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diff --git a/bench_results_ours_local_4k_3e_new/logs/shard_0.log b/bench_results_ours_local_4k_3e_new/logs/shard_0.log
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+[2026-05-01 16:15:21,908] [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] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/4f51f512-9055-4cc8-b391-d68e4f38ca3b.jpg
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/4f51f512-9055-4cc8-b391-d68e4f38ca3b.jpg
+[2/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/b25c2d9c-0df3-4da7-91bf-9a1f4e8db093.jpg
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/b25c2d9c-0df3-4da7-91bf-9a1f4e8db093.jpg
+[3/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/6ca0320b-6043-4887-92eb-d7b303cb7480.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/6ca0320b-6043-4887-92eb-d7b303cb7480.jpg
+[4/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/e0fd7fef-713b-46ae-89f9-e17447d89a2b.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/e0fd7fef-713b-46ae-89f9-e17447d89a2b.jpg
+[5/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/65cfd7cf-8e71-43a3-9d51-012fbaf4a76e.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/65cfd7cf-8e71-43a3-9d51-012fbaf4a76e.jpg
+[6/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/7938a56c-3233-49e0-b83a-657ee4c5dc1f.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/7938a56c-3233-49e0-b83a-657ee4c5dc1f.jpg
+[7/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/7bc6574a-e28b-402f-9b87-d973981f0710.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/7bc6574a-e28b-402f-9b87-d973981f0710.jpg
+[8/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/3ede926f-15e1-4874-97e6-4b2a4a9f0410.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/3ede926f-15e1-4874-97e6-4b2a4a9f0410.jpg
+[9/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/a39722bb-34a4-4435-8df4-9d7dc81b9f78.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/a39722bb-34a4-4435-8df4-9d7dc81b9f78.jpg
+[10/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/f8f3266b-c2de-4ad6-b105-b940156464c2.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/f8f3266b-c2de-4ad6-b105-b940156464c2.jpg
+[11/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/5d527dea-ef03-442a-a124-5a91102ce487.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/5d527dea-ef03-442a-a124-5a91102ce487.png
+[12/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/e0ac1f37-2fa7-47fb-8bd9-080f0d0acc05.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/e0ac1f37-2fa7-47fb-8bd9-080f0d0acc05.jpg
+[13/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/b85abca5-879f-4ada-ade0-1cc396e4118a.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/b85abca5-879f-4ada-ade0-1cc396e4118a.png
+[14/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/34d38435-0676-4540-bb29-7dedf7ab3cb7.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/34d38435-0676-4540-bb29-7dedf7ab3cb7.jpg
+[15/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/479ee3ba-158b-4a47-a677-70413cbe7bc5.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/479ee3ba-158b-4a47-a677-70413cbe7bc5.jpg
+[16/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/b9669aee-2a54-41cb-9df2-dcd557055df9.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/b9669aee-2a54-41cb-9df2-dcd557055df9.jpg
+[17/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/a14a78f9-9344-4109-89bf-3230ef6221df.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/a14a78f9-9344-4109-89bf-3230ef6221df.jpg
+[18/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/3b58bec8-855e-4d6e-8af7-f96e2ba0ed8f.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/3b58bec8-855e-4d6e-8af7-f96e2ba0ed8f.jpg
+[19/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/2be675ad-5a82-4c26-9ff6-ae4f1864ab11.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/2be675ad-5a82-4c26-9ff6-ae4f1864ab11.jpg
+[20/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/2a4ca578-0d01-4908-9a2a-a291feba5fa8.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/2a4ca578-0d01-4908-9a2a-a291feba5fa8.jpg
+[21/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/1849624d-f048-44fb-b09e-d5ef79ff800c.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/1849624d-f048-44fb-b09e-d5ef79ff800c.jpg
+[22/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/adf08e3d-d465-4ec1-af4a-da45324219e8.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/adf08e3d-d465-4ec1-af4a-da45324219e8.jpg
+[23/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/cc1b23aa-4e33-4f21-8727-d12bdbd19386.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/cc1b23aa-4e33-4f21-8727-d12bdbd19386.png
+[24/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/a381e372-b74b-4b78-9509-0a2c72d97c89.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/a381e372-b74b-4b78-9509-0a2c72d97c89.jpg
+[25/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/4245f2fa-9b3a-48d6-966f-9ee56709f117.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/4245f2fa-9b3a-48d6-966f-9ee56709f117.jpg
diff --git a/bench_results_ours_local_4k_3e_new/logs/shard_1.log b/bench_results_ours_local_4k_3e_new/logs/shard_1.log
new file mode 100644
index 0000000000000000000000000000000000000000..ddadff983cff2dcd85e9ca47c2d8948371828363
--- /dev/null
+++ b/bench_results_ours_local_4k_3e_new/logs/shard_1.log
@@ -0,0 +1,115 @@
+[2026-05-01 16:15:19,548] [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] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/ee459d88-3dcb-4f6a-8057-805cb06e1456.jpg
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/ee459d88-3dcb-4f6a-8057-805cb06e1456.jpg
+[2/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/f350e6df-0078-4ed3-8362-75a62b8cd22d.jpg
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/f350e6df-0078-4ed3-8362-75a62b8cd22d.jpg
+[3/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/dfd715a1-b00e-4248-a80d-29b6536dee45.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/dfd715a1-b00e-4248-a80d-29b6536dee45.jpg
+[4/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/588909d6-f140-4d2d-8a3f-1a87ed9cad07.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/588909d6-f140-4d2d-8a3f-1a87ed9cad07.png
+[5/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/571bab0c-e712-4d67-89bc-ef5fe89d0e13.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/571bab0c-e712-4d67-89bc-ef5fe89d0e13.jpg
+[6/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/63364e18-52fd-4abb-8588-bd69d8e1ec3d.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/63364e18-52fd-4abb-8588-bd69d8e1ec3d.jpg
+[7/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/da08fc17-b5e7-43b7-994a-ed71e1b59686.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/da08fc17-b5e7-43b7-994a-ed71e1b59686.jpg
+[8/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/1613e305-d228-4ed6-bf37-cb70a35dcdb2.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/1613e305-d228-4ed6-bf37-cb70a35dcdb2.jpg
+[9/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/0f5bd759-cd3c-41cc-8473-21caf58b484b.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/0f5bd759-cd3c-41cc-8473-21caf58b484b.jpg
+[10/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/80b4081e-89b9-46f7-8ae5-6e5e7bf44ef5.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/80b4081e-89b9-46f7-8ae5-6e5e7bf44ef5.png
+[11/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/f8d03189-3bcf-4e2e-80e2-653653619654.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/f8d03189-3bcf-4e2e-80e2-653653619654.jpg
+[12/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/65c40a21-9705-4638-a062-0bedc2ebb710.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/65c40a21-9705-4638-a062-0bedc2ebb710.jpg
+[13/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/928d3650-091b-4960-acb2-37909ecdc0e1.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/928d3650-091b-4960-acb2-37909ecdc0e1.jpg
+[14/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/f61b735d-301e-453d-996b-e050e2acec19.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/f61b735d-301e-453d-996b-e050e2acec19.jpg
+[15/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/ac1bc240-3e19-457c-9cfa-56402a8c3d1e.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/ac1bc240-3e19-457c-9cfa-56402a8c3d1e.jpg
+[16/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/9fe352e4-42ff-4e4a-aeea-12aff09317ef.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/9fe352e4-42ff-4e4a-aeea-12aff09317ef.png
+[17/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/663e4778-d99d-4ff2-b444-4b3a2b225c97.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/663e4778-d99d-4ff2-b444-4b3a2b225c97.jpg
+[18/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/e19a88a3-6e16-43b1-a076-f1ebecc9669e.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/e19a88a3-6e16-43b1-a076-f1ebecc9669e.jpg
+[19/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/d10fa48a-d008-4015-8704-836637750ed0.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/d10fa48a-d008-4015-8704-836637750ed0.jpg
+[20/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/9bace368-9fd6-4a23-b9d9-851e461e60c1.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/9bace368-9fd6-4a23-b9d9-851e461e60c1.jpg
+[21/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/57eba3f8-a99b-443a-b66f-c0a570546e7b.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/57eba3f8-a99b-443a-b66f-c0a570546e7b.jpg
+[22/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/0b7ebe4c-99a8-4b91-bd45-a2db18e6e992.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/0b7ebe4c-99a8-4b91-bd45-a2db18e6e992.jpg
+[23/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/a245b864-1082-46e5-9261-659026171b17.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/a245b864-1082-46e5-9261-659026171b17.png
+[24/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/32cc3d52-9620-41aa-a836-2395d232f294.jpg
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/32cc3d52-9620-41aa-a836-2395d232f294.jpg
+[25/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/8a77a5cb-e8eb-4cd6-aa04-4089c604ccdc.jpg
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/8a77a5cb-e8eb-4cd6-aa04-4089c604ccdc.jpg
diff --git a/bench_results_ours_local_4k_3e_new/logs/shard_2.log b/bench_results_ours_local_4k_3e_new/logs/shard_2.log
new file mode 100644
index 0000000000000000000000000000000000000000..52ea11da6b0e13db6fb61bf1dc0cfcad7a8ce84c
--- /dev/null
+++ b/bench_results_ours_local_4k_3e_new/logs/shard_2.log
@@ -0,0 +1,115 @@
+[2026-05-01 16:15:19,765] [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] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/9fa564c4-14d8-4ae3-8682-525490fffb8d.jpg
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/9fa564c4-14d8-4ae3-8682-525490fffb8d.jpg
+[2/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/410abb85-becd-4c51-ac36-dafbd1841517.jpg
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/410abb85-becd-4c51-ac36-dafbd1841517.jpg
+[3/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/de9217ab-924b-48a7-8cf6-9e47bf1dbdd3.jpg
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/de9217ab-924b-48a7-8cf6-9e47bf1dbdd3.jpg
+[4/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/887af10c-7b46-4816-aa1d-ca052ec3401d.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/887af10c-7b46-4816-aa1d-ca052ec3401d.jpg
+[5/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/1cfc370f-64bb-47ad-872d-d252a70ff8d2.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/1cfc370f-64bb-47ad-872d-d252a70ff8d2.png
+[6/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/8ce3a66a-d667-4ab5-bd88-c79d68763c7b.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/8ce3a66a-d667-4ab5-bd88-c79d68763c7b.jpg
+[7/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/cbb9e116-dc80-4f64-9b7d-eec7e0a03c4a.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/cbb9e116-dc80-4f64-9b7d-eec7e0a03c4a.jpg
+[8/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/14d255c3-0b99-405d-8eaa-b1feefc63b2a.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/14d255c3-0b99-405d-8eaa-b1feefc63b2a.jpg
+[9/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/19d378cb-2fba-4072-81ff-4a20af4a9cfe.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/19d378cb-2fba-4072-81ff-4a20af4a9cfe.jpg
+[10/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/45b6458f-1a81-42ab-9436-813a692b6df7.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/45b6458f-1a81-42ab-9436-813a692b6df7.jpg
+[11/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/617a96d5-80a2-4ec9-ac9f-2876bddf39a2.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/617a96d5-80a2-4ec9-ac9f-2876bddf39a2.jpg
+[12/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/5327ac77-fdba-4ddf-9594-086fb9d45580.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/5327ac77-fdba-4ddf-9594-086fb9d45580.jpg
+[13/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/3986cc13-6890-462e-9f21-59aef9d528b8.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/3986cc13-6890-462e-9f21-59aef9d528b8.jpg
+[14/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/fafc7121-e965-4807-9789-30f3d46ac295.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/fafc7121-e965-4807-9789-30f3d46ac295.jpg
+[15/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/fd58ea56-030a-49cd-8d50-57f71aba05cd.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/fd58ea56-030a-49cd-8d50-57f71aba05cd.jpg
+[16/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/9884118f-3ebf-4129-81ae-03755a24f392.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/9884118f-3ebf-4129-81ae-03755a24f392.jpg
+[17/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/b073165b-7089-41cc-bcd0-9521019661bb.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/b073165b-7089-41cc-bcd0-9521019661bb.jpg
+[18/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/9554168f-e74a-44d5-9a9e-1f1624de45dd.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/9554168f-e74a-44d5-9a9e-1f1624de45dd.jpg
+[19/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/17f15467-9701-49c6-8664-e50216b53de3.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/17f15467-9701-49c6-8664-e50216b53de3.jpg
+[20/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/c445b4bc-2772-4247-b63f-44d0a26e8822.jpg
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+[25/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/2c25ba19-1135-4779-93d8-4aacc9d706a0.jpg
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diff --git a/bench_results_ours_local_4k_3e_new/logs/shard_3.log b/bench_results_ours_local_4k_3e_new/logs/shard_3.log
new file mode 100644
index 0000000000000000000000000000000000000000..11245e26dd2adde73b8e3a516522059a28266304
--- /dev/null
+++ b/bench_results_ours_local_4k_3e_new/logs/shard_3.log
@@ -0,0 +1,115 @@
+[2026-05-01 16:15:21,694] [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.
+[1/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/d9c5774c-dfae-4383-a07f-6486b9fb47ed.jpg
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/d9c5774c-dfae-4383-a07f-6486b9fb47ed.jpg
+[2/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/80204d14-7af4-4079-baa0-fa23c63d6bb7.jpg
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/80204d14-7af4-4079-baa0-fa23c63d6bb7.jpg
+[3/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/b62e1b81-527c-438d-87be-091414f51cda.png
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/b62e1b81-527c-438d-87be-091414f51cda.png
+[4/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/11c955d8-8dee-421d-b962-b8fa8d7caf77.jpg
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/11c955d8-8dee-421d-b962-b8fa8d7caf77.jpg
+[5/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/767bc013-d292-40aa-b41f-a2db017b5188.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/767bc013-d292-40aa-b41f-a2db017b5188.jpg
+[6/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/9584e502-adf6-42a2-98e9-5beb36942ee8.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/9584e502-adf6-42a2-98e9-5beb36942ee8.jpg
+[7/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/e61cc97b-59d8-4b37-a402-d17e7ef020b4.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/e61cc97b-59d8-4b37-a402-d17e7ef020b4.jpg
+[8/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/1b119416-0df0-43c3-aeb1-01afe4e81bd1.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/1b119416-0df0-43c3-aeb1-01afe4e81bd1.jpg
+[9/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/fbb84b07-e62e-4716-acbc-8edf41473575.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/fbb84b07-e62e-4716-acbc-8edf41473575.jpg
+[10/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/9ab13547-2ef0-44c5-96b9-c981642d4f1b.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/9ab13547-2ef0-44c5-96b9-c981642d4f1b.jpg
+[11/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/b9061c13-6c34-4829-8d99-8c7e405a12a4.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/b9061c13-6c34-4829-8d99-8c7e405a12a4.jpg
+[12/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/de8c4446-8f91-452b-b759-9c3b907c1a01.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/de8c4446-8f91-452b-b759-9c3b907c1a01.jpg
+[13/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/9b49e89b-83a5-4905-9085-8e41d4309ceb.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/9b49e89b-83a5-4905-9085-8e41d4309ceb.jpg
+[14/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/fe049a6f-5515-4a76-9971-835bba5282b8.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/fe049a6f-5515-4a76-9971-835bba5282b8.jpg
+[15/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/cb5a32f8-2f3e-4c82-8da9-4d2b14929708.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/cb5a32f8-2f3e-4c82-8da9-4d2b14929708.jpg
+[16/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/8de9e9b4-e3d7-4d73-9b06-f46d5d3e0d0f.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/8de9e9b4-e3d7-4d73-9b06-f46d5d3e0d0f.jpg
+[17/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/a2ccaf09-10de-4824-a1d7-156d62321d8d.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/a2ccaf09-10de-4824-a1d7-156d62321d8d.jpg
+[18/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/b168578f-a3eb-4d4b-9ec5-5b84dd378fa8.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/b168578f-a3eb-4d4b-9ec5-5b84dd378fa8.png
+[19/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/b8990415-bc37-4a50-9f3b-d91a99791cd6.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/b8990415-bc37-4a50-9f3b-d91a99791cd6.jpg
+[20/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/56e7133d-a4fc-4489-92f8-4805939cd4ff.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/56e7133d-a4fc-4489-92f8-4805939cd4ff.jpg
+[21/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/c947aba5-c356-4139-8bdf-a85a77075ffe.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/c947aba5-c356-4139-8bdf-a85a77075ffe.jpg
+[22/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/4df82783-bcd9-49ec-8861-7e16be97dbd3.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/4df82783-bcd9-49ec-8861-7e16be97dbd3.jpg
+[23/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/fbfb78f2-310e-4748-9301-8961f0017a0c.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/fbfb78f2-310e-4748-9301-8961f0017a0c.jpg
+[24/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/34d1d054-605c-46c0-8190-c4dce8c680a9.png
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/34d1d054-605c-46c0-8190-c4dce8c680a9.png
+[25/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/9ea31a70-6425-491c-a14c-eb51b9ca3915.png
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/9ea31a70-6425-491c-a14c-eb51b9ca3915.png
diff --git a/bench_results_ours_local_4k_3e_new/logs/shard_4.log b/bench_results_ours_local_4k_3e_new/logs/shard_4.log
new file mode 100644
index 0000000000000000000000000000000000000000..9f6df981190cd0ff27cfe1e8062af867c7a24ec9
--- /dev/null
+++ b/bench_results_ours_local_4k_3e_new/logs/shard_4.log
@@ -0,0 +1,115 @@
+[2026-05-01 16:15:19,594] [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] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/b4867cdb-0c4c-411c-bece-34e671f1ffc8.jpg
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/b4867cdb-0c4c-411c-bece-34e671f1ffc8.jpg
+[2/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/7870b4f9-e42e-4129-97db-3b2746ff00d2.png
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/7870b4f9-e42e-4129-97db-3b2746ff00d2.png
+[3/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/6f729f5b-89c6-4769-b5dd-dd3f76f98a59.png
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/6f729f5b-89c6-4769-b5dd-dd3f76f98a59.png
+[4/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/c780b771-e378-4eab-b8fc-090db651abe1.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/c780b771-e378-4eab-b8fc-090db651abe1.png
+[5/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/feed2a15-c571-4fa5-94bf-2e2f81205011.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/feed2a15-c571-4fa5-94bf-2e2f81205011.jpg
+[6/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/f6127737-cb8c-4ba4-a9cc-50582600219f.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/f6127737-cb8c-4ba4-a9cc-50582600219f.jpg
+[7/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/57fc8386-ce3c-484b-9cbb-0029004585a3.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/57fc8386-ce3c-484b-9cbb-0029004585a3.png
+[8/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/c21d5d1b-177c-4758-aebb-160c4b089792.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/c21d5d1b-177c-4758-aebb-160c4b089792.jpg
+[9/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/c895ff7b-3332-448c-bb64-6439e460c98e.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/c895ff7b-3332-448c-bb64-6439e460c98e.png
+[10/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/41eda71b-b2a9-48bb-9f5d-feeae57c70be.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/41eda71b-b2a9-48bb-9f5d-feeae57c70be.png
+[11/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/619433a7-47f2-4921-9740-4f77dc1223a0.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/619433a7-47f2-4921-9740-4f77dc1223a0.jpg
+[12/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/4e3c4c9e-62bc-4ba4-9fa1-68cd985d462b.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/4e3c4c9e-62bc-4ba4-9fa1-68cd985d462b.jpg
+[13/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/02bbcfb2-5fa4-4b23-8455-46a09ab23c2d.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/02bbcfb2-5fa4-4b23-8455-46a09ab23c2d.jpg
+[14/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/8f2ab5d3-9962-486d-af48-12f91d0ead48.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/8f2ab5d3-9962-486d-af48-12f91d0ead48.jpg
+[15/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/c76cf6a2-292e-4a6d-9587-eaca17a35f30.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/c76cf6a2-292e-4a6d-9587-eaca17a35f30.png
+[16/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/6c5e9e50-020a-4feb-af8c-15768b93f872.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/6c5e9e50-020a-4feb-af8c-15768b93f872.jpg
+[17/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/91a741c4-7be1-4567-af0f-61105b83d6a6.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/91a741c4-7be1-4567-af0f-61105b83d6a6.jpg
+[18/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/5edaa593-5f13-4a15-b5b2-a0bec4542156.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/5edaa593-5f13-4a15-b5b2-a0bec4542156.png
+[19/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/ce1a7061-49c9-4ae7-8fc0-4eea44acad57.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/ce1a7061-49c9-4ae7-8fc0-4eea44acad57.jpg
+[20/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/92a2c8b4-b156-4d7b-bcf9-0166788fa97e.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/92a2c8b4-b156-4d7b-bcf9-0166788fa97e.jpg
+[21/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/5ccbf49f-8aab-45d3-a0e6-0f9b63311c00.jpg
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+[22/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/f0e3f1e2-58fd-410a-b273-db4376aa254e.jpg
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+[23/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/ece6a332-2cfe-480a-ab80-689d7423fa20.jpg
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+[24/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/dc842ead-ae83-43df-9066-051664c40d16.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/dc842ead-ae83-43df-9066-051664c40d16.png
+[25/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/097875fd-ef44-4bfa-9334-2ce7ca32c274.jpg
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/097875fd-ef44-4bfa-9334-2ce7ca32c274.jpg
diff --git a/bench_results_ours_local_4k_3e_new/logs/shard_5.log b/bench_results_ours_local_4k_3e_new/logs/shard_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..ee05723f9d2b7e8c68784d3a543f3d8f186fc077
--- /dev/null
+++ b/bench_results_ours_local_4k_3e_new/logs/shard_5.log
@@ -0,0 +1,115 @@
+[2026-05-01 16:15:19,494] [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] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/17ae62fe-f163-4bac-9718-f809735e0920.jpg
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/17ae62fe-f163-4bac-9718-f809735e0920.jpg
+[2/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/86bfa2ee-ef2f-469a-b971-ce8bacdfcb69.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/86bfa2ee-ef2f-469a-b971-ce8bacdfcb69.jpg
+[3/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/43abe7bf-2dd9-471e-ab0d-52515e327e8e.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/43abe7bf-2dd9-471e-ab0d-52515e327e8e.jpg
+[4/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/4d77198d-85a4-43b1-a7db-0947eea42b05.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/4d77198d-85a4-43b1-a7db-0947eea42b05.jpg
+[5/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/abc76962-f57a-481d-890d-cf0c86267356.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/abc76962-f57a-481d-890d-cf0c86267356.jpg
+[6/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/2a82d0a3-239b-44f6-baa2-a288620620f2.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/2a82d0a3-239b-44f6-baa2-a288620620f2.png
+[7/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/341e110e-ad09-4e1a-83a8-9336b7255c1a.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/341e110e-ad09-4e1a-83a8-9336b7255c1a.jpg
+[8/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/b0ef05c2-bf0f-4c4f-b2e0-3ec70b75f56f.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/b0ef05c2-bf0f-4c4f-b2e0-3ec70b75f56f.jpg
+[9/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/7f8c2b91-a12e-4521-8fb1-4ea3fea8c74f.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/7f8c2b91-a12e-4521-8fb1-4ea3fea8c74f.png
+[10/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/40bcc9cc-41c7-41cc-9bc5-caf6873f4cab.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/40bcc9cc-41c7-41cc-9bc5-caf6873f4cab.png
+[11/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/bf3d7d60-546d-4e2e-9ecd-357a8d93952a.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/bf3d7d60-546d-4e2e-9ecd-357a8d93952a.jpg
+[12/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/9687abc8-7de9-4ab5-93be-d6422a720f65.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/9687abc8-7de9-4ab5-93be-d6422a720f65.jpg
+[13/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/b131b7aa-c344-44cf-94e8-66b34def6024.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/b131b7aa-c344-44cf-94e8-66b34def6024.jpg
+[14/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/d10a62c3-f421-4f60-ba24-d8d67338dad2.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/d10a62c3-f421-4f60-ba24-d8d67338dad2.jpg
+[15/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/21b52bcb-ba77-4d09-a76d-466dd55fea92.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/21b52bcb-ba77-4d09-a76d-466dd55fea92.png
+[16/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/2786e87b-17f2-4ae0-aa10-be32beebe419.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/2786e87b-17f2-4ae0-aa10-be32beebe419.jpg
+[17/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/fcad056f-0fc2-4a61-b7f0-2bf0a2f8593b.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/fcad056f-0fc2-4a61-b7f0-2bf0a2f8593b.jpg
+[18/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/b5994eb8-e0a0-4c5c-8fe1-93076a003c2d.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/b5994eb8-e0a0-4c5c-8fe1-93076a003c2d.jpg
+[19/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/2dd6f0d4-aa26-4ed4-8076-b84f79a9c9c2.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/2dd6f0d4-aa26-4ed4-8076-b84f79a9c9c2.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/6458e9db-424f-4228-88c0-a674dabb03de.jpg
+[21/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/7ceba59c-9f74-4261-a8b1-d84dad034e78.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/7ceba59c-9f74-4261-a8b1-d84dad034e78.jpg
+[22/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/4c11f7a9-3454-4177-a23e-ae7828a13de7.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/4c11f7a9-3454-4177-a23e-ae7828a13de7.jpg
+[23/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/3f23cbe5-7479-48f2-aab6-d0ae9dc65f88.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/3f23cbe5-7479-48f2-aab6-d0ae9dc65f88.jpg
+[24/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/36cad71f-7580-4e61-97ad-3c5f6c283253.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/36cad71f-7580-4e61-97ad-3c5f6c283253.jpg
+[25/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/09548830-9c02-47b8-a210-55d07834f615.jpg
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/09548830-9c02-47b8-a210-55d07834f615.jpg
diff --git a/bench_results_ours_local_4k_3e_new/logs/shard_6.log b/bench_results_ours_local_4k_3e_new/logs/shard_6.log
new file mode 100644
index 0000000000000000000000000000000000000000..7bbf1ca5a293d9f01584ea0d56f7041e454387dd
--- /dev/null
+++ b/bench_results_ours_local_4k_3e_new/logs/shard_6.log
@@ -0,0 +1,115 @@
+[2026-05-01 16:15:23,943] [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] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/f3c5b403-f0cf-432f-9600-c2914fabcce6.jpg
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/f3c5b403-f0cf-432f-9600-c2914fabcce6.jpg
+[2/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/34405ca0-bb84-4b79-a6f5-c3daa6451a8b.jpg
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/34405ca0-bb84-4b79-a6f5-c3daa6451a8b.jpg
+[3/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/b3a98926-f5b8-410a-a0d0-396e1336385e.jpg
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/b3a98926-f5b8-410a-a0d0-396e1336385e.jpg
+[4/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/14a375f8-50e5-4ebe-a761-52e9b0fc0e44.jpg
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/14a375f8-50e5-4ebe-a761-52e9b0fc0e44.jpg
+[5/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/d55bcf50-7960-4990-b728-48082aac1399.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/d55bcf50-7960-4990-b728-48082aac1399.jpg
+[6/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/f94fd6a8-334c-4829-b169-b6e29dd796da.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/f94fd6a8-334c-4829-b169-b6e29dd796da.jpg
+[7/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/c63b0fbc-453a-4f3b-9bc3-e2fe6f8b17c7.jpg
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+[8/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/5ffade2a-cbb1-4ebd-8ce4-bda9e9295e1d.jpg
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+[9/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/91825322-c794-4739-a22b-af010a8fcbf5.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/91825322-c794-4739-a22b-af010a8fcbf5.jpg
+[10/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/91fc3d91-1a14-4157-b09a-9b3eff615766.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/91fc3d91-1a14-4157-b09a-9b3eff615766.jpg
+[11/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/f034d319-1868-4a48-98a7-15eba6e0d3e7.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/f034d319-1868-4a48-98a7-15eba6e0d3e7.jpg
+[12/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/a75258f7-033b-4e95-b065-5a9b92692f50.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/a75258f7-033b-4e95-b065-5a9b92692f50.jpg
+[13/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/1b2a46f0-103a-429e-b10b-0ea55423071a.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/1b2a46f0-103a-429e-b10b-0ea55423071a.jpg
+[14/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/fd4d8be4-3fc9-4b96-8d3c-12d395757425.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/fd4d8be4-3fc9-4b96-8d3c-12d395757425.jpg
+[15/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/a916d971-41fa-4aec-bfbd-ae414af7ccc2.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/a916d971-41fa-4aec-bfbd-ae414af7ccc2.jpg
+[16/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/593f29e2-35b9-4498-8e7e-c8e981e0c910.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/593f29e2-35b9-4498-8e7e-c8e981e0c910.jpg
+[17/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/e78745e1-52b0-4d50-bce1-934351b614a4.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/e78745e1-52b0-4d50-bce1-934351b614a4.jpg
+[18/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/aa974e8a-2e72-4427-9abf-2ed27771e411.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/aa974e8a-2e72-4427-9abf-2ed27771e411.jpg
+[19/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/bd078c66-4f8b-4638-a39c-d8f3c808148e.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/bd078c66-4f8b-4638-a39c-d8f3c808148e.jpg
+[20/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/530ccdb0-30e4-4cd6-bedc-5151dedfbf09.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/530ccdb0-30e4-4cd6-bedc-5151dedfbf09.jpg
+[21/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/e1f05cb1-5c1f-418b-a529-a4593a44aada.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/e1f05cb1-5c1f-418b-a529-a4593a44aada.png
+[22/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/91640238-151c-4863-80b7-8d47e2ad935c.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/91640238-151c-4863-80b7-8d47e2ad935c.jpg
+[23/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/0939738b-e972-4c1a-83cb-49184310aa6b.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/0939738b-e972-4c1a-83cb-49184310aa6b.png
+[24/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/610501bd-166c-4524-8525-4d94cf1184ac.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/610501bd-166c-4524-8525-4d94cf1184ac.jpg
+[25/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/9688c590-1338-4d24-a41f-21b5096ccb61.jpg
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/9688c590-1338-4d24-a41f-21b5096ccb61.jpg
diff --git a/bench_results_ours_local_4k_3e_new/logs/shard_7.log b/bench_results_ours_local_4k_3e_new/logs/shard_7.log
new file mode 100644
index 0000000000000000000000000000000000000000..7bd4b7e1dee223f718ba2ff373eaf353268915b0
--- /dev/null
+++ b/bench_results_ours_local_4k_3e_new/logs/shard_7.log
@@ -0,0 +1,115 @@
+[2026-05-01 16:15:19,392] [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.
+[1/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/2cc9ef46-a64b-4e6f-a51f-4826e023f121.jpg
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/2cc9ef46-a64b-4e6f-a51f-4826e023f121.jpg
+[2/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/cd7763e1-720f-4a49-bc88-49fada1c1af5.jpg
+
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/cd7763e1-720f-4a49-bc88-49fada1c1af5.jpg
+[3/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/de97d3b2-c597-48d0-a383-9d0a1a771cfe.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/de97d3b2-c597-48d0-a383-9d0a1a771cfe.jpg
+[4/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/4bc524ca-8333-4cde-81f7-a79b3110f913.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/4bc524ca-8333-4cde-81f7-a79b3110f913.jpg
+[5/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/853eb709-4e75-4af6-b642-ae327155159f.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/853eb709-4e75-4af6-b642-ae327155159f.png
+[6/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/ae255acf-2caa-4421-812e-9d6822bf3d61.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/ae255acf-2caa-4421-812e-9d6822bf3d61.png
+[7/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/763e89f0-818d-42e8-a283-f337067bf378.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/763e89f0-818d-42e8-a283-f337067bf378.jpg
+[8/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/e0829ab8-934c-475a-aa68-2bdaa001e221.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/e0829ab8-934c-475a-aa68-2bdaa001e221.png
+[9/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/bc7421dd-c4c9-4d9c-94c1-600859ee66b7.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/bc7421dd-c4c9-4d9c-94c1-600859ee66b7.jpg
+[10/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/09357e7a-9b88-4d13-abfc-368fdb3a2386.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/09357e7a-9b88-4d13-abfc-368fdb3a2386.jpg
+[11/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/840ba038-15b8-4227-a818-2ea681499a9a.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/840ba038-15b8-4227-a818-2ea681499a9a.jpg
+[12/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/cf3fe651-b26b-463a-9431-8d17894b693e.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/cf3fe651-b26b-463a-9431-8d17894b693e.png
+[13/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/d40a7fbc-f17e-4cde-a876-7e5c8019b09f.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/d40a7fbc-f17e-4cde-a876-7e5c8019b09f.jpg
+[14/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/27e5fa56-b94e-403c-bcbc-c5514b55e17d.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/27e5fa56-b94e-403c-bcbc-c5514b55e17d.jpg
+[15/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/4835c8d4-1b4d-4254-8e1c-1a91b0db7e8e.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/4835c8d4-1b4d-4254-8e1c-1a91b0db7e8e.jpg
+[16/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/c8baf80d-9065-4769-b2c8-fea3c020f12f.png
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/c8baf80d-9065-4769-b2c8-fea3c020f12f.png
+[17/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/2177ebac-f09d-4dcf-bd28-fa7928a7515e.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/2177ebac-f09d-4dcf-bd28-fa7928a7515e.jpg
+[18/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/1459d790-e951-4801-8298-3f29199aaf3f.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/1459d790-e951-4801-8298-3f29199aaf3f.jpg
+[19/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/22771d24-c7a6-46ba-8cde-9572cebd621b.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/22771d24-c7a6-46ba-8cde-9572cebd621b.jpg
+[20/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/0000ad90-637e-4c5d-bdc1-f48a4ff9434e.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/0000ad90-637e-4c5d-bdc1-f48a4ff9434e.jpg
+[21/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/9c0374de-f841-45ba-8b9c-9dd1b09ebb1a.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/9c0374de-f841-45ba-8b9c-9dd1b09ebb1a.jpg
+[22/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/2f5f9a28-226c-4900-a7b5-5094c4254c35.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/2f5f9a28-226c-4900-a7b5-5094c4254c35.jpg
+[23/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/a0b42010-0f05-446c-9692-034f33d08e8a.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/a0b42010-0f05-446c-9692-034f33d08e8a.jpg
+[24/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/4d75ad04-8573-4aff-974e-7e6950669bfc.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/4d75ad04-8573-4aff-974e-7e6950669bfc.jpg
+[25/25] Generating: bench_t2i/bench_results_ours_local_4k_3e_new/66ba14d8-0175-4601-bd3f-3ddc5f506fa6.jpg
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+Saved to bench_t2i/bench_results_ours_local_4k_3e_new/66ba14d8-0175-4601-bd3f-3ddc5f506fa6.jpg