ModelTC · Chernobyllight · Jul 7, 2026 · Jul 10, 2026 · Jul 13, 2026 · Jul 13, 2026
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
diff --git a/README.md b/README.md
diff --git a/README_zh.md b/README_zh.md
diff --git a/assets/inputs/imgs/img_0.jpg b/assets/inputs/imgs/img_0.jpg
diff --git a/assets/inputs/imgs/snake.png b/assets/inputs/imgs/snake.png
diff --git a/configs/attentions/wan_i2v_draft_480p.json b/configs/attentions/wan_i2v_draft_480p.json
diff --git a/configs/attentions/wan_i2v_flash.json b/configs/attentions/wan_i2v_flash.json
diff --git a/configs/attentions/wan_i2v_nbhd_480p.json b/configs/attentions/wan_i2v_nbhd_480p.json
diff --git a/configs/attentions/wan_i2v_nbhd_720p.json b/configs/attentions/wan_i2v_nbhd_720p.json
diff --git a/configs/attentions/wan_i2v_nbhd_sla_480p.json b/configs/attentions/wan_i2v_nbhd_sla_480p.json
diff --git a/configs/attentions/wan_i2v_radial.json b/configs/attentions/wan_i2v_radial.json
diff --git a/configs/attentions/wan_i2v_sage.json b/configs/attentions/wan_i2v_sage.json
diff --git a/configs/attentions/wan_i2v_sla_480p.json b/configs/attentions/wan_i2v_sla_480p.json
diff --git a/configs/attentions/wan_i2v_sla_fa4_480p.json b/configs/attentions/wan_i2v_sla_fa4_480p.json
diff --git a/configs/attentions/wan_i2v_sla_flashinfer_480p.json b/configs/attentions/wan_i2v_sla_flashinfer_480p.json
diff --git a/configs/attentions/wan_i2v_sla_flex_block_480p.json b/configs/attentions/wan_i2v_sla_flex_block_480p.json
diff --git a/configs/attentions/wan_i2v_sla_magi_480p.json b/configs/attentions/wan_i2v_sla_magi_480p.json
diff --git a/configs/attentions/wan_i2v_sla_sage2_480p.json b/configs/attentions/wan_i2v_sla_sage2_480p.json
diff --git a/configs/attentions/wan_i2v_sla_sage3_480p.json b/configs/attentions/wan_i2v_sla_sage3_480p.json
diff --git a/configs/attentions/wan_i2v_sparge_480p.json b/configs/attentions/wan_i2v_sparge_480p.json
diff --git a/configs/attentions/wan_i2v_sparge_fa4_480p.json b/configs/attentions/wan_i2v_sparge_fa4_480p.json
diff --git a/configs/attentions/wan_i2v_sparge_sage2_480p.json b/configs/attentions/wan_i2v_sparge_sage2_480p.json
diff --git a/configs/attentions/wan_i2v_sparge_sage3_480p.json b/configs/attentions/wan_i2v_sparge_sage3_480p.json
diff --git a/configs/attentions/wan_i2v_spas_flash_attn4_480p.json b/configs/attentions/wan_i2v_spas_flash_attn4_480p.json
diff --git a/configs/attentions/wan_i2v_spas_sage_attn2_480p.json b/configs/attentions/wan_i2v_spas_sage_attn2_480p.json
diff --git a/configs/attentions/wan_i2v_spas_sage_attn3_480p.json b/configs/attentions/wan_i2v_spas_sage_attn3_480p.json
diff --git a/configs/attentions/wan_i2v_svg.json b/configs/attentions/wan_i2v_svg.json
diff --git a/configs/attentions/wan_i2v_svg2.json b/configs/attentions/wan_i2v_svg2.json
diff --git a/configs/attentions/wan_i2v_svg_magi_480p.json b/configs/attentions/wan_i2v_svg_magi_480p.json
diff --git a/configs/attentions/wan_t2v_draft.json b/configs/attentions/wan_t2v_draft.json
diff --git a/configs/attentions/wan_t2v_sla_480p.json b/configs/attentions/wan_t2v_sla_480p.json
diff --git a/configs/attentions/wan_t2v_sparge.json b/configs/attentions/wan_t2v_sparge.json
diff --git a/configs/bench/lightx2v_1.json b/configs/bench/lightx2v_1.json
diff --git a/configs/bench/lightx2v_2.json b/configs/bench/lightx2v_2.json
diff --git a/configs/bench/lightx2v_3.json b/configs/bench/lightx2v_3.json
diff --git a/configs/bench/lightx2v_3_distill.json b/configs/bench/lightx2v_3_distill.json
diff --git a/configs/bench/lightx2v_4.json b/configs/bench/lightx2v_4.json
diff --git a/configs/bench/lightx2v_5.json b/configs/bench/lightx2v_5.json
diff --git a/configs/bench/lightx2v_5_distill.json b/configs/bench/lightx2v_5_distill.json
diff --git a/configs/bench/lightx2v_6.json b/configs/bench/lightx2v_6.json
diff --git a/configs/bench/lightx2v_6_distill.json b/configs/bench/lightx2v_6_distill.json
diff --git a/configs/caching/adacache/wan_i2v_ada.json b/configs/caching/adacache/wan_i2v_ada.json
diff --git a/configs/caching/adacache/wan_t2v_ada.json b/configs/caching/adacache/wan_t2v_ada.json
diff --git a/configs/caching/custom/wan_i2v_custom_480p.json b/configs/caching/custom/wan_i2v_custom_480p.json
diff --git a/configs/caching/custom/wan_i2v_custom_720p.json b/configs/caching/custom/wan_i2v_custom_720p.json
diff --git a/configs/caching/custom/wan_t2v_custom_14b.json b/configs/caching/custom/wan_t2v_custom_14b.json
diff --git a/configs/caching/custom/wan_t2v_custom_1_3b.json b/configs/caching/custom/wan_t2v_custom_1_3b.json
diff --git a/configs/caching/magcache/wan_i2v_dist_cfg_ulysses_mag_480p.json b/configs/caching/magcache/wan_i2v_dist_cfg_ulysses_mag_480p.json
diff --git a/configs/caching/magcache/wan_i2v_mag_480p.json b/configs/caching/magcache/wan_i2v_mag_480p.json
diff --git a/configs/caching/magcache/wan_i2v_mag_calibration_480p.json b/configs/caching/magcache/wan_i2v_mag_calibration_480p.json
diff --git a/configs/caching/taylorseer/wan_t2v_taylorseer.json b/configs/caching/taylorseer/wan_t2v_taylorseer.json
diff --git a/configs/caching/teacache/wan_i2v_tea_480p.json b/configs/caching/teacache/wan_i2v_tea_480p.json
diff --git a/configs/caching/teacache/wan_i2v_tea_720p.json b/configs/caching/teacache/wan_i2v_tea_720p.json
diff --git a/configs/caching/teacache/wan_t2v_1_3b_tea_480p.json b/configs/caching/teacache/wan_t2v_1_3b_tea_480p.json
diff --git a/configs/caching/teacache/wan_ti2v_tea_720p.json b/configs/caching/teacache/wan_ti2v_tea_720p.json
diff --git a/configs/causvid/wan_i2v_causvid.json b/configs/causvid/wan_i2v_causvid.json
diff --git a/configs/causvid/wan_t2v_causvid.json b/configs/causvid/wan_t2v_causvid.json
diff --git a/configs/changing_resolution/wan_i2v.json b/configs/changing_resolution/wan_i2v.json
diff --git a/configs/changing_resolution/wan_i2v_U.json b/configs/changing_resolution/wan_i2v_U.json
diff --git a/configs/changing_resolution/wan_t2v.json b/configs/changing_resolution/wan_t2v.json
diff --git a/configs/changing_resolution/wan_t2v_U.json b/configs/changing_resolution/wan_t2v_U.json
diff --git a/configs/changing_resolution/wan_t2v_U_teacache.json b/configs/changing_resolution/wan_t2v_U_teacache.json
diff --git a/configs/deploy/wan_i2v.json b/configs/deploy/wan_i2v.json
diff --git a/configs/deploy/wan_t2v.json b/configs/deploy/wan_t2v.json
diff --git a/configs/dist_infer/hunyuan_image3_t2i_dist_cfg.json b/configs/dist_infer/hunyuan_image3_t2i_dist_cfg.json
@@ -0,0 +1,32 @@
+{
+    "infer_steps": 50,
+    "sample_guide_scale": 5.0,
+    "flow_shift": 1.0,
+    "target_height": 1024,
+    "target_width": 1024,
+    "feature_caching": "NoCaching",
+    "enable_kv_cache": true,
+    "enable_text_kv_cache": true,
+    "use_taylor_cache": false,
+    "taylor_cache_interval": 5,
+    "taylor_cache_order": 2,
+    "taylor_cache_enable_first_enhance": false,
+    "taylor_cache_first_enhance_steps": 3,
+    "taylor_cache_enable_tailing_enhance": false,
+    "taylor_cache_tailing_enhance_steps": 1,
+    "taylor_cache_low_freqs_order": 2,
+    "taylor_cache_high_freqs_order": 2,
+    "pipeline_parallel": true,
+    "enable_cfg": true,
-    "pipeline_parallel": true,
-    "enable_cfg": true,
+    "pipeline_parallel": true,
+    "cfg_parallel": true,
+    "enable_cfg": true,
-    "pipeline_parallel": true,
-    "enable_cfg": true,
+    "pipeline_parallel": true,
+    "cfg_parallel": true,
+    "enable_cfg": true,
+    "hunyuan_cfg_mode": "parallel",
+    "parallel": {
+        "cfg_p_size": 2
+    },
+    "bot_task": "think_recaption",
+    "use_system_prompt": "en_unified",
+    "max_new_tokens": 2048,
+    "text_do_sample": true,
+    "text_top_k": 1024,
+    "text_top_p": 0.95,
+    "text_temperature": 0.6
+}
diff --git a/configs/dist_infer/hunyuan_image3_t2i_dist_cfg_kv_all_gather.json b/configs/dist_infer/hunyuan_image3_t2i_dist_cfg_kv_all_gather.json
@@ -0,0 +1,30 @@
+{
+    "infer_steps": 50,
+    "sample_guide_scale": 5.0,
+    "flow_shift": 1.0,
+    "target_height": 1024,
+    "target_width": 1024,
+    "feature_caching": "NoCaching",
+    "enable_kv_cache": true,
+    "enable_text_kv_cache": true,
+    "use_taylor_cache": false,
+    "pipeline_parallel": true,
+    "hunyuan_image3_pipeline_layout": "interleaved",
+    "enable_cfg": true,
-    "pipeline_parallel": true,
-    "hunyuan_image3_pipeline_layout": "interleaved",
-    "enable_cfg": true,
+    "pipeline_parallel": true,
+    "cfg_parallel": true,
+    "seq_parallel": true,
+    "hunyuan_image3_pipeline_layout": "interleaved",
+    "enable_cfg": true,
-    "pipeline_parallel": true,
-    "hunyuan_image3_pipeline_layout": "interleaved",
-    "enable_cfg": true,
+    "pipeline_parallel": true,
+    "cfg_parallel": true,
+    "seq_parallel": true,
+    "hunyuan_image3_pipeline_layout": "interleaved",
+    "enable_cfg": true,
+    "hunyuan_cfg_mode": "parallel",
+    "moe_impl": "flashinfer",
+    "attn_impl": "flash_attention_2",
+    "flashinfer_autotune_mode": "tune",
+    "parallel": {
+        "cfg_p_size": 2,
+        "seq_p_size": 2,
+        "seq_p_attn_type": "kv_all_gather"
+    },
+    "bot_task": "think_recaption",
+    "use_system_prompt": "en_unified",
+    "max_new_tokens": 2048,
+    "text_do_sample": true,
+    "text_top_k": 1024,
+    "text_top_p": 0.95,
+    "text_temperature": 0.6
+}
diff --git a/configs/dist_infer/hunyuan_image3_t2i_dist_cfg_ulysses.json b/configs/dist_infer/hunyuan_image3_t2i_dist_cfg_ulysses.json
@@ -0,0 +1,30 @@
+{
+    "infer_steps": 50,
+    "sample_guide_scale": 5.0,
+    "flow_shift": 1.0,
+    "target_height": 1024,
+    "target_width": 1024,
+    "feature_caching": "NoCaching",
+    "enable_kv_cache": true,
+    "enable_text_kv_cache": true,
+    "use_taylor_cache": false,
+    "pipeline_parallel": true,
+    "hunyuan_image3_pipeline_layout": "interleaved",
+    "enable_cfg": true,
-    "pipeline_parallel": true,
-    "hunyuan_image3_pipeline_layout": "interleaved",
-    "enable_cfg": true,
+    "pipeline_parallel": true,
+    "cfg_parallel": true,
+    "seq_parallel": true,
+    "hunyuan_image3_pipeline_layout": "interleaved",
+    "enable_cfg": true,
-    "pipeline_parallel": true,
-    "hunyuan_image3_pipeline_layout": "interleaved",
-    "enable_cfg": true,
+    "pipeline_parallel": true,
+    "cfg_parallel": true,
+    "seq_parallel": true,
+    "hunyuan_image3_pipeline_layout": "interleaved",
+    "enable_cfg": true,
+    "hunyuan_cfg_mode": "parallel",
+    "moe_impl": "flashinfer",
+    "attn_impl": "sdpa",
+    "flashinfer_autotune_mode": "tune",
+    "parallel": {
+        "cfg_p_size": 2,
+        "seq_p_size": 2,
+        "seq_p_attn_type": "ulysses"
+    },
+    "bot_task": "think_recaption",
+    "use_system_prompt": "en_unified",
+    "max_new_tokens": 2048,
+    "text_do_sample": true,
+    "text_top_k": 1024,
+    "text_top_p": 0.95,
+    "text_temperature": 0.6
+}
diff --git a/configs/dist_infer/hunyuan_image3_t2i_dist_kv_all_gather.json b/configs/dist_infer/hunyuan_image3_t2i_dist_kv_all_gather.json
@@ -0,0 +1,29 @@
+{
+    "infer_steps": 50,
+    "sample_guide_scale": 5.0,
+    "flow_shift": 1.0,
+    "target_height": 1024,
+    "target_width": 1024,
+    "feature_caching": "NoCaching",
+    "enable_kv_cache": true,
+    "enable_text_kv_cache": true,
+    "use_taylor_cache": false,
+    "pipeline_parallel": true,
+    "enable_cfg": true,
-    "pipeline_parallel": true,
-    "enable_cfg": true,
+    "pipeline_parallel": true,
+    "seq_parallel": true,
+    "enable_cfg": true,
-    "pipeline_parallel": true,
-    "enable_cfg": true,
+    "pipeline_parallel": true,
+    "seq_parallel": true,
+    "enable_cfg": true,
+    "hunyuan_cfg_mode": "serial",
+    "moe_impl": "flashinfer",
+    "attn_impl": "sdpa",
+    "flashinfer_autotune_mode": "tune",
+    "parallel": {
+        "cfg_p_size": 1,
+        "seq_p_size": 2,
+        "seq_p_attn_type": "kv_all_gather"
+    },
+    "bot_task": "think_recaption",
+    "use_system_prompt": "en_unified",
+    "max_new_tokens": 2048,
+    "text_do_sample": true,
+    "text_top_k": 1024,
+    "text_top_p": 0.95,
+    "text_temperature": 0.6
+}
diff --git a/configs/dist_infer/hunyuan_image3_t2i_dist_ulysses.json b/configs/dist_infer/hunyuan_image3_t2i_dist_ulysses.json
@@ -0,0 +1,29 @@
+{
+    "infer_steps": 50,
+    "sample_guide_scale": 5.0,
+    "flow_shift": 1.0,
+    "target_height": 1024,
+    "target_width": 1024,
+    "feature_caching": "NoCaching",
+    "enable_kv_cache": true,
+    "enable_text_kv_cache": true,
+    "use_taylor_cache": false,
+    "pipeline_parallel": true,
+    "enable_cfg": true,
-    "pipeline_parallel": true,
-    "enable_cfg": true,
+    "pipeline_parallel": true,
+    "seq_parallel": true,
+    "enable_cfg": true,
-    "pipeline_parallel": true,
-    "enable_cfg": true,
+    "pipeline_parallel": true,
+    "seq_parallel": true,
+    "enable_cfg": true,
+    "hunyuan_cfg_mode": "serial",
+    "moe_impl": "flashinfer",
+    "attn_impl": "sdpa",
+    "flashinfer_autotune_mode": "tune",
+    "parallel": {
+        "cfg_p_size": 1,
+        "seq_p_size": 2,
+        "seq_p_attn_type": "ulysses"
+    },
+    "bot_task": "think_recaption",
+    "use_system_prompt": "en_unified",
+    "max_new_tokens": 2048,
+    "text_do_sample": true,
+    "text_top_k": 1024,
+    "text_top_p": 0.95,
+    "text_temperature": 0.6
+}
diff --git a/configs/dist_infer/wan22_moe_i2v_cfg.json b/configs/dist_infer/wan22_moe_i2v_cfg.json
diff --git a/configs/dist_infer/wan22_moe_i2v_cfg_ulysses.json b/configs/dist_infer/wan22_moe_i2v_cfg_ulysses.json
diff --git a/configs/dist_infer/wan22_moe_i2v_ulysses.json b/configs/dist_infer/wan22_moe_i2v_ulysses.json
diff --git a/configs/dist_infer/wan22_moe_t2v_cfg.json b/configs/dist_infer/wan22_moe_t2v_cfg.json
diff --git a/configs/dist_infer/wan22_moe_t2v_cfg_ulysses.json b/configs/dist_infer/wan22_moe_t2v_cfg_ulysses.json
diff --git a/configs/dist_infer/wan22_moe_t2v_ulysses.json b/configs/dist_infer/wan22_moe_t2v_ulysses.json
diff --git a/configs/dist_infer/wan22_ti2v_i2v_cfg.json b/configs/dist_infer/wan22_ti2v_i2v_cfg.json
diff --git a/configs/dist_infer/wan22_ti2v_i2v_cfg_ulysses.json b/configs/dist_infer/wan22_ti2v_i2v_cfg_ulysses.json
diff --git a/configs/dist_infer/wan22_ti2v_i2v_ulysses.json b/configs/dist_infer/wan22_ti2v_i2v_ulysses.json
diff --git a/configs/dist_infer/wan22_ti2v_t2v_cfg.json b/configs/dist_infer/wan22_ti2v_t2v_cfg.json
diff --git a/configs/dist_infer/wan22_ti2v_t2v_cfg_ulysses.json b/configs/dist_infer/wan22_ti2v_t2v_cfg_ulysses.json
diff --git a/configs/dist_infer/wan22_ti2v_t2v_ulysses.json b/configs/dist_infer/wan22_ti2v_t2v_ulysses.json
diff --git a/configs/dist_infer/wan_t2v_dist_cfg.json b/configs/dist_infer/wan_t2v_dist_cfg.json
diff --git a/configs/dist_infer/wan_t2v_dist_cfg_ring.json b/configs/dist_infer/wan_t2v_dist_cfg_ring.json
diff --git a/configs/dist_infer/wan_t2v_dist_cfg_ulysses.json b/configs/dist_infer/wan_t2v_dist_cfg_ulysses.json
diff --git a/configs/distill/wan21/wan_i2v_distill_lora_4step_cfg.json b/configs/distill/wan21/wan_i2v_distill_lora_4step_cfg.json
diff --git a/configs/distill/wan21/wan_t2v_distill_lora_4step_cfg.json b/configs/distill/wan21/wan_t2v_distill_lora_4step_cfg.json
diff --git a/configs/distill/wan22/wan_moe_i2v_distill_4090.json b/configs/distill/wan22/wan_moe_i2v_distill_4090.json
diff --git a/configs/distill/wan22/wan_moe_i2v_distill_5090.json b/configs/distill/wan22/wan_moe_i2v_distill_5090.json
diff --git a/configs/distill/wan22/wan_moe_i2v_distill_model.json b/configs/distill/wan22/wan_moe_i2v_distill_model.json
diff --git a/configs/distill/wan22/wan_moe_i2v_distill_quant.json b/configs/distill/wan22/wan_moe_i2v_distill_quant.json
diff --git a/configs/distill/wan22/wan_moe_i2v_distill_with_lora.json b/configs/distill/wan22/wan_moe_i2v_distill_with_lora.json
diff --git a/configs/distill/wan22/wan_moe_t2v_distill_lora.json b/configs/distill/wan22/wan_moe_t2v_distill_lora.json
diff --git a/configs/distill/wan_i2v_distill_4step_cfg.json b/configs/distill/wan_i2v_distill_4step_cfg.json
diff --git a/configs/distill/wan_i2v_distill_4step_cfg_4090.json b/configs/distill/wan_i2v_distill_4step_cfg_4090.json
diff --git a/configs/distill/wan_i2v_distill_lora_4step_cfg.json b/configs/distill/wan_i2v_distill_lora_4step_cfg.json
diff --git a/configs/distill/wan_i2v_distill_lora_4step_cfg_4090.json b/configs/distill/wan_i2v_distill_lora_4step_cfg_4090.json
diff --git a/configs/distill/wan_t2v_distill_4step_cfg_4090.json b/configs/distill/wan_t2v_distill_4step_cfg_4090.json
diff --git a/configs/distill/wan_t2v_distill_4step_cfg_dynamic.json b/configs/distill/wan_t2v_distill_4step_cfg_dynamic.json
diff --git a/configs/distill/wan_t2v_distill_lora_4step_cfg.json b/configs/distill/wan_t2v_distill_lora_4step_cfg.json
diff --git a/configs/distill/wan_t2v_distill_lora_4step_cfg_4090.json b/configs/distill/wan_t2v_distill_lora_4step_cfg_4090.json
diff --git a/configs/hunyuan_image3/hunyuan_image3_i2i.json b/configs/hunyuan_image3/hunyuan_image3_i2i.json
@@ -0,0 +1,28 @@
+{
+    "infer_steps": 50,
+    "sample_guide_scale": 5.0,
+    "flow_shift": 1.0,
+    "image_size": "auto",
+    "feature_caching": "NoCaching",
+    "enable_kv_cache": true,
+    "enable_text_kv_cache": true,
+    "use_taylor_cache": false,
+    "taylor_cache_interval": 5,
+    "taylor_cache_order": 2,
+    "taylor_cache_enable_first_enhance": false,
+    "taylor_cache_first_enhance_steps": 3,
+    "taylor_cache_enable_tailing_enhance": false,
+    "taylor_cache_tailing_enhance_steps": 1,
+    "taylor_cache_low_freqs_order": 2,
+    "taylor_cache_high_freqs_order": 2,
+    "pipeline_parallel": true,
+    "enable_cfg": true,
+    "infer_align_image_size": true,
+    "bot_task": "think_recaption",
+    "use_system_prompt": "en_unified",
+    "max_new_tokens": 2048,
+    "text_do_sample": true,
+    "text_top_k": 1024,
+    "text_top_p": 0.95,
+    "text_temperature": 0.6
+}
diff --git a/configs/hunyuan_image3/hunyuan_image3_t2i.json b/configs/hunyuan_image3/hunyuan_image3_t2i.json
@@ -0,0 +1,28 @@
+{
+    "infer_steps": 50,
+    "sample_guide_scale": 5.0,
+    "flow_shift": 1.0,
+    "target_height": 1024,
+    "target_width": 1024,
+    "feature_caching": "NoCaching",
+    "enable_kv_cache": true,
+    "enable_text_kv_cache": true,
+    "use_taylor_cache": false,
+    "taylor_cache_interval": 5,
+    "taylor_cache_order": 2,
+    "taylor_cache_enable_first_enhance": false,
+    "taylor_cache_first_enhance_steps": 3,
+    "taylor_cache_enable_tailing_enhance": false,
+    "taylor_cache_tailing_enhance_steps": 1,
+    "taylor_cache_low_freqs_order": 2,
+    "taylor_cache_high_freqs_order": 2,
+    "pipeline_parallel": true,
+    "enable_cfg": true,
+    "bot_task": "think_recaption",
+    "use_system_prompt": "en_unified",
+    "max_new_tokens": 2048,
+    "text_do_sample": true,
+    "text_top_k": 1024,
+    "text_top_p": 0.95,
+    "text_temperature": 0.6
+}
diff --git a/configs/hunyuan_video_15/4090/hy15_t2v_480p_bf16_dist.json b/configs/hunyuan_video_15/4090/hy15_t2v_480p_bf16_dist.json
diff --git a/configs/hunyuan_video_15/cache/hy_15_i2v_480p_teacache.json b/configs/hunyuan_video_15/cache/hy_15_i2v_480p_teacache.json
diff --git a/configs/hunyuan_video_15/cache/hy_15_i2v_720p_teacache.json b/configs/hunyuan_video_15/cache/hy_15_i2v_720p_teacache.json
diff --git a/configs/hunyuan_video_15/cache/hy_15_t2v_480p_teacache.json b/configs/hunyuan_video_15/cache/hy_15_t2v_480p_teacache.json
diff --git a/configs/hunyuan_video_15/cache/hy_15_t2v_720p_teacache.json b/configs/hunyuan_video_15/cache/hy_15_t2v_720p_teacache.json
diff --git a/configs/hunyuan_video_15/fp8comm/hy15_i2v_480p_int8_offload_dist_fp8_comm.json b/configs/hunyuan_video_15/fp8comm/hy15_i2v_480p_int8_offload_dist_fp8_comm.json
diff --git a/configs/hunyuan_video_15/hunyuan_video_i2v_480p.json b/configs/hunyuan_video_15/hunyuan_video_i2v_480p.json
diff --git a/configs/hunyuan_video_15/hunyuan_video_i2v_720p.json b/configs/hunyuan_video_15/hunyuan_video_i2v_720p.json
diff --git a/configs/hunyuan_video_15/hunyuan_video_i2v_720p_cfg_distilled.json b/configs/hunyuan_video_15/hunyuan_video_i2v_720p_cfg_distilled.json
diff --git a/configs/hunyuan_video_15/hunyuan_video_t2v_480p.json b/configs/hunyuan_video_15/hunyuan_video_t2v_480p.json
diff --git a/configs/hunyuan_video_15/hunyuan_video_t2v_480p_distill.json b/configs/hunyuan_video_15/hunyuan_video_t2v_480p_distill.json
diff --git a/configs/hunyuan_video_15/hunyuan_video_t2v_720p.json b/configs/hunyuan_video_15/hunyuan_video_t2v_720p.json
diff --git a/configs/hunyuan_video_15/lightae/hy15_t2v_480p_bf16.json b/configs/hunyuan_video_15/lightae/hy15_t2v_480p_bf16.json
diff --git a/configs/hunyuan_video_15/offload/hy15_t2v_480p_bf16.json b/configs/hunyuan_video_15/offload/hy15_t2v_480p_bf16.json
diff --git a/configs/hunyuan_video_15/quant/hy15_t2v_480p_fp8.json b/configs/hunyuan_video_15/quant/hy15_t2v_480p_fp8.json
diff --git a/configs/hunyuan_video_15/vsr/hy15_i2v_480p.json b/configs/hunyuan_video_15/vsr/hy15_i2v_480p.json
diff --git a/configs/infinitetalk/4090/infinitetalk_mutli_distilled.json b/configs/infinitetalk/4090/infinitetalk_mutli_distilled.json
diff --git a/configs/infinitetalk/4090/infinitetalk_single_distilled.json b/configs/infinitetalk/4090/infinitetalk_single_distilled.json
diff --git a/configs/infinitetalk/5090/infinitetalk_mutli_distilled.json b/configs/infinitetalk/5090/infinitetalk_mutli_distilled.json
diff --git a/configs/infinitetalk/5090/infinitetalk_single_distilled.json b/configs/infinitetalk/5090/infinitetalk_single_distilled.json
diff --git a/configs/infinitetalk/h100/infinitetalk_mutli_distilled.json b/configs/infinitetalk/h100/infinitetalk_mutli_distilled.json
diff --git a/configs/infinitetalk/h100/infinitetalk_single_distilled.json b/configs/infinitetalk/h100/infinitetalk_single_distilled.json
diff --git a/configs/lingbot/lingbot_i2v.json b/configs/lingbot/lingbot_i2v.json
diff --git a/configs/lingbot_fast/lingbot_fast_i2v_kv_kiviquant.json b/configs/lingbot_fast/lingbot_fast_i2v_kv_kiviquant.json
diff --git a/configs/longcat_image/longcat_image_i2i_cfg_parallel.json b/configs/longcat_image/longcat_image_i2i_cfg_parallel.json
diff --git a/configs/longcat_image/longcat_image_t2i_cfg_parallel.json b/configs/longcat_image/longcat_image_t2i_cfg_parallel.json
diff --git a/configs/ltx2/ltx2.json b/configs/ltx2/ltx2.json
diff --git a/configs/ltx2/ltx2_3.json b/configs/ltx2/ltx2_3.json
diff --git a/configs/ltx2/ltx2_3_distill_offload.json b/configs/ltx2/ltx2_3_distill_offload.json
diff --git a/configs/ltx2/ltx2_3_distill_upsample_offload.json b/configs/ltx2/ltx2_3_distill_upsample_offload.json
diff --git a/configs/ltx2/ltx2_3_offload.json b/configs/ltx2/ltx2_3_offload.json
diff --git a/configs/ltx2/ltx2_cfg_parallel.json b/configs/ltx2/ltx2_cfg_parallel.json
diff --git a/configs/ltx2/ltx2_distill_fp8.json b/configs/ltx2/ltx2_distill_fp8.json
diff --git a/configs/ltx2/ltx2_fp8.json b/configs/ltx2/ltx2_fp8.json
diff --git a/configs/ltx2/ltx2_lora.json b/configs/ltx2/ltx2_lora.json
diff --git a/configs/ltx2/ltx2_offload.json b/configs/ltx2/ltx2_offload.json
diff --git a/configs/ltx2/ltx2_tp.json b/configs/ltx2/ltx2_tp.json
diff --git a/configs/ltx2/ltx2_ulysses.json b/configs/ltx2/ltx2_ulysses.json
diff --git a/configs/ltx2/ltx2_upsample.json b/configs/ltx2/ltx2_upsample.json
diff --git a/configs/meanflow/wan_t2v_meanflow_distill_2step.json b/configs/meanflow/wan_t2v_meanflow_distill_2step.json
diff --git a/configs/offload/block/qwen_image_i2i_2509_block.json b/configs/offload/block/qwen_image_i2i_2509_block.json
diff --git a/configs/offload/block/qwen_image_i2i_block.json b/configs/offload/block/qwen_image_i2i_block.json
diff --git a/configs/offload/block/qwen_image_t2i_block.json b/configs/offload/block/qwen_image_t2i_block.json
diff --git a/configs/offload/block/wan_i2v_block.json b/configs/offload/block/wan_i2v_block.json
diff --git a/configs/offload/block/wan_t2v_1_3b.json b/configs/offload/block/wan_t2v_1_3b.json
diff --git a/configs/offload/block/wan_t2v_block.json b/configs/offload/block/wan_t2v_block.json
diff --git a/configs/offload/disk/wan_i2v_phase_lazy_load_480p.json b/configs/offload/disk/wan_i2v_phase_lazy_load_480p.json
diff --git a/configs/offload/disk/wan_i2v_phase_lazy_load_720p.json b/configs/offload/disk/wan_i2v_phase_lazy_load_720p.json
diff --git a/configs/offload/phase/wan_i2v_phase.json b/configs/offload/phase/wan_i2v_phase.json
diff --git a/configs/offload/phase/wan_t2v_phase.json b/configs/offload/phase/wan_t2v_phase.json
diff --git a/configs/platforms/amd_rocm/qwen_image_i2i_2511.json b/configs/platforms/amd_rocm/qwen_image_i2i_2511.json
diff --git a/configs/platforms/amd_rocm/wan_t2v.json b/configs/platforms/amd_rocm/wan_t2v.json
diff --git a/configs/platforms/ascend_npu/qwen_image_i2i_2511.json b/configs/platforms/ascend_npu/qwen_image_i2i_2511.json
diff --git a/configs/platforms/ascend_npu/qwen_image_t2i_2512.json b/configs/platforms/ascend_npu/qwen_image_t2i_2512.json
diff --git a/configs/platforms/ascend_npu/wan_t2v.json b/configs/platforms/ascend_npu/wan_t2v.json
diff --git a/configs/platforms/ascend_npu/wan_ti2v_t2v.json b/configs/platforms/ascend_npu/wan_ti2v_t2v.json
diff --git a/configs/platforms/ascend_npu/z_image_turbo_t2i.json b/configs/platforms/ascend_npu/z_image_turbo_t2i.json
diff --git a/configs/platforms/hygon_dcu/qwen_image_i2i_2511.json b/configs/platforms/hygon_dcu/qwen_image_i2i_2511.json
diff --git a/configs/platforms/hygon_dcu/wan_t2v.json b/configs/platforms/hygon_dcu/wan_t2v.json
diff --git a/configs/platforms/iluvatar_cuda/z_image_turbo_t2i.json b/configs/platforms/iluvatar_cuda/z_image_turbo_t2i.json
diff --git a/configs/platforms/iluvatar_cuda/z_image_turbo_t2i_int8.json b/configs/platforms/iluvatar_cuda/z_image_turbo_t2i_int8.json
diff --git a/configs/platforms/metax/qwen_image_i2i_2511.json b/configs/platforms/metax/qwen_image_i2i_2511.json
diff --git a/configs/platforms/metax/qwen_image_t2i_2512.json b/configs/platforms/metax/qwen_image_t2i_2512.json
diff --git a/configs/platforms/metax/wan22_t2v.json b/configs/platforms/metax/wan22_t2v.json
diff --git a/configs/platforms/metax/wan_t2v.json b/configs/platforms/metax/wan_t2v.json
diff --git a/configs/platforms/mlu/qwen_image_i2i_2511.json b/configs/platforms/mlu/qwen_image_i2i_2511.json
diff --git a/configs/platforms/mlu/qwen_image_t2i_2512_distill.json b/configs/platforms/mlu/qwen_image_t2i_2512_distill.json
diff --git a/configs/platforms/mlu/qwen_image_t2i_2512_distill_dist.json b/configs/platforms/mlu/qwen_image_t2i_2512_distill_dist.json
diff --git a/configs/platforms/mlu/wan_animate.json b/configs/platforms/mlu/wan_animate.json
diff --git a/configs/platforms/mlu/wan_animate_dist.json b/configs/platforms/mlu/wan_animate_dist.json
diff --git a/configs/platforms/mlu/wan_t2v.json b/configs/platforms/mlu/wan_t2v.json
diff --git a/configs/platforms/mthreads_musa/qwen_image_i2i_2511.json b/configs/platforms/mthreads_musa/qwen_image_i2i_2511.json
diff --git a/configs/platforms/mthreads_musa/wan_t2v.json b/configs/platforms/mthreads_musa/wan_t2v.json
diff --git a/configs/platforms/nvidia/qwen_image_i2i_2511.json b/configs/platforms/nvidia/qwen_image_i2i_2511.json
diff --git a/configs/platforms/nvidia/wan_t2v.json b/configs/platforms/nvidia/wan_t2v.json
diff --git a/configs/quantization/gguf/wan_i2v_q4_k.json b/configs/quantization/gguf/wan_i2v_q4_k.json
diff --git a/configs/quantization/wan_i2v.json b/configs/quantization/wan_i2v.json
diff --git a/configs/quantization/wan_i2v_q8f.json b/configs/quantization/wan_i2v_q8f.json
diff --git a/configs/quantization/wan_i2v_torchao.json b/configs/quantization/wan_i2v_torchao.json
diff --git a/configs/qwen_image/5090/qwen_image_i2i_preview_2511_bf16.json b/configs/qwen_image/5090/qwen_image_i2i_preview_2511_bf16.json
diff --git a/configs/qwen_image/5090/qwen_image_i2i_preview_2511_fp8.json b/configs/qwen_image/5090/qwen_image_i2i_preview_2511_fp8.json
diff --git a/configs/qwen_image/qwen_image_i2i_2511.json b/configs/qwen_image/qwen_image_i2i_2511.json
diff --git a/configs/qwen_image/qwen_image_i2i_2511_dist.json b/configs/qwen_image/qwen_image_i2i_2511_dist.json
diff --git a/configs/qwen_image/qwen_image_i2i_2511_distill.json b/configs/qwen_image/qwen_image_i2i_2511_distill.json
diff --git a/configs/qwen_image/qwen_image_i2i_2511_distill_fp8.json b/configs/qwen_image/qwen_image_i2i_2511_distill_fp8.json
diff --git a/configs/qwen_image/qwen_image_i2i_2511_trt.json b/configs/qwen_image/qwen_image_i2i_2511_trt.json
diff --git a/configs/qwen_image/qwen_image_i2i_layered.json b/configs/qwen_image/qwen_image_i2i_layered.json
diff --git a/configs/qwen_image/qwen_image_t2i_2512.json b/configs/qwen_image/qwen_image_t2i_2512.json
diff --git a/configs/qwen_image/qwen_image_t2i_2512_distill.json b/configs/qwen_image/qwen_image_t2i_2512_distill.json
diff --git a/configs/qwen_image/qwen_image_t2i_2512_distill_dist.json b/configs/qwen_image/qwen_image_t2i_2512_distill_dist.json
diff --git a/configs/qwen_image/qwen_image_t2i_2512_distill_fp8.json b/configs/qwen_image/qwen_image_t2i_2512_distill_fp8.json
diff --git a/configs/qwen_image/qwen_image_t2i_2512_distill_zoe.json b/configs/qwen_image/qwen_image_t2i_2512_distill_zoe.json
diff --git a/configs/qwen_image/qwen_image_t2i_2512_distill_zoe_fp8.json b/configs/qwen_image/qwen_image_t2i_2512_distill_zoe_fp8.json
diff --git a/configs/qwen_image/qwen_image_t2i_2512_trt.json b/configs/qwen_image/qwen_image_t2i_2512_trt.json
diff --git a/configs/seedvr/4090/seedvr2_3b.json b/configs/seedvr/4090/seedvr2_3b.json
diff --git a/configs/seedvr/seedvr2_3b.json b/configs/seedvr/seedvr2_3b.json
diff --git a/configs/seko_talk/5090/seko_talk_5090_bf16.json b/configs/seko_talk/5090/seko_talk_5090_bf16.json
diff --git a/configs/seko_talk/5090/seko_talk_5090_int8.json b/configs/seko_talk/5090/seko_talk_5090_int8.json
diff --git a/configs/seko_talk/5090/seko_talk_5090_int8_8gpu.json b/configs/seko_talk/5090/seko_talk_5090_int8_8gpu.json
diff --git a/configs/seko_talk/A800/seko_talk_A800_int8.json b/configs/seko_talk/A800/seko_talk_A800_int8.json
diff --git a/configs/seko_talk/A800/seko_talk_A800_int8_dist_2gpu.json b/configs/seko_talk/A800/seko_talk_A800_int8_dist_2gpu.json
diff --git a/configs/seko_talk/A800/seko_talk_A800_int8_dist_4gpu.json b/configs/seko_talk/A800/seko_talk_A800_int8_dist_4gpu.json
diff --git a/configs/seko_talk/A800/seko_talk_A800_int8_dist_8gpu.json b/configs/seko_talk/A800/seko_talk_A800_int8_dist_8gpu.json
diff --git a/configs/seko_talk/L40s/1gpu/seko_talk_fp8.json b/configs/seko_talk/L40s/1gpu/seko_talk_fp8.json
diff --git a/configs/seko_talk/L40s/2gpu/seko_talk_bf16.json b/configs/seko_talk/L40s/2gpu/seko_talk_bf16.json
diff --git a/configs/seko_talk/L40s/2gpu/seko_talk_fp8.json b/configs/seko_talk/L40s/2gpu/seko_talk_fp8.json
diff --git a/configs/seko_talk/L40s/4gpu/seko_talk_bf16.json b/configs/seko_talk/L40s/4gpu/seko_talk_bf16.json
diff --git a/configs/seko_talk/L40s/4gpu/seko_talk_fp8.json b/configs/seko_talk/L40s/4gpu/seko_talk_fp8.json
diff --git a/configs/seko_talk/L40s/8gpu/seko_talk_bf16.json b/configs/seko_talk/L40s/8gpu/seko_talk_bf16.json
diff --git a/configs/seko_talk/L40s/8gpu/seko_talk_fp8.json b/configs/seko_talk/L40s/8gpu/seko_talk_fp8.json
diff --git a/configs/seko_talk/multi_person/02_base_fp8.json b/configs/seko_talk/multi_person/02_base_fp8.json
diff --git a/configs/seko_talk/multi_person/03_dist.json b/configs/seko_talk/multi_person/03_dist.json
diff --git a/configs/seko_talk/multi_person/04_dist_fp8.json b/configs/seko_talk/multi_person/04_dist_fp8.json
diff --git a/configs/seko_talk/seko_talk_02_fp8.json b/configs/seko_talk/seko_talk_02_fp8.json
diff --git a/configs/seko_talk/seko_talk_03_dist.json b/configs/seko_talk/seko_talk_03_dist.json
diff --git a/configs/seko_talk/seko_talk_04_fp8_dist.json b/configs/seko_talk/seko_talk_04_fp8_dist.json
diff --git a/configs/seko_talk/seko_talk_05_offload_fp8_4090.json b/configs/seko_talk/seko_talk_05_offload_fp8_4090.json
diff --git a/configs/seko_talk/seko_talk_05_offload_fp8_4090_dist.json b/configs/seko_talk/seko_talk_05_offload_fp8_4090_dist.json
diff --git a/configs/seko_talk/seko_talk_06_offload_fp8_H100.json b/configs/seko_talk/seko_talk_06_offload_fp8_H100.json
diff --git a/configs/seko_talk/seko_talk_07_dist_offload.json b/configs/seko_talk/seko_talk_07_dist_offload.json
diff --git a/configs/seko_talk/seko_talk_08_5B_base.json b/configs/seko_talk/seko_talk_08_5B_base.json
diff --git a/configs/seko_talk/seko_talk_10_fp8_dist_fixed_min_area.json b/configs/seko_talk/seko_talk_10_fp8_dist_fixed_min_area.json
diff --git a/configs/seko_talk/seko_talk_11_fp8_dist_fixed_shape.json b/configs/seko_talk/seko_talk_11_fp8_dist_fixed_shape.json
diff --git a/configs/seko_talk/seko_talk_12_fp8_dist_fixed_shape_8gpus_1s.json b/configs/seko_talk/seko_talk_12_fp8_dist_fixed_shape_8gpus_1s.json
diff --git a/configs/seko_talk/seko_talk_13_fp8_dist_bucket_shape_8gpus_5s_realtime.json b/configs/seko_talk/seko_talk_13_fp8_dist_bucket_shape_8gpus_5s_realtime.json
diff --git a/configs/seko_talk/seko_talk_14_fp8_dist_bucket_shape_8gpus_1s_realtime.json b/configs/seko_talk/seko_talk_14_fp8_dist_bucket_shape_8gpus_1s_realtime.json
diff --git a/configs/seko_talk/seko_talk_16_fp8_dist_compile.json b/configs/seko_talk/seko_talk_16_fp8_dist_compile.json
diff --git a/configs/seko_talk/seko_talk_24_fp8_dist_compile_nbhd_attn.json b/configs/seko_talk/seko_talk_24_fp8_dist_compile_nbhd_attn.json
diff --git a/configs/seko_talk/seko_talk_25_int8_dist_fp8_comm.json b/configs/seko_talk/seko_talk_25_int8_dist_fp8_comm.json
diff --git a/configs/self_forcing/wan_t2v_sf.json b/configs/self_forcing/wan_t2v_sf.json
diff --git a/configs/self_forcing/wan_t2v_sf_14b.json b/configs/self_forcing/wan_t2v_sf_14b.json
diff --git a/configs/self_forcing/wan_t2v_sf_fp8.json b/configs/self_forcing/wan_t2v_sf_fp8.json
diff --git a/configs/self_forcing/wan_t2v_sf_kv_kiviquant.json b/configs/self_forcing/wan_t2v_sf_kv_kiviquant.json
diff --git a/configs/self_forcing/wan_t2v_sf_kv_kiviquant_14b.json b/configs/self_forcing/wan_t2v_sf_kv_kiviquant_14b.json
diff --git a/configs/self_forcing/wan_t2v_sf_nvfp4.json b/configs/self_forcing/wan_t2v_sf_nvfp4.json
diff --git a/configs/video_frame_interpolation/wan_t2v.json b/configs/video_frame_interpolation/wan_t2v.json
diff --git a/configs/wan/wan_flf2v.json b/configs/wan/wan_flf2v.json
diff --git a/configs/wan/wan_i2v.json b/configs/wan/wan_i2v.json
diff --git a/configs/wan/wan_t2v.json b/configs/wan/wan_t2v.json
diff --git a/configs/wan/wan_t2v_enhancer.json b/configs/wan/wan_t2v_enhancer.json
diff --git a/configs/wan/wan_vace.json b/configs/wan/wan_vace.json
diff --git a/configs/wan22/wan_animate.json b/configs/wan22/wan_animate.json
diff --git a/configs/wan22/wan_animate_4090.json b/configs/wan22/wan_animate_4090.json
diff --git a/configs/wan22/wan_animate_8gpu.json b/configs/wan22/wan_animate_8gpu.json
diff --git a/configs/wan22/wan_animate_lora.json b/configs/wan22/wan_animate_lora.json
diff --git a/configs/wan22/wan_animate_lora_dist.json b/configs/wan22/wan_animate_lora_dist.json
diff --git a/configs/wan22/wan_animate_replace.json b/configs/wan22/wan_animate_replace.json
diff --git a/configs/wan22/wan_animate_replace_4090.json b/configs/wan22/wan_animate_replace_4090.json
diff --git a/configs/wan22/wan_animate_replace_lora.json b/configs/wan22/wan_animate_replace_lora.json
diff --git a/configs/wan22/wan_distill_moe_flf2v.json b/configs/wan22/wan_distill_moe_flf2v.json
diff --git a/configs/wan22/wan_distill_moe_flf2v_fp8.json b/configs/wan22/wan_distill_moe_flf2v_fp8.json
diff --git a/configs/wan22/wan_distill_moe_flf2v_int8.json b/configs/wan22/wan_distill_moe_flf2v_int8.json
diff --git a/configs/wan22/wan_distill_moe_flf2v_with_lora.json b/configs/wan22/wan_distill_moe_flf2v_with_lora.json
diff --git a/configs/wan22/wan_moe_flf2v.json b/configs/wan22/wan_moe_flf2v.json
diff --git a/configs/wan22/wan_moe_i2v.json b/configs/wan22/wan_moe_i2v.json
diff --git a/configs/wan22/wan_moe_i2v_4090.json b/configs/wan22/wan_moe_i2v_4090.json
diff --git a/configs/wan22/wan_moe_i2v_audio.json b/configs/wan22/wan_moe_i2v_audio.json
diff --git a/configs/wan22/wan_moe_t2v.json b/configs/wan22/wan_moe_t2v.json
diff --git a/configs/wan22/wan_moe_t2v_distill.json b/configs/wan22/wan_moe_t2v_distill.json
diff --git a/configs/wan22/wan_ti2v_i2v.json b/configs/wan22/wan_ti2v_i2v.json
diff --git a/configs/wan22/wan_ti2v_i2v_4090.json b/configs/wan22/wan_ti2v_i2v_4090.json
diff --git a/configs/wan22/wan_ti2v_t2v.json b/configs/wan22/wan_ti2v_t2v.json
diff --git a/configs/wan22/wan_ti2v_t2v_4090.json b/configs/wan22/wan_ti2v_t2v_4090.json
diff --git a/configs/wan22_vace/a800/bf16/wan22_moe_vace.json b/configs/wan22_vace/a800/bf16/wan22_moe_vace.json
diff --git a/configs/wan22_vace/a800/bf16/wan22_moe_vace_cfg_parallel.json b/configs/wan22_vace/a800/bf16/wan22_moe_vace_cfg_parallel.json
diff --git a/configs/wan22_vace/a800/bf16/wan22_moe_vace_cfg_sp_parallel.json b/configs/wan22_vace/a800/bf16/wan22_moe_vace_cfg_sp_parallel.json
diff --git a/configs/wan22_vace/a800/int8/wan22_moe_vace.json b/configs/wan22_vace/a800/int8/wan22_moe_vace.json
diff --git a/configs/wan22_vace/a800/int8/wan22_moe_vace_cfg_parallel.json b/configs/wan22_vace/a800/int8/wan22_moe_vace_cfg_parallel.json
diff --git a/configs/wan22_vace/a800/int8/wan22_moe_vace_cfg_sp_parallel.json b/configs/wan22_vace/a800/int8/wan22_moe_vace_cfg_sp_parallel.json
diff --git a/configs/z_image/z_image_turbo_t2i.json b/configs/z_image/z_image_turbo_t2i.json
diff --git a/configs/z_image/z_image_turbo_t2i_fp8.json b/configs/z_image/z_image_turbo_t2i_fp8.json
diff --git a/configs/z_image/z_image_turbo_t2i_offload.json b/configs/z_image/z_image_turbo_t2i_offload.json
diff --git a/dockerfiles/Dockerfile b/dockerfiles/Dockerfile
diff --git a/dockerfiles/Dockerfile_5090 b/dockerfiles/Dockerfile_5090
diff --git a/docs/EN/Makefile b/docs/EN/Makefile
diff --git a/docs/EN/make.bat b/docs/EN/make.bat
diff --git a/docs/EN/source/conf.py b/docs/EN/source/conf.py
diff --git a/docs/EN/source/deploy_guides/for_low_latency.md b/docs/EN/source/deploy_guides/for_low_latency.md
diff --git a/docs/EN/source/deploy_guides/for_low_resource.md b/docs/EN/source/deploy_guides/for_low_resource.md
diff --git a/docs/EN/source/getting_started/quickstart.md b/docs/EN/source/getting_started/quickstart.md
diff --git a/docs/EN/source/index.rst b/docs/EN/source/index.rst
diff --git a/docs/PAPERS_ZH_CN/Makefile b/docs/PAPERS_ZH_CN/Makefile
diff --git a/docs/PAPERS_ZH_CN/make.bat b/docs/PAPERS_ZH_CN/make.bat
diff --git a/docs/PAPERS_ZH_CN/source/conf.py b/docs/PAPERS_ZH_CN/source/conf.py
diff --git a/docs/PAPERS_ZH_CN/source/index.rst b/docs/PAPERS_ZH_CN/source/index.rst
diff --git a/docs/PAPERS_ZH_CN/source/papers/models.md b/docs/PAPERS_ZH_CN/source/papers/models.md
diff --git a/docs/ZH_CN/Makefile b/docs/ZH_CN/Makefile
diff --git a/docs/ZH_CN/make.bat b/docs/ZH_CN/make.bat
diff --git a/docs/ZH_CN/source/conf.py b/docs/ZH_CN/source/conf.py
diff --git a/docs/ZH_CN/source/deploy_guides/for_low_latency.md b/docs/ZH_CN/source/deploy_guides/for_low_latency.md
diff --git a/docs/ZH_CN/source/deploy_guides/for_low_resource.md b/docs/ZH_CN/source/deploy_guides/for_low_resource.md
diff --git a/docs/ZH_CN/source/getting_started/quickstart.md b/docs/ZH_CN/source/getting_started/quickstart.md
diff --git a/docs/ZH_CN/source/index.rst b/docs/ZH_CN/source/index.rst
diff --git a/docs/superpowers/plans/2026-07-02-hunyuan-image3-think-recaption.md b/docs/superpowers/plans/2026-07-02-hunyuan-image3-think-recaption.md
@@ -0,0 +1,45 @@
+# Hunyuan Image3 Think Recaption Implementation Plan
+
+> **For agentic workers:** REQUIRED SUB-SKILL: Use superpowers:subagent-driven-development (recommended) or superpowers:executing-plans to implement this plan task-by-task. Steps use checkbox (`- [ ]`) syntax for tracking.
+
+**Goal:** Add a native LightX2V text-generation pre-stage for Hunyuan Image3 `recaption` and `think_recaption`, then feed generated COT text into the existing native image generation path.
+
+**Architecture:** Keep the DiT path native. Add small runner-level helpers for text input preparation, autoregressive token generation without KV cache, stage transitions from `</think>` to `<recaption>`, and generated COT injection via tokenizer `batch_cot_text` for `gen_image`.
+
+**Tech Stack:** Python, PyTorch, Hunyuan tokenizer/image processor helpers, LightX2V native HunyuanImage3 model/infer/weights.
+
+---
+
+### Task 1: Regression Tests
+
+**Files:**
+- Modify: `tests/test_hunyuan_image3_integration.py`
+
+- [ ] Add tests for resolving bot task, generating COT before image inputs, and stage transition token forcing.
+- [ ] Run targeted pytest and verify failures before implementation.
+
+### Task 2: Runner Text Generation Helpers
+
+**Files:**
+- Modify: `lightx2v/models/runners/hunyuan_image3/hunyuan_image3_runner.py`
+
+- [ ] Add helpers for system prompt resolution, text template creation, next-token selection, and COT text generation.
+- [ ] Preserve existing `bot_task=image` behavior.
+- [ ] For `think_recaption`, force `<recaption>` after `</think>` and stop after `</recaption>`.
+
+### Task 3: Feed COT Into Image Generation
+
+**Files:**
+- Modify: `lightx2v/models/runners/hunyuan_image3/hunyuan_image3_runner.py`
+- Modify: `configs/hunyuan_image3/hunyuan_image3_t2i.json`
+
+- [ ] Pass `batch_cot_text` into `apply_chat_template(..., mode="gen_image")`.
+- [ ] Add config keys for `bot_task`, `use_system_prompt`, `max_new_tokens`, and deterministic text generation.
+
+### Task 4: Verification
+
+**Files:**
+- Test: `tests/test_hunyuan_image3_integration.py`
+
+- [ ] Run full Hunyuan integration tests.
+- [ ] Run ruff and py_compile on touched files.
diff --git a/examples/BeginnerGuide/README.md b/examples/BeginnerGuide/README.md
diff --git a/examples/README.md b/examples/README.md
diff --git a/examples/README_zh.md b/examples/README_zh.md
diff --git a/examples/hunyuan_video/hunyuan_i2v.py b/examples/hunyuan_video/hunyuan_i2v.py