambda x: '+'.join(x), axis=1)
/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/data_process/data.py:277: ImplicitModificationWarning: Trying to modify attribute `.obs` of view, initializing view as actual.
self.adata.obs['perturbation_covariates'] = self.adata.obs[perturbation_covariates].apply(lambda x: '+'.join(x), axis=1)
/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/data_process/data.py:277: ImplicitModificationWarning: Trying to modify attribute `.obs` of view, initializing view as actual.
self.adata.obs['perturbation_covariates'] = self.adata.obs[perturbation_covariates].apply(lambda x: '+'.join(x), axis=1)
/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/data_process/data.py:277: ImplicitModificationWarning: Trying to modify attribute `.obs` of view, initializing view as actual.
self.adata.obs['perturbation_covariates'] = self.adata.obs[perturbation_covariates].apply(lambda x: '+'.join(x), axis=1)
/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/data_process/data.py:329: ImplicitModificationWarning: Trying to modify attribute `.obs` of view, initializing view as actual.
self.adata.obs['perturbation_covariates'] = self.adata.obs[perturbation_covariates].apply(lambda x: '+'.join(x), axis=1)
/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/data_process/data.py:329: ImplicitModificationWarning: Trying to modify attribute `.obs` of view, initializing view as actual.
self.adata.obs['perturbation_covariates'] = self.adata.obs[perturbation_covariates].apply(lambda x: '+'.join(x), axis=1)
/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/data_process/data.py:329: ImplicitModificationWarning: Trying to modify attribute `.obs` of view, initializing view as actual.
self.adata.obs['perturbation_covariates'] = self.adata.obs[perturbation_covariates].apply(lambda x: '+'.join(x), axis=1)
/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/data_process/data.py:329: ImplicitModificationWarning: Trying to modify attribute `.obs` of view, initializing view as actual.
self.adata.obs['perturbation_covariates'] = self.adata.obs[perturbation_covariates].apply(lambda x: '+'.join(x), axis=1)
##### loading vocab from file #####
[rank3]: Traceback (most recent call last):
[rank3]: File "/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/script/run.py", line 279, in <module>
[rank3]: gene_ids = vocab.encode(list(data_manager.adata.var_names))
[rank3]: ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
[rank3]: File "/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/tokenizer/gene_tokenizer.py", line 67, in encode
[rank3]: return [self.stoi[token] for token in tokens]
[rank3]: ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
[rank3]: File "/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/tokenizer/gene_tokenizer.py", line 67, in <listcomp>
[rank3]: return [self.stoi[token] for token in tokens]
[rank3]: ~~~~~~~~~^^^^^^^
[rank3]: KeyError: 'ENSG00000239945'
##### loading vocab from file #####
[rank1]: Traceback (most recent call last):
[rank1]: File "/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/script/run.py", line 279, in <module>
[rank1]: gene_ids = vocab.encode(list(data_manager.adata.var_names))
[rank1]: ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
[rank1]: File "/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/tokenizer/gene_tokenizer.py", line 67, in encode
[rank1]: return [self.stoi[token] for token in tokens]
[rank1]: ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
[rank1]: File "/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/tokenizer/gene_tokenizer.py", line 67, in <listcomp>
[rank1]: return [self.stoi[token] for token in tokens]
[rank1]: ~~~~~~~~~^^^^^^^
[rank1]: KeyError: 'ENSG00000239945'
##### loading vocab from file #####
[rank0]: Traceback (most recent call last):
[rank0]: File "/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/script/run.py", line 279, in <module>
[rank0]: gene_ids = vocab.encode(list(data_manager.adata.var_names))
[rank0]: ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
[rank0]: File "/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/tokenizer/gene_tokenizer.py", line 67, in encode
[rank0]: return [self.stoi[token] for token in tokens]
[rank0]: ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
[rank0]: File "/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/tokenizer/gene_tokenizer.py", line 67, in <listcomp>
[rank0]: return [self.stoi[token] for token in tokens]
[rank0]: ~~~~~~~~~^^^^^^^
[rank0]: KeyError: 'ENSG00000239945'
##### loading vocab from file #####
[rank2]: Traceback (most recent call last):
[rank2]: File "/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/script/run.py", line 279, in <module>
[rank2]: gene_ids = vocab.encode(list(data_manager.adata.var_names))
[rank2]: ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
[rank2]: File "/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/tokenizer/gene_tokenizer.py", line 67, in encode
[rank2]: return [self.stoi[token] for token in tokens]
[rank2]: ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
[rank2]: File "/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/ori_scDFM/src/tokenizer/gene_tokenizer.py", line 67, in <listcomp>
[rank2]: return [self.stoi[token] for token in tokens]
[rank2]: ~~~~~~~~~^^^^^^^
[rank2]: KeyError: 'ENSG00000239945'
[rank0]:[W314 14:32:14.929098959 ProcessGroupNCCL.cpp:1479] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
W0314 14:32:20.274000 126 torch/distributed/elastic/multiprocessing/api.py:900] Sending process 199 closing signal SIGTERM
W0314 14:32:20.275000 126 torch/distributed/elastic/multiprocessing/api.py:900] Sending process 200 closing signal SIGTERM
W0314 14:32:20.275000 126 torch/distributed/elastic/multiprocessing/api.py:900] Sending process 201 closing signal SIGTERM
E0314 14:32:20.492000 126 torch/distributed/elastic/multiprocessing/api.py:874] failed (exitcode: 1) local_rank: 0 (pid: 198) of binary: /home/hp250092/ku50001222/qian/aivc/lfj/ori_scDFM_env/bin/python3.11
Traceback (most recent call last):
File "/home/hp250092/ku50001222/qian/aivc/lfj/ori_scDFM_env/bin/accelerate", line 6, in <module>
sys.exit(main())
^^^^^^
File "/home/hp250092/ku50001222/qian/aivc/lfj/ori_scDFM_env/lib64/python3.11/site-packages/accelerate/commands/accelerate_cli.py", line 50, in main
args.func(args)
File "/home/hp250092/ku50001222/qian/aivc/lfj/ori_scDFM_env/lib64/python3.11/site-packages/accelerate/commands/launch.py", line 1190, in launch_command
multi_gpu_launcher(args)
File "/home/hp250092/ku50001222/qian/aivc/lfj/ori_scDFM_env/lib64/python3.11/site-packages/accelerate/commands/launch.py", line 815, in multi_gpu_launcher
distrib_run.run(args)
File "/home/hp250092/ku50001222/qian/aivc/lfj/ori_scDFM_env/lib64/python3.11/site-packages/torch/distributed/run.py", line 883, in run
elastic_launch(
File "/home/hp250092/ku50001222/qian/aivc/lfj/ori_scDFM_env/lib64/python3.11/site-packages/torch/distributed/launcher/api.py", line 139, in __call__
return launch_agent(self._config, self._entrypoint, list(args))
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/hp250092/ku50001222/qian/aivc/lfj/ori_scDFM_env/lib64/python3.11/site-packages/torch/distributed/launcher/api.py", line 270, in launch_agent
raise ChildFailedError(
torch.distributed.elastic.multiprocessing.errors.ChildFailedError:
============================================================
src/script/run.py FAILED
------------------------------------------------------------
Failures:
<NO_OTHER_FAILURES>
------------------------------------------------------------
Root Cause (first observed failure):
[0]:
time : 2026-03-14_14:32:20
host : b0018
rank : 0 (local_rank: 0)
exitcode : 1 (pid: 198)
error_file: <N/A>
traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
============================================================
==========================================
Finished: Sat Mar 14 14:32:21 JST 2026
==========================================