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+seed = 42
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+max_steps = 10
+
+[model]
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+[optimizer]
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+{
+  "version": "1",
+  "layout": "target_first",
+  "rope_layout": "aligned",
+  "ref_temporal_index": 1,
+  "ref_timestep": 0.0,
+  "null_ref": "zeros"
+}
\ No newline at end of file
diff --git a/checkpoints/A_1024_smoke_b4_20261001/20261001_09-06-13/step10/smoke_b4.toml b/checkpoints/A_1024_smoke_b4_20261001/20261001_09-06-13/step10/smoke_b4.toml
new file mode 100644
index 0000000000000000000000000000000000000000..3bead33ec5c4af2bef568e26aadcdc9391d57a89
--- /dev/null
+++ b/checkpoints/A_1024_smoke_b4_20261001/20261001_09-06-13/step10/smoke_b4.toml
@@ -0,0 +1,50 @@
+output_dir = "/workspace/checkpoints/anima_nextscene/A_1024_smoke_b4_20261001"
+dataset = "/workspace/diffusion-pipe-easycontrol/examples/anima_nextscene/gpu_20261001_1024/dataset_smoke.toml"
+epochs = 10
+micro_batch_size_per_gpu = 4
+gradient_accumulation_steps = 1
+pipeline_stages = 1
+gradient_clipping = 1.0
+warmup_steps = 0
+save_every_n_steps = 10
+checkpoint_every_n_minutes = 10
+activation_checkpointing = true
+save_dtype = "bfloat16"
+caching_batch_size = 1
+partition_method = "parameters"
+map_num_proc = 4
+seed = 42
+save_every_n_epochs = 1
+logging_steps = 1
+max_steps = 10
+
+[model]
+type = "anima_nextscene"
+transformer_path = "/workspace/models_anima/split_files/diffusion_models/anima-base-v1.0.safetensors"
+vae_path = "/workspace/models_anima/split_files/vae/qwen_image_vae.safetensors"
+llm_path = "/workspace/models_anima/split_files/text_encoders/qwen_3_06b_base.safetensors"
+dtype = "bfloat16"
+timestep_sample_method = "logit_normal"
+sigmoid_scale = 1.0
+
+[nextscene]
+rope_layout = "aligned"
+ref_temporal_index = 1
+ref_dropout = 0.1
+lora_cross_attn = true
+diff_weight = false
+high_noise_prob = 0.2
+ref_hflip_prob = 0.0
+ref_noise_prob = 0.0
+
+[adapter]
+type = "lora"
+rank = 64
+dtype = "bfloat16"
+
+[optimizer]
+type = "adamw_optimi"
+lr = 0.0001
+betas = [ 0.9, 0.99,]
+weight_decay = 0.01
+eps = 1e-8
diff --git a/checkpoints/A_1024_smoke_b4_20261001/20261001_09-06-13/step12/adapter_config.json b/checkpoints/A_1024_smoke_b4_20261001/20261001_09-06-13/step12/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..0ab55e6f5d0ddcd4037bcb7d1146d0dbe679d558
--- /dev/null
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+  "eva_config": null,
+  "exclude_modules": null,
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+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
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+  "lora_bias": false,
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+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
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+  "target_parameters": null,
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+  "use_rslora": false,
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diff --git a/checkpoints/A_1024_smoke_b4_20261001/20261001_09-06-13/step12/adapter_model.safetensors b/checkpoints/A_1024_smoke_b4_20261001/20261001_09-06-13/step12/adapter_model.safetensors
new file mode 100644
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diff --git a/checkpoints/A_1024_smoke_b4_20261001/20261001_09-06-13/step12/nextscene_contract.json b/checkpoints/A_1024_smoke_b4_20261001/20261001_09-06-13/step12/nextscene_contract.json
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+++ b/checkpoints/A_1024_smoke_b4_20261001/20261001_09-06-13/step12/nextscene_contract.json
@@ -0,0 +1,8 @@
+{
+  "version": "1",
+  "layout": "target_first",
+  "rope_layout": "aligned",
+  "ref_temporal_index": 1,
+  "ref_timestep": 0.0,
+  "null_ref": "zeros"
+}
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diff --git a/checkpoints/A_1024_smoke_b4_20261001/20261001_09-06-13/step12/resume_b4.toml b/checkpoints/A_1024_smoke_b4_20261001/20261001_09-06-13/step12/resume_b4.toml
new file mode 100644
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--- /dev/null
+++ b/checkpoints/A_1024_smoke_b4_20261001/20261001_09-06-13/step12/resume_b4.toml
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+output_dir = "/workspace/checkpoints/anima_nextscene/A_1024_smoke_b4_20261001"
+dataset = "/workspace/diffusion-pipe-easycontrol/examples/anima_nextscene/gpu_20261001_1024/dataset_smoke.toml"
+epochs = 10
+micro_batch_size_per_gpu = 4
+gradient_accumulation_steps = 1
+pipeline_stages = 1
+gradient_clipping = 1.0
+warmup_steps = 0
+save_every_n_steps = 10
+checkpoint_every_n_minutes = 10
+activation_checkpointing = true
+save_dtype = "bfloat16"
+caching_batch_size = 1
+partition_method = "parameters"
+map_num_proc = 4
+seed = 42
+save_every_n_epochs = 1
+logging_steps = 1
+max_steps = 12
+
+[model]
+type = "anima_nextscene"
+transformer_path = "/workspace/models_anima/split_files/diffusion_models/anima-base-v1.0.safetensors"
+vae_path = "/workspace/models_anima/split_files/vae/qwen_image_vae.safetensors"
+llm_path = "/workspace/models_anima/split_files/text_encoders/qwen_3_06b_base.safetensors"
+dtype = "bfloat16"
+timestep_sample_method = "logit_normal"
+sigmoid_scale = 1.0
+
+[nextscene]
+rope_layout = "aligned"
+ref_temporal_index = 1
+ref_dropout = 0.1
+lora_cross_attn = true
+diff_weight = false
+high_noise_prob = 0.2
+ref_hflip_prob = 0.0
+ref_noise_prob = 0.0
+
+[adapter]
+type = "lora"
+rank = 64
+dtype = "bfloat16"
+
+[optimizer]
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+lr = 0.0001
+betas = [ 0.9, 0.99,]
+weight_decay = 0.01
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