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diff --git a/bench_results_ours_local_4k_1e_new/logs/shard_0.log b/bench_results_ours_local_4k_1e_new/logs/shard_0.log
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+[2026-05-01 16:14:25,878] [INFO] [real_accelerator.py:203:get_accelerator] Setting ds_accelerator to cuda (auto detect)
+checkpoint path is: models/train/Flux2_full_4k_new/step-8900.safetensors
+[rank 0] runtime_device=cuda, use_usp=False, checkpoint=models/train/Flux2_full_4k_new/step-8900.safetensors
+Loading models from: [
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00001-of-00002.safetensors",
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00002-of-00002.safetensors"
+]
+Loaded model: {
+    "model_name": "z_image_text_encoder",
+    "model_class": "diffsynth.models.z_image_text_encoder.ZImageTextEncoder",
+    "extra_kwargs": null
+}
+Loading models from: "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/transformer/diffusion_pytorch_model.safetensors"
+Loaded model: {
+    "model_name": "flux2_dit",
+    "model_class": "diffsynth.models.flux2_dit.Flux2DiT",
+    "extra_kwargs": {
+        "guidance_embeds": false,
+        "joint_attention_dim": 7680,
+        "num_attention_heads": 24,
+        "num_layers": 5,
+        "num_single_layers": 20
+    }
+}
+Loading models from: "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/vae/diffusion_pytorch_model.safetensors"
+Loaded model: {
+    "model_name": "flux2_vae",
+    "model_class": "diffsynth.models.flux2_vae.Flux2VAE",
+    "extra_kwargs": null
+}
+No flux2_text_encoder models available. This is not an error.
+Using z_image_text_encoder from [
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00001-of-00002.safetensors",
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00002-of-00002.safetensors"
+].
+Using flux2_dit from "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/transformer/diffusion_pytorch_model.safetensors".
+Using flux2_vae from "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/vae/diffusion_pytorch_model.safetensors".
+Loaded checkpoint: models/train/Flux2_full_4k_new/step-8900.safetensors | missing_keys=0 unexpected_keys=0
+Total tasks in JSONL: 200
+Shard 0/8 will process 25 tasks.
+[1/25] Skipping: bench_t2i/bench_results_ours_local_4k_1e_new/4f51f512-9055-4cc8-b391-d68e4f38ca3b.jpg (Already exists)
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diff --git a/bench_results_ours_local_4k_1e_new/logs/shard_1.log b/bench_results_ours_local_4k_1e_new/logs/shard_1.log
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index 0000000000000000000000000000000000000000..d4f6d2ddf6c90d4d6d14913de8eb6328b70ffba3
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+++ b/bench_results_ours_local_4k_1e_new/logs/shard_1.log
@@ -0,0 +1,65 @@
+[2026-05-01 16:14:25,776] [INFO] [real_accelerator.py:203:get_accelerator] Setting ds_accelerator to cuda (auto detect)
+checkpoint path is: models/train/Flux2_full_4k_new/step-8900.safetensors
+[rank 0] runtime_device=cuda, use_usp=False, checkpoint=models/train/Flux2_full_4k_new/step-8900.safetensors
+Loading models from: [
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00001-of-00002.safetensors",
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00002-of-00002.safetensors"
+]
+Loaded model: {
+    "model_name": "z_image_text_encoder",
+    "model_class": "diffsynth.models.z_image_text_encoder.ZImageTextEncoder",
+    "extra_kwargs": null
+}
+Loading models from: "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/transformer/diffusion_pytorch_model.safetensors"
+Loaded model: {
+    "model_name": "flux2_dit",
+    "model_class": "diffsynth.models.flux2_dit.Flux2DiT",
+    "extra_kwargs": {
+        "guidance_embeds": false,
+        "joint_attention_dim": 7680,
+        "num_attention_heads": 24,
+        "num_layers": 5,
+        "num_single_layers": 20
+    }
+}
+Loading models from: "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/vae/diffusion_pytorch_model.safetensors"
+Loaded model: {
+    "model_name": "flux2_vae",
+    "model_class": "diffsynth.models.flux2_vae.Flux2VAE",
+    "extra_kwargs": null
+}
+No flux2_text_encoder models available. This is not an error.
+Using z_image_text_encoder from [
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00001-of-00002.safetensors",
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00002-of-00002.safetensors"
+].
+Using flux2_dit from "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/transformer/diffusion_pytorch_model.safetensors".
+Using flux2_vae from "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/vae/diffusion_pytorch_model.safetensors".
+Loaded checkpoint: models/train/Flux2_full_4k_new/step-8900.safetensors | missing_keys=0 unexpected_keys=0
+Total tasks in JSONL: 200
+Shard 1/8 will process 25 tasks.
+[1/25] Skipping: bench_t2i/bench_results_ours_local_4k_1e_new/ee459d88-3dcb-4f6a-8057-805cb06e1456.jpg (Already exists)
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diff --git a/bench_results_ours_local_4k_1e_new/logs/shard_2.log b/bench_results_ours_local_4k_1e_new/logs/shard_2.log
new file mode 100644
index 0000000000000000000000000000000000000000..7de11a17169be2c1173873aab4eb017a2f51b2b2
--- /dev/null
+++ b/bench_results_ours_local_4k_1e_new/logs/shard_2.log
@@ -0,0 +1,65 @@
+[2026-05-01 16:14:35,462] [INFO] [real_accelerator.py:203:get_accelerator] Setting ds_accelerator to cuda (auto detect)
+checkpoint path is: models/train/Flux2_full_4k_new/step-8900.safetensors
+[rank 0] runtime_device=cuda, use_usp=False, checkpoint=models/train/Flux2_full_4k_new/step-8900.safetensors
+Loading models from: [
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00001-of-00002.safetensors",
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00002-of-00002.safetensors"
+]
+Loaded model: {
+    "model_name": "z_image_text_encoder",
+    "model_class": "diffsynth.models.z_image_text_encoder.ZImageTextEncoder",
+    "extra_kwargs": null
+}
+Loading models from: "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/transformer/diffusion_pytorch_model.safetensors"
+Loaded model: {
+    "model_name": "flux2_dit",
+    "model_class": "diffsynth.models.flux2_dit.Flux2DiT",
+    "extra_kwargs": {
+        "guidance_embeds": false,
+        "joint_attention_dim": 7680,
+        "num_attention_heads": 24,
+        "num_layers": 5,
+        "num_single_layers": 20
+    }
+}
+Loading models from: "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/vae/diffusion_pytorch_model.safetensors"
+Loaded model: {
+    "model_name": "flux2_vae",
+    "model_class": "diffsynth.models.flux2_vae.Flux2VAE",
+    "extra_kwargs": null
+}
+No flux2_text_encoder models available. This is not an error.
+Using z_image_text_encoder from [
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00001-of-00002.safetensors",
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00002-of-00002.safetensors"
+].
+Using flux2_dit from "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/transformer/diffusion_pytorch_model.safetensors".
+Using flux2_vae from "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/vae/diffusion_pytorch_model.safetensors".
+Loaded checkpoint: models/train/Flux2_full_4k_new/step-8900.safetensors | missing_keys=0 unexpected_keys=0
+Total tasks in JSONL: 200
+Shard 2/8 will process 25 tasks.
+[1/25] Skipping: bench_t2i/bench_results_ours_local_4k_1e_new/9fa564c4-14d8-4ae3-8682-525490fffb8d.jpg (Already exists)
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diff --git a/bench_results_ours_local_4k_1e_new/logs/shard_3.log b/bench_results_ours_local_4k_1e_new/logs/shard_3.log
new file mode 100644
index 0000000000000000000000000000000000000000..1b5e4dc11dcaee0a5c415f56f94c945f06f42a0a
--- /dev/null
+++ b/bench_results_ours_local_4k_1e_new/logs/shard_3.log
@@ -0,0 +1,65 @@
+[2026-05-01 16:14:26,032] [INFO] [real_accelerator.py:203:get_accelerator] Setting ds_accelerator to cuda (auto detect)
+checkpoint path is: models/train/Flux2_full_4k_new/step-8900.safetensors
+[rank 0] runtime_device=cuda, use_usp=False, checkpoint=models/train/Flux2_full_4k_new/step-8900.safetensors
+Loading models from: [
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00001-of-00002.safetensors",
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00002-of-00002.safetensors"
+]
+Loaded model: {
+    "model_name": "z_image_text_encoder",
+    "model_class": "diffsynth.models.z_image_text_encoder.ZImageTextEncoder",
+    "extra_kwargs": null
+}
+Loading models from: "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/transformer/diffusion_pytorch_model.safetensors"
+Loaded model: {
+    "model_name": "flux2_dit",
+    "model_class": "diffsynth.models.flux2_dit.Flux2DiT",
+    "extra_kwargs": {
+        "guidance_embeds": false,
+        "joint_attention_dim": 7680,
+        "num_attention_heads": 24,
+        "num_layers": 5,
+        "num_single_layers": 20
+    }
+}
+Loading models from: "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/vae/diffusion_pytorch_model.safetensors"
+Loaded model: {
+    "model_name": "flux2_vae",
+    "model_class": "diffsynth.models.flux2_vae.Flux2VAE",
+    "extra_kwargs": null
+}
+No flux2_text_encoder models available. This is not an error.
+Using z_image_text_encoder from [
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00001-of-00002.safetensors",
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00002-of-00002.safetensors"
+].
+Using flux2_dit from "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/transformer/diffusion_pytorch_model.safetensors".
+Using flux2_vae from "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/vae/diffusion_pytorch_model.safetensors".
+Loaded checkpoint: models/train/Flux2_full_4k_new/step-8900.safetensors | missing_keys=0 unexpected_keys=0
+Total tasks in JSONL: 200
+Shard 3/8 will process 25 tasks.
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new file mode 100644
index 0000000000000000000000000000000000000000..3c25fd35ccb1c97643f57d4d3d03a2acfbe8aa3e
--- /dev/null
+++ b/bench_results_ours_local_4k_1e_new/logs/shard_4.log
@@ -0,0 +1,65 @@
+[2026-05-01 16:14:26,028] [INFO] [real_accelerator.py:203:get_accelerator] Setting ds_accelerator to cuda (auto detect)
+checkpoint path is: models/train/Flux2_full_4k_new/step-8900.safetensors
+[rank 0] runtime_device=cuda, use_usp=False, checkpoint=models/train/Flux2_full_4k_new/step-8900.safetensors
+Loading models from: [
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00001-of-00002.safetensors",
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00002-of-00002.safetensors"
+]
+Loaded model: {
+    "model_name": "z_image_text_encoder",
+    "model_class": "diffsynth.models.z_image_text_encoder.ZImageTextEncoder",
+    "extra_kwargs": null
+}
+Loading models from: "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/transformer/diffusion_pytorch_model.safetensors"
+Loaded model: {
+    "model_name": "flux2_dit",
+    "model_class": "diffsynth.models.flux2_dit.Flux2DiT",
+    "extra_kwargs": {
+        "guidance_embeds": false,
+        "joint_attention_dim": 7680,
+        "num_attention_heads": 24,
+        "num_layers": 5,
+        "num_single_layers": 20
+    }
+}
+Loading models from: "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/vae/diffusion_pytorch_model.safetensors"
+Loaded model: {
+    "model_name": "flux2_vae",
+    "model_class": "diffsynth.models.flux2_vae.Flux2VAE",
+    "extra_kwargs": null
+}
+No flux2_text_encoder models available. This is not an error.
+Using z_image_text_encoder from [
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00001-of-00002.safetensors",
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00002-of-00002.safetensors"
+].
+Using flux2_dit from "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/transformer/diffusion_pytorch_model.safetensors".
+Using flux2_vae from "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/vae/diffusion_pytorch_model.safetensors".
+Loaded checkpoint: models/train/Flux2_full_4k_new/step-8900.safetensors | missing_keys=0 unexpected_keys=0
+Total tasks in JSONL: 200
+Shard 4/8 will process 25 tasks.
+[1/25] Skipping: bench_t2i/bench_results_ours_local_4k_1e_new/b4867cdb-0c4c-411c-bece-34e671f1ffc8.jpg (Already exists)
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diff --git a/bench_results_ours_local_4k_1e_new/logs/shard_5.log b/bench_results_ours_local_4k_1e_new/logs/shard_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..335ddfefa05cd854b439bd9210a59ad13467ea82
--- /dev/null
+++ b/bench_results_ours_local_4k_1e_new/logs/shard_5.log
@@ -0,0 +1,65 @@
+[2026-05-01 16:14:25,615] [INFO] [real_accelerator.py:203:get_accelerator] Setting ds_accelerator to cuda (auto detect)
+checkpoint path is: models/train/Flux2_full_4k_new/step-8900.safetensors
+[rank 0] runtime_device=cuda, use_usp=False, checkpoint=models/train/Flux2_full_4k_new/step-8900.safetensors
+Loading models from: [
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00001-of-00002.safetensors",
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00002-of-00002.safetensors"
+]
+Loaded model: {
+    "model_name": "z_image_text_encoder",
+    "model_class": "diffsynth.models.z_image_text_encoder.ZImageTextEncoder",
+    "extra_kwargs": null
+}
+Loading models from: "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/transformer/diffusion_pytorch_model.safetensors"
+Loaded model: {
+    "model_name": "flux2_dit",
+    "model_class": "diffsynth.models.flux2_dit.Flux2DiT",
+    "extra_kwargs": {
+        "guidance_embeds": false,
+        "joint_attention_dim": 7680,
+        "num_attention_heads": 24,
+        "num_layers": 5,
+        "num_single_layers": 20
+    }
+}
+Loading models from: "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/vae/diffusion_pytorch_model.safetensors"
+Loaded model: {
+    "model_name": "flux2_vae",
+    "model_class": "diffsynth.models.flux2_vae.Flux2VAE",
+    "extra_kwargs": null
+}
+No flux2_text_encoder models available. This is not an error.
+Using z_image_text_encoder from [
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00001-of-00002.safetensors",
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00002-of-00002.safetensors"
+].
+Using flux2_dit from "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/transformer/diffusion_pytorch_model.safetensors".
+Using flux2_vae from "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/vae/diffusion_pytorch_model.safetensors".
+Loaded checkpoint: models/train/Flux2_full_4k_new/step-8900.safetensors | missing_keys=0 unexpected_keys=0
+Total tasks in JSONL: 200
+Shard 5/8 will process 25 tasks.
+[1/25] Skipping: bench_t2i/bench_results_ours_local_4k_1e_new/17ae62fe-f163-4bac-9718-f809735e0920.jpg (Already exists)
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diff --git a/bench_results_ours_local_4k_1e_new/logs/shard_6.log b/bench_results_ours_local_4k_1e_new/logs/shard_6.log
new file mode 100644
index 0000000000000000000000000000000000000000..c5f4f12e9754f1637c0606c27853a68329ae410a
--- /dev/null
+++ b/bench_results_ours_local_4k_1e_new/logs/shard_6.log
@@ -0,0 +1,65 @@
+[2026-05-01 16:14:39,806] [INFO] [real_accelerator.py:203:get_accelerator] Setting ds_accelerator to cuda (auto detect)
+checkpoint path is: models/train/Flux2_full_4k_new/step-8900.safetensors
+[rank 0] runtime_device=cuda, use_usp=False, checkpoint=models/train/Flux2_full_4k_new/step-8900.safetensors
+Loading models from: [
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00001-of-00002.safetensors",
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00002-of-00002.safetensors"
+]
+Loaded model: {
+    "model_name": "z_image_text_encoder",
+    "model_class": "diffsynth.models.z_image_text_encoder.ZImageTextEncoder",
+    "extra_kwargs": null
+}
+Loading models from: "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/transformer/diffusion_pytorch_model.safetensors"
+Loaded model: {
+    "model_name": "flux2_dit",
+    "model_class": "diffsynth.models.flux2_dit.Flux2DiT",
+    "extra_kwargs": {
+        "guidance_embeds": false,
+        "joint_attention_dim": 7680,
+        "num_attention_heads": 24,
+        "num_layers": 5,
+        "num_single_layers": 20
+    }
+}
+Loading models from: "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/vae/diffusion_pytorch_model.safetensors"
+Loaded model: {
+    "model_name": "flux2_vae",
+    "model_class": "diffsynth.models.flux2_vae.Flux2VAE",
+    "extra_kwargs": null
+}
+No flux2_text_encoder models available. This is not an error.
+Using z_image_text_encoder from [
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00001-of-00002.safetensors",
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00002-of-00002.safetensors"
+].
+Using flux2_dit from "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/transformer/diffusion_pytorch_model.safetensors".
+Using flux2_vae from "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/vae/diffusion_pytorch_model.safetensors".
+Loaded checkpoint: models/train/Flux2_full_4k_new/step-8900.safetensors | missing_keys=0 unexpected_keys=0
+Total tasks in JSONL: 200
+Shard 6/8 will process 25 tasks.
+[1/25] Skipping: bench_t2i/bench_results_ours_local_4k_1e_new/f3c5b403-f0cf-432f-9600-c2914fabcce6.jpg (Already exists)
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diff --git a/bench_results_ours_local_4k_1e_new/logs/shard_7.log b/bench_results_ours_local_4k_1e_new/logs/shard_7.log
new file mode 100644
index 0000000000000000000000000000000000000000..0ec51073ddb9c292fc30b4b075db96faf7b5c4b9
--- /dev/null
+++ b/bench_results_ours_local_4k_1e_new/logs/shard_7.log
@@ -0,0 +1,65 @@
+[2026-05-01 16:14:30,041] [INFO] [real_accelerator.py:203:get_accelerator] Setting ds_accelerator to cuda (auto detect)
+checkpoint path is: models/train/Flux2_full_4k_new/step-8900.safetensors
+[rank 0] runtime_device=cuda, use_usp=False, checkpoint=models/train/Flux2_full_4k_new/step-8900.safetensors
+Loading models from: [
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00001-of-00002.safetensors",
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00002-of-00002.safetensors"
+]
+Loaded model: {
+    "model_name": "z_image_text_encoder",
+    "model_class": "diffsynth.models.z_image_text_encoder.ZImageTextEncoder",
+    "extra_kwargs": null
+}
+Loading models from: "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/transformer/diffusion_pytorch_model.safetensors"
+Loaded model: {
+    "model_name": "flux2_dit",
+    "model_class": "diffsynth.models.flux2_dit.Flux2DiT",
+    "extra_kwargs": {
+        "guidance_embeds": false,
+        "joint_attention_dim": 7680,
+        "num_attention_heads": 24,
+        "num_layers": 5,
+        "num_single_layers": 20
+    }
+}
+Loading models from: "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/vae/diffusion_pytorch_model.safetensors"
+Loaded model: {
+    "model_name": "flux2_vae",
+    "model_class": "diffsynth.models.flux2_vae.Flux2VAE",
+    "extra_kwargs": null
+}
+No flux2_text_encoder models available. This is not an error.
+Using z_image_text_encoder from [
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00001-of-00002.safetensors",
+    "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/text_encoder/model-00002-of-00002.safetensors"
+].
+Using flux2_dit from "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/transformer/diffusion_pytorch_model.safetensors".
+Using flux2_vae from "/mnt/bn/genai-nebula/haoyanghe/code/Diffsynth-Studio/pretrain_model_weights/FLUX.2-klein-base-4B/vae/diffusion_pytorch_model.safetensors".
+Loaded checkpoint: models/train/Flux2_full_4k_new/step-8900.safetensors | missing_keys=0 unexpected_keys=0
+Total tasks in JSONL: 200
+Shard 7/8 will process 25 tasks.
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