Add Lumina pipeline support (LuminaText2ImgPipeline, Lumina2Text2ImgPipeline)

- Add Lumina pipeline classes to PIPELINE_CLASS_MAP
- Fix Lumina model detection in detect_pipeline_class
- Remove non-existent LuminaVideoPipeline references
- Update Alpha-VLLM/Lumina-Next-SFT to use correct pipeline class
- Lumina-Next-SFT is a T2I model, not T2V (~20-30GB VRAM)

videogen

@@ -582,6 +582,10 @@ PIPELINE_CLASS_MAP = {
     "WanPipeline": {"type": "video", "default_vram": "~10-24 GB"},
     "I2VGenXLPipeline": {"type": "i2v", "default_vram": "~18-24 GB"},
     "LTXPipeline": {"type": "i2v", "default_vram": "~12-16 GB"},
+    "LuminaPipeline": {"type": "image", "default_vram": "~20-30 GB"},
+    "LuminaText2ImgPipeline": {"type": "image", "default_vram": "~20-30 GB"},
+    "Lumina2Pipeline": {"type": "image", "default_vram": "~20-30 GB"},
+    "Lumina2Text2ImgPipeline": {"type": "image", "default_vram": "~20-30 GB"},
     "AnimateDiffPipeline": {"type": "video", "default_vram": "~10-14 GB"},
     "TextToVideoSDPipeline": {"type": "t2v", "default_vram": "~7-9 GB"},
     "TextToVideoZeroPipeline": {"type": "t2v", "default_vram": "~6-8 GB"},
@@ -592,7 +596,6 @@ PIPELINE_CLASS_MAP = {
     "AllegroPipeline": {"type": "t2v", "default_vram": "~35-45 GB"},
     "HunyuanDiTPipeline": {"type": "t2v", "default_vram": "~40-55 GB"},
     "OpenSoraPipeline": {"type": "video", "default_vram": "~45-65 GB"},
-    "LuminaVideoPipeline": {"type": "t2v", "default_vram": "~100 GB"},
     "StepVideoPipeline": {"type": "t2v", "default_vram": "~90-140 GB"},
     "CogVideoXPipeline": {"type": "t2v", "default_vram": "~20-30 GB"},
     "HotshotXLPipeline": {"type": "video", "default_vram": "~8-12 GB"},
@@ -961,11 +964,17 @@ def detect_pipeline_class(model_info):
     if "modelscope" in model_id or "text-to-video-ms" in model_id:
         return "TextToVideoSDPipeline"
     if "lumina" in model_id:
-        return "LuminaVideoPipeline"
+        if "lumina2" in model_id or "lumina-2" in model_id:
+            return "Lumina2Text2ImgPipeline"
+        return "LuminaText2ImgPipeline"
     if "stepvideo" in model_id or "step-video" in model_id:
         return "StepVideoPipeline"
     
     # Image models
+    if "lumina" in model_id:
+        if "lumina2" in model_id or "lumina-2" in model_id:
+            return "Lumina2Text2ImgPipeline"
+        return "LuminaText2ImgPipeline"
     if "flux" in model_id:
         return "FluxPipeline"
     if "pony" in model_id or "animagine" in model_id:
@@ -1607,7 +1616,7 @@ def update_all_models(hf_token=None):
         # ═══════════════════════════════════════════════════════════════
         # 100GB+ models - Ultra High VRAM
         # ═══════════════════════════════════════════════════════════════
-        ("Alpha-VLLM/Lumina-Next-SFT", "LuminaVideoPipeline", "~100 GB", "Lumina Next SFT - Ultra high quality T2I/T2V"),
+        ("Alpha-VLLM/Lumina-Next-SFT", "LuminaText2ImgPipeline", "~20-30 GB", "Lumina Next SFT - High quality T2I"),
         
         # ═══════════════════════════════════════════════════════════════
         # 90-140GB models - Extreme VRAM
@@ -1795,7 +1804,9 @@ def update_all_models(hf_token=None):
                                                         "TextToVideoSDPipeline", "TextToVideoZeroPipeline",
                                                         "HotshotXLPipeline", "AllegroPipeline",
                                                         "HunyuanDiTPipeline", "OpenSoraPipeline",
-                                                        "LuminaVideoPipeline", "StepVideoPipeline",
+                                                        "LuminaPipeline", "LuminaText2ImgPipeline",
+                                                        "Lumina2Pipeline", "Lumina2Text2ImgPipeline",
+                                                        "StepVideoPipeline",
                                                         "DiffusionPipeline", "FluxPipeline",
                                                         "StableDiffusionXLPipeline", "StableDiffusion3Pipeline"]
             
@@ -1898,7 +1909,7 @@ def update_all_models(hf_token=None):
                                                         "TextToVideoSDPipeline", "TextToVideoZeroPipeline",
                                                         "HotshotXLPipeline", "AllegroPipeline",
                                                         "HunyuanDiTPipeline", "OpenSoraPipeline",
-                                                        "LuminaVideoPipeline", "StepVideoPipeline",
+                                                        "StepVideoPipeline",
                                                         "DiffusionPipeline", "FluxPipeline",
                                                         "StableDiffusionXLPipeline", "StableDiffusion3Pipeline"]