diff --git "a/transfer/code/CCFM/logs/ccfm_v2_cached_5405774.out" "b/transfer/code/CCFM/logs/ccfm_v2_cached_5405774.out"
new file mode 100644--- /dev/null
+++ "b/transfer/code/CCFM/logs/ccfm_v2_cached_5405774.out"
@@ -0,0 +1,689 @@
+==========================================
+Job ID:    5405774
+Job Name:  ccfm_v2_cached
+Start:     Sun Mar 15 16:58:15 JST 2026
+Node:      b0034
+GPU:       NVIDIA H100, 95830 MiB
+Run:       CCFM v2 cached (KV fix + loss fix + EMA + RK4 + logit-normal + warmup + scGPT cache)
+==========================================
+The following values were not passed to `accelerate launch` and had defaults used instead:
+	`--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`.
+/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/scGPT/scgpt/model/model.py:21: UserWarning: flash_attn is not installed
+  warnings.warn("flash_attn is not installed")
+WARNING:accelerate.utils.other:[RANK 0] 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.
+/home/hp250092/ku50001222/qian/aivc/lfj/transfer/code/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/stack_env/lib/python3.13/site-packages/scanpy/preprocessing/_highly_variable_genes.py:806: 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/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/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/CCFM/src/data/scgpt_extractor.py:109: UserWarning: FrozenScGPTExtractor: 498/5035 HVG genes not found in scGPT vocab, will use zero vectors.
+  warnings.warn(
+CascadedFlowConfig(model_type='cascaded', batch_size=48, ntoken=512, d_model=128, nhead=8, nlayers=4, 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', 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=True, topk=30, scgpt_dim=512, bottleneck_dim=128, latent_weight=1.0, choose_latent_p=0.4, target_std=1.0, dh_depth=2, warmup_batches=200, ema_decay=0.9999, t_sample_mode='logit_normal', t_expr_mean=0.0, t_expr_std=1.0, t_latent_mean=0.0, t_latent_std=1.0, warmup_steps=2000, scgpt_model_dir='transfer/data/scGPT_pretrained', scgpt_max_seq_len=1200, scgpt_cache_path='scgpt_cache_norman.h5', latent_steps=20, expr_steps=20, ode_method='rk4')
+Converted var_names to gene symbols, sample: ['RP11-34P13.8', 'RP11-54O7.3', 'SAMD11', 'PERM1', 'HES4']
+Warning: ctrl is not in the gene names
+##### loading vocab from file #####
+Loaded 159/163 pretrained parameters
+Using pre-extracted scGPT cache: scgpt_cache_norman.h5
+  Cache shape: (91205, 5035, 512), cells: 91205
+
  0%|          | 0/200000 [00:00<?, ?it/s]/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/torch/nn/modules/linear.py:134: UserWarning: gemm_and_bias error: CUBLAS_STATUS_NOT_INITIALIZED when calling cublasLtMatmul with transpose_mat1 1 transpose_mat2 0 m 128 n 48 k 256 mat1_ld 256 mat2_ld 256 result_ld 128 abType 0 cType 0 computeType 68 scaleType 0. Will attempt to recover by calling unfused cublas path. (Triggered internally at /pytorch/aten/src/ATen/cuda/CUDABlas.cpp:1765.)
+  return F.linear(input, self.weight, self.bias)
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/torch/nn/modules/linear.py:134: UserWarning: gemm_and_bias error: CUBLAS_STATUS_NOT_INITIALIZED when calling cublasLtMatmul with transpose_mat1 1 transpose_mat2 0 m 128 n 48 k 128 mat1_ld 128 mat2_ld 128 result_ld 128 abType 0 cType 0 computeType 68 scaleType 0. Will attempt to recover by calling unfused cublas path. (Triggered internally at /pytorch/aten/src/ATen/cuda/CUDABlas.cpp:1765.)
+  return F.linear(input, self.weight, self.bias)
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/torch/nn/functional.py:6637: UserWarning: gemm_and_bias error: CUBLAS_STATUS_NOT_INITIALIZED when calling cublasLtMatmul with transpose_mat1 1 transpose_mat2 0 m 128 n 96 k 128 mat1_ld 128 mat2_ld 128 result_ld 128 abType 0 cType 0 computeType 68 scaleType 0. Will attempt to recover by calling unfused cublas path. (Triggered internally at /pytorch/aten/src/ATen/cuda/CUDABlas.cpp:1765.)
+  attn_output = linear(attn_output, out_proj_weight, out_proj_bias)
+Saving iteration 0 checkpoint...
+save checkpoint to: ./result/ccfm-norman-f1-topk30-negTrue-d128-lr5e-05-lw1.0-lp0.4-ema0.9999-ln-wu2000-rk4-cached/iteration_0/checkpoint.pt
+perturbation_name_list: 39
+
+
AHR+FEV:   0%|          | 0/3 [00:00<?, ?it/s]
+
AHR+FEV:  33%|███▎      | 1/3 [00:19<00:38, 19.44s/it]
+
AHR+FEV:  67%|██████▋   | 2/3 [00:38<00:19, 19.41s/it]/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/torch/nn/modules/linear.py:134: UserWarning: gemm_and_bias error: CUBLAS_STATUS_NOT_INITIALIZED when calling cublasLtMatmul with transpose_mat1 1 transpose_mat2 0 m 128 n 32 k 256 mat1_ld 256 mat2_ld 256 result_ld 128 abType 0 cType 0 computeType 68 scaleType 0. Will attempt to recover by calling unfused cublas path. (Triggered internally at /pytorch/aten/src/ATen/cuda/CUDABlas.cpp:1765.)
+  return F.linear(input, self.weight, self.bias)
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/torch/nn/modules/linear.py:134: UserWarning: gemm_and_bias error: CUBLAS_STATUS_NOT_INITIALIZED when calling cublasLtMatmul with transpose_mat1 1 transpose_mat2 0 m 128 n 32 k 128 mat1_ld 128 mat2_ld 128 result_ld 128 abType 0 cType 0 computeType 68 scaleType 0. Will attempt to recover by calling unfused cublas path. (Triggered internally at /pytorch/aten/src/ATen/cuda/CUDABlas.cpp:1765.)
+  return F.linear(input, self.weight, self.bias)
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/torch/nn/functional.py:6637: UserWarning: gemm_and_bias error: CUBLAS_STATUS_NOT_INITIALIZED when calling cublasLtMatmul with transpose_mat1 1 transpose_mat2 0 m 128 n 64 k 128 mat1_ld 128 mat2_ld 128 result_ld 128 abType 0 cType 0 computeType 68 scaleType 0. Will attempt to recover by calling unfused cublas path. (Triggered internally at /pytorch/aten/src/ATen/cuda/CUDABlas.cpp:1765.)
+  attn_output = linear(attn_output, out_proj_weight, out_proj_bias)
+
+
AHR+FEV: 100%|██████████| 3/3 [00:51<00:00, 16.45s/it]
AHR+FEV: 100%|██████████| 3/3 [00:51<00:00, 17.25s/it]
+
+
AHR+KLF1:   0%|          | 0/3 [00:00<?, ?it/s]
+
AHR+KLF1:  33%|███▎      | 1/3 [00:19<00:38, 19.38s/it]
+
AHR+KLF1:  67%|██████▋   | 2/3 [00:38<00:19, 19.38s/it]
+
AHR+KLF1: 100%|██████████| 3/3 [00:51<00:00, 16.44s/it]
AHR+KLF1: 100%|██████████| 3/3 [00:51<00:00, 17.23s/it]
+
+
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+
BCL2L11+BAK1:  33%|███▎      | 1/3 [00:19<00:38, 19.38s/it]
+
BCL2L11+BAK1:  67%|██████▋   | 2/3 [00:38<00:19, 19.38s/it]
+
BCL2L11+BAK1: 100%|██████████| 3/3 [00:51<00:00, 16.44s/it]
BCL2L11+BAK1: 100%|██████████| 3/3 [00:51<00:00, 17.23s/it]
+
+
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+
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+
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BPGM+ZBTB1: 100%|██████████| 3/3 [00:51<00:00, 17.28s/it]
+
+
CBL+PTPN12:   0%|          | 0/3 [00:00<?, ?it/s]
+
CBL+PTPN12:  33%|███▎      | 1/3 [00:19<00:38, 19.42s/it]
+
CBL+PTPN12:  67%|██████▋   | 2/3 [00:38<00:19, 19.40s/it]
+
CBL+PTPN12: 100%|██████████| 3/3 [00:51<00:00, 16.45s/it]
CBL+PTPN12: 100%|██████████| 3/3 [00:51<00:00, 17.25s/it]
+
+
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+
CBL+PTPN9:  33%|███▎      | 1/3 [00:19<00:38, 19.38s/it]
+
CBL+PTPN9:  67%|██████▋   | 2/3 [00:38<00:19, 19.39s/it]
+
CBL+PTPN9: 100%|██████████| 3/3 [00:51<00:00, 16.44s/it]
CBL+PTPN9: 100%|██████████| 3/3 [00:51<00:00, 17.24s/it]
+
+
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+
CBL+TGFBR2:  33%|███▎      | 1/3 [00:19<00:38, 19.37s/it]
+
CBL+TGFBR2:  67%|██████▋   | 2/3 [00:38<00:19, 19.38s/it]
+
CBL+TGFBR2: 100%|██████████| 3/3 [00:51<00:00, 16.44s/it]
CBL+TGFBR2: 100%|██████████| 3/3 [00:51<00:00, 17.24s/it]
+
+
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+
CBL+UBASH3A:  33%|███▎      | 1/3 [00:19<00:38, 19.38s/it]
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+
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CBL+UBASH3A: 100%|██████████| 3/3 [00:51<00:00, 17.24s/it]
+
+
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CBL+UBASH3B:  33%|███▎      | 1/3 [00:19<00:38, 19.39s/it]
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CBL+UBASH3B:  67%|██████▋   | 2/3 [00:38<00:19, 19.39s/it]
+
CBL+UBASH3B: 100%|██████████| 3/3 [00:51<00:00, 16.45s/it]
CBL+UBASH3B: 100%|██████████| 3/3 [00:51<00:00, 17.24s/it]
+
+
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+
CDKN1B+CDKN1A:  33%|███▎      | 1/3 [00:19<00:38, 19.38s/it]
+
CDKN1B+CDKN1A:  67%|██████▋   | 2/3 [00:38<00:19, 19.38s/it]
+
CDKN1B+CDKN1A: 100%|██████████| 3/3 [00:51<00:00, 16.54s/it]
CDKN1B+CDKN1A: 100%|██████████| 3/3 [00:51<00:00, 17.30s/it]
+
+
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CDKN1C+CDKN1B:  33%|███▎      | 1/3 [00:19<00:38, 19.38s/it]
+
CDKN1C+CDKN1B:  67%|██████▋   | 2/3 [00:38<00:19, 19.37s/it]
+
CDKN1C+CDKN1B: 100%|██████████| 3/3 [00:51<00:00, 16.43s/it]
CDKN1C+CDKN1B: 100%|██████████| 3/3 [00:51<00:00, 17.23s/it]
+
+
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+
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+
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CEBPE+CEBPA: 100%|██████████| 3/3 [00:51<00:00, 17.23s/it]
+
+
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+
CEBPE+CNN1:  33%|███▎      | 1/3 [00:19<00:38, 19.37s/it]
+
CEBPE+CNN1:  67%|██████▋   | 2/3 [00:38<00:19, 19.37s/it]
+
CEBPE+CNN1: 100%|██████████| 3/3 [00:51<00:00, 16.43s/it]
CEBPE+CNN1: 100%|██████████| 3/3 [00:51<00:00, 17.23s/it]
+
+
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ETS2+IKZF3: 100%|██████████| 3/3 [00:51<00:00, 17.23s/it]
+
+
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FEV+ISL2: 100%|██████████| 3/3 [00:51<00:00, 17.25s/it]
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FOSB+CEBPB: 100%|██████████| 3/3 [00:51<00:00, 17.23s/it]
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FOXA3+FOXA1: 100%|██████████| 3/3 [00:51<00:00, 17.23s/it]
+
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KLF1+BAK1: 100%|██████████| 3/3 [00:51<00:00, 17.24s/it]
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KLF1+CEBPA: 100%|██████████| 3/3 [00:51<00:00, 17.24s/it]
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KLF1+CLDN6: 100%|██████████| 3/3 [00:51<00:00, 17.24s/it]
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MAP2K3+ELMSAN1: 100%|██████████| 3/3 [00:51<00:00, 17.24s/it]
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+
MAP2K6+ELMSAN1: 100%|██████████| 3/3 [00:51<00:00, 16.44s/it]
MAP2K6+ELMSAN1: 100%|██████████| 3/3 [00:51<00:00, 17.23s/it]
+
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MAPK1+IKZF3:  33%|███▎      | 1/3 [00:19<00:38, 19.37s/it]
+
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+
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PTPN12+PTPN9:  33%|███▎      | 1/3 [00:19<00:38, 19.50s/it]
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PTPN12+PTPN9:  67%|██████▋   | 2/3 [00:38<00:19, 19.43s/it]
+
PTPN12+PTPN9: 100%|██████████| 3/3 [00:51<00:00, 16.46s/it]
PTPN12+PTPN9: 100%|██████████| 3/3 [00:51<00:00, 17.27s/it]
+
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PTPN12+UBASH3A:  33%|███▎      | 1/3 [00:19<00:38, 19.38s/it]
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PTPN12+UBASH3A: 100%|██████████| 3/3 [00:51<00:00, 16.45s/it]
PTPN12+UBASH3A: 100%|██████████| 3/3 [00:51<00:00, 17.24s/it]
+
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SGK1+S1PR2:  33%|███▎      | 1/3 [00:19<00:38, 19.37s/it]
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SGK1+S1PR2:  67%|██████▋   | 2/3 [00:38<00:19, 19.39s/it]
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SGK1+S1PR2: 100%|██████████| 3/3 [00:51<00:00, 16.44s/it]
SGK1+S1PR2: 100%|██████████| 3/3 [00:51<00:00, 17.24s/it]
+
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SGK1+TBX2:  33%|███▎      | 1/3 [00:19<00:38, 19.39s/it]
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SGK1+TBX2: 100%|██████████| 3/3 [00:51<00:00, 17.24s/it]
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SGK1+TBX3:  33%|███▎      | 1/3 [00:19<00:38, 19.39s/it]
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SGK1+TBX3:  67%|██████▋   | 2/3 [00:38<00:19, 19.38s/it]
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SGK1+TBX3: 100%|██████████| 3/3 [00:51<00:00, 16.44s/it]
SGK1+TBX3: 100%|██████████| 3/3 [00:51<00:00, 17.23s/it]
+
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TBX3+TBX2:  33%|███▎      | 1/3 [00:19<00:38, 19.38s/it]
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TBX3+TBX2:  67%|██████▋   | 2/3 [00:38<00:19, 19.38s/it]
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TBX3+TBX2: 100%|██████████| 3/3 [00:51<00:00, 16.45s/it]
TBX3+TBX2: 100%|██████████| 3/3 [00:51<00:00, 17.24s/it]
+
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TGFBR2+IGDCC3:  33%|███▎      | 1/3 [00:19<00:39, 19.54s/it]
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+
TGFBR2+IGDCC3: 100%|██████████| 3/3 [00:51<00:00, 16.48s/it]
TGFBR2+IGDCC3: 100%|██████████| 3/3 [00:51<00:00, 17.29s/it]
+
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+
TGFBR2+PRTG:  33%|███▎      | 1/3 [00:19<00:38, 19.38s/it]
+
TGFBR2+PRTG:  67%|██████▋   | 2/3 [00:38<00:19, 19.38s/it]
+
TGFBR2+PRTG: 100%|██████████| 3/3 [00:51<00:00, 16.44s/it]
TGFBR2+PRTG: 100%|████���█████| 3/3 [00:51<00:00, 17.23s/it]
+
+
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+
UBASH3B+OSR2:  33%|███▎      | 1/3 [00:19<00:38, 19.38s/it]
+
UBASH3B+OSR2:  67%|██████▋   | 2/3 [00:38<00:19, 19.39s/it]
+
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UBASH3B+OSR2: 100%|██████████| 3/3 [00:51<00:00, 17.24s/it]
+
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UBASH3B+ZBTB25:  33%|███▎      | 1/3 [00:19<00:38, 19.37s/it]
+
UBASH3B+ZBTB25:  67%|██████▋   | 2/3 [00:38<00:19, 19.38s/it]
+
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UBASH3B+ZBTB25: 100%|██████████| 3/3 [00:51<00:00, 17.23s/it]
+
+
ZC3HAV1+CEBPE:   0%|          | 0/3 [00:00<?, ?it/s]
+
ZC3HAV1+CEBPE:  33%|███▎      | 1/3 [00:19<00:38, 19.37s/it]
+
ZC3HAV1+CEBPE:  67%|██████▋   | 2/3 [00:38<00:19, 19.38s/it]
+
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ZC3HAV1+CEBPE: 100%|██████████| 3/3 [00:51<00:00, 17.23s/it]
+/home/hp250092/ku50001222/miniconda3/lib/python3.13/functools.py:934: ImplicitModificationWarning: Transforming to str index.
+  return dispatch(args[0].__class__)(*args, **kw)
+/home/hp250092/ku50001222/miniconda3/lib/python3.13/functools.py:934: ImplicitModificationWarning: Transforming to str index.
+  return dispatch(args[0].__class__)(*args, **kw)
+WARNING:cell_eval._evaluator:Output directory ./cell-eval-outdir already exists, potential overwrite occurring
+INFO:cell_eval.utils:Data appears to be log1p normalized (decimals detected, range [0.00, 8.82])
+INFO:cell_eval._evaluator:Input is found to be log-normalized already - skipping transformation.
+INFO:cell_eval.utils:Data appears to be log1p normalized (decimals detected, range [0.00, 8.14])
+INFO:cell_eval._evaluator:Input is found to be log-normalized already - skipping transformation.
+INFO:cell_eval._evaluator:Computing DE for real data
+INFO:cell_eval._evaluator:Using the following pdex kwargs: {'reference': 'control', 'groupby_key': 'perturbation', 'num_workers': 32, 'batch_size': 100, 'metric': 'wilcoxon', 'is_log1p': True, 'as_polars': True}
+INFO:pdex._single_cell:Log1p status: True
+INFO:pdex._single_cell:Precomputing masks for each target gene
+
+
Identifying target masks:   0%|          | 0/40 [00:00<?, ?it/s]
Identifying target masks: 100%|██████████| 40/40 [00:00<00:00, 1283.63it/s]
+INFO:pdex._single_cell:Precomputing variable indices for each feature
+
+
Identifying variable indices:   0%|          | 0/1000 [00:00<?, ?it/s]
Identifying variable indices: 100%|██████████| 1000/1000 [00:00<00:00, 3901678.14it/s]
+INFO:pdex._single_cell:Creating shared memory matrix for parallel computing
+INFO:pdex._single_cell:Creating generator of all combinations: N=40000
+INFO:pdex._single_cell:Creating generator of all batches: N=401
+INFO:pdex._single_cell:Initializing parallel processing pool with 32 workers
+INFO:pdex._single_cell:Processing batches
+
+
Processing batches:   0%|          | 0/401 [00:00<?, ?it/s]/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+
+
Processing batches:   3%|▎         | 11/401 [00:00<00:05, 71.75it/s]/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+
+
Processing batches:  10%|█         | 41/401 [00:00<00:02, 175.69it/s]/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+
+
Processing batches:  17%|█▋        | 68/401 [00:00<00:01, 212.06it/s]/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+
+
Processing batches:  23%|██▎       | 91/401 [00:00<00:01, 211.43it/s]/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+
+
Processing batches:  28%|██▊       | 114/401 [00:00<00:01, 213.90it/s]
+
Processing batches:  34%|███▍      | 138/401 [00:00<00:01, 221.96it/s]/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+
+
Processing batches:  41%|████      | 164/401 [00:00<00:01, 230.51it/s]/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+
Processing batches:  47%|████▋     | 188/401 [00:00<00:00, 221.81it/s]/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+
+
Processing batches:  53%|█████▎    | 211/401 [00:01<00:00, 222.22it/s]/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+
+
Processing batches:  59%|█████▉    | 238/401 [00:01<00:00, 233.53it/s]/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+
+
Processing batches:  65%|██████▌   | 262/401 [00:01<00:00, 229.67it/s]/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/scipy/stats/_mannwhitneyu.py:152: RuntimeWarning: invalid value encountered in sqrt
+  s = xp.sqrt(n1*n2/12 * ((n + 1) - tie_term/(n*(n-1))))
+
+
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+INFO:pdex._single_cell:Flattening results
+INFO:pdex._single_cell:Closing shared memory pool
+INFO:cell_eval._evaluator:Writing real DE results to: real_de.csv
+INFO:cell_eval._evaluator:Computing DE for pred data
+INFO:cell_eval._evaluator:Using the following pdex kwargs: {'reference': 'control', 'groupby_key': 'perturbation', 'num_workers': 32, 'batch_size': 100, 'metric': 'wilcoxon', 'is_log1p': True, 'as_polars': True}
+INFO:pdex._single_cell:Log1p status: True
+INFO:pdex._single_cell:Precomputing masks for each target gene
+
+
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+INFO:pdex._single_cell:Precomputing variable indices for each feature
+
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+INFO:pdex._single_cell:Creating shared memory matrix for parallel computing
+INFO:pdex._single_cell:Creating generator of all combinations: N=40000
+INFO:pdex._single_cell:Creating generator of all batches: N=401
+INFO:pdex._single_cell:Initializing parallel processing pool with 32 workers
+INFO:pdex._single_cell:Processing batches
+
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+INFO:pdex._single_cell:Flattening results
+INFO:pdex._single_cell:Closing shared memory pool
+INFO:cell_eval._evaluator:Writing pred DE results to: pred_de.csv
+INFO:cell_eval._types._de:Checking DE data integrity... (real)
+INFO:cell_eval._types._de:DE data integrity check complete. (real)
+INFO:cell_eval._types._de:Checking DE data integrity... (pred)
+INFO:cell_eval._types._de:DE data integrity check complete. (pred)
+INFO:cell_eval._pipeline._runner:Computing metric 'overlap_at_N'
+INFO:cell_eval._pipeline._runner:Computing metric 'overlap_at_50'
+INFO:cell_eval._pipeline._runner:Computing metric 'overlap_at_100'
+INFO:cell_eval._pipeline._runner:Computing metric 'overlap_at_200'
+INFO:cell_eval._pipeline._runner:Computing metric 'overlap_at_500'
+INFO:cell_eval._pipeline._runner:Computing metric 'precision_at_N'
+INFO:cell_eval._pipeline._runner:Computing metric 'precision_at_50'
+INFO:cell_eval._pipeline._runner:Computing metric 'precision_at_100'
+INFO:cell_eval._pipeline._runner:Computing metric 'precision_at_200'
+INFO:cell_eval._pipeline._runner:Computing metric 'precision_at_500'
+INFO:cell_eval._pipeline._runner:Computing metric 'de_spearman_sig'
+INFO:cell_eval._pipeline._runner:Computing metric 'de_direction_match'
+INFO:cell_eval._pipeline._runner:Computing metric 'de_spearman_lfc_sig'
+INFO:cell_eval._pipeline._runner:Computing metric 'de_sig_genes_recall'
+INFO:cell_eval._pipeline._runner:Computing metric 'de_nsig_counts'
+INFO:cell_eval._pipeline._runner:Computing metric 'pr_auc'
+INFO:cell_eval._pipeline._runner:Computing metric 'roc_auc'
+INFO:cell_eval._pipeline._runner:Computing metric 'pearson_delta'
+INFO:cell_eval._types._anndata:Building pseudobulk embeddings for real anndata on: .X
+INFO:cell_eval._types._anndata:Building pseudobulk embeddings for predicted anndata on: .X
+
+
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+INFO:cell_eval._pipeline._runner:Computing metric 'mse'
+
+
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+INFO:cell_eval._pipeline._runner:Computing metric 'mae'
+
+
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+INFO:cell_eval._pipeline._runner:Computing metric 'mse_delta'
+
+
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+INFO:cell_eval._pipeline._runner:Computing metric 'mae_delta'
+
+
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+INFO:cell_eval._pipeline._runner:Computing metric 'discrimination_score_l1'
+
+
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+
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+INFO:cell_eval._pipeline._runner:Computing metric 'discrimination_score_l2'
+
+
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+
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+INFO:cell_eval._pipeline._runner:Computing metric 'discrimination_score_cosine'
+
+
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+
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+INFO:cell_eval._pipeline._runner:Computing metric 'pearson_edistance'
+INFO:cell_eval.metrics._anndata:Precomputing sigma for control data (real)
+INFO:cell_eval.metrics._anndata:Precomputing sigma for control data (pred)
+
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+
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+INFO:cell_eval._pipeline._runner:Computing metric 'clustering_agreement'
+INFO:cell_eval._evaluator:Writing perturbation level metrics to ./cell-eval-outdir/results.csv
+INFO:cell_eval._evaluator:Writing aggregate metrics to ./cell-eval-outdir/agg_results.csv
+... storing 'perturbation' as categorical
+... storing 'perturbation' as categorical
+
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loss: 3.9016, iter: 0:   0%|          | 1/200000 [34:27<114841:18:38, 2067.15s/it]/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/torch/nn/modules/linear.py:134: UserWarning: gemm_and_bias error: CUBLAS_STATUS_NOT_INITIALIZED when calling cublasLtMatmul with transpose_mat1 1 transpose_mat2 0 m 128 n 48 k 256 mat1_ld 256 mat2_ld 256 result_ld 128 abType 0 cType 0 computeType 68 scaleType 0. Will attempt to recover by calling unfused cublas path. (Triggered internally at /pytorch/aten/src/ATen/cuda/CUDABlas.cpp:1765.)
+  return F.linear(input, self.weight, self.bias)
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/torch/nn/modules/linear.py:134: UserWarning: gemm_and_bias error: CUBLAS_STATUS_NOT_INITIALIZED when calling cublasLtMatmul with transpose_mat1 1 transpose_mat2 0 m 128 n 48 k 128 mat1_ld 128 mat2_ld 128 result_ld 128 abType 0 cType 0 computeType 68 scaleType 0. Will attempt to recover by calling unfused cublas path. (Triggered internally at /pytorch/aten/src/ATen/cuda/CUDABlas.cpp:1765.)
+  return F.linear(input, self.weight, self.bias)
+/home/hp250092/ku50001222/qian/aivc/lfj/stack_env/lib/python3.13/site-packages/torch/nn/functional.py:6637: UserWarning: gemm_and_bias error: CUBLAS_STATUS_NOT_INITIALIZED when calling cublasLtMatmul with transpose_mat1 1 transpose_mat2 0 m 128 n 96 k 128 mat1_ld 128 mat2_ld 128 result_ld 128 abType 0 cType 0 computeType 68 scaleType 0. Will attempt to recover by calling unfused cublas path. (Triggered internally at /pytorch/aten/src/ATen/cuda/CUDABlas.cpp:1765.)
+  attn_output = linear(attn_output, out_proj_weight, out_proj_bias)
+
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