Update app.py

app.py

@@ -304,7 +304,7 @@ print("=" * 80)
 pose_lora_path = hf_hub_download(repo_id=LORA_REPO, filename="LTX2_3_NSFW_furry_concat_v2.safetensors")
 general_lora_path = hf_hub_download(repo_id=LORA_REPO, filename="LTX2.3_reasoning_I2V_V3.safetensors")
 motion_lora_path = hf_hub_download(repo_id=LORA_REPO, filename="motion_helper.safetensors")
-dreamlay_lora_path = hf_hub_download(repo_id=LORA_REPO, filename="DR34ML4Y_LTXXX_PREVIEW_RC1.safetensors") # m15510n4ry, bl0wj0b, d0ubl3_bj, d0gg1e, c0wg1rl
+dreamlay_lora_path = hf_hub_download(repo_id="lynaNSFW/DR34ML4Y_AIO_NSFW_LTX23", filename="DR34ML4Y_LTXXX_V1.safetensors") # m15510n4ry, bl0wj0b, d0ubl3_bj, d0gg1e, c0wg1rl
 mself_lora_path = hf_hub_download(repo_id=LORA_REPO, filename="Furry Hyper Masturbation - LTX-2 I2V v1.safetensors") # Hyperfap
 dramatic_lora_path = hf_hub_download(repo_id=LORA_REPO, filename="LTX-2.3 - Orgasm.safetensors") # "[He | She] is having am orgasm." (am or an?)
 fluid_lora_path = hf_hub_download(repo_id=LORA_REPO, filename="LTX2.3_CREAMPIE_ANIMATION-V0.1.safetensors") # cum
@@ -331,6 +331,7 @@ print(f"Realism LoRA: {realism_lora_path}")
 print(f"Transition LoRA: {transition_lora_path}")
 print(f"Physics LoRA: {physics_lora_path}")
 print(f"Reasoning LoRA: {reasoning_lora_path}")
+print(f"Twostep LoRA: {twostep_lora_path}")
 # ----------------------------------------------------------------
 
 print(f"Checkpoint: {checkpoint_path}")
@@ -348,7 +349,7 @@ pipeline = LTX23DistilledA2VPipeline(
 )
 # ----------------------------------------------------------------
 
-def _make_lora_key(pose_strength: float, general_strength: float, motion_strength: float, dreamlay_strength: float, mself_strength: float, dramatic_strength: float, fluid_strength: float, liquid_strength: float, demopose_strength: float, voice_strength: float, realism_strength: float, transition_strength: float, physics_strength: float, reasoning_strength: float) -> tuple[str, str]:
+def _make_lora_key(pose_strength: float, general_strength: float, motion_strength: float, dreamlay_strength: float, mself_strength: float, dramatic_strength: float, fluid_strength: float, liquid_strength: float, demopose_strength: float, voice_strength: float, realism_strength: float, transition_strength: float, physics_strength: float, reasoning_strength: float, twostep_strength: float) -> tuple[str, str]:
     rp = round(float(pose_strength), 2)
     rg = round(float(general_strength), 2)
     rm = round(float(motion_strength), 2)
@@ -363,7 +364,8 @@ def _make_lora_key(pose_strength: float, general_strength: float, motion_strengt
     rt = round(float(transition_strength), 2)
     ry = round(float(physics_strength), 2)
     ri = round(float(reasoning_strength), 2)
-    key_str = f"{pose_lora_path}:{rp}|{general_lora_path}:{rg}|{motion_lora_path}:{rm}|{dreamlay_lora_path}:{rd}|{mself_lora_path}:{rs}|{dramatic_lora_path}:{rr}|{fluid_lora_path}:{rf}|{liquid_lora_path}:{rl}|{demopose_lora_path}:{ro}|{voice_lora_path}:{rv}|{realism_lora_path}:{re}|{transition_lora_path}:{rt}|{physics_lora_path}:{ry}|{reasoning_lora_path}:{ri}"
+    rw = round(float(twostep_strength), 2)
+    key_str = f"{pose_lora_path}:{rp}|{general_lora_path}:{rg}|{motion_lora_path}:{rm}|{dreamlay_lora_path}:{rd}|{mself_lora_path}:{rs}|{dramatic_lora_path}:{rr}|{fluid_lora_path}:{rf}|{liquid_lora_path}:{rl}|{demopose_lora_path}:{ro}|{voice_lora_path}:{rv}|{realism_lora_path}:{re}|{transition_lora_path}:{rt}|{physics_lora_path}:{ry}|{reasoning_lora_path}:{ri}|{twostep_lora_path}:{rw}"
     key = hashlib.sha256(key_str.encode("utf-8")).hexdigest()
     return key, key_str
 
@@ -383,6 +385,7 @@ def prepare_lora_cache(
     transition_strength: float,
     physics_strength: float,
     reasoning_strength: float,
+    twostep_strength: float,
     progress=gr.Progress(track_tqdm=True),
 ):
     """
@@ -395,7 +398,7 @@ def prepare_lora_cache(
     global PENDING_LORA_KEY, PENDING_LORA_STATE, PENDING_LORA_STATUS
 
     ledger = pipeline.model_ledger
-    key, _ = _make_lora_key(pose_strength, general_strength, motion_strength, dreamlay_strength, mself_strength, dramatic_strength, fluid_strength, liquid_strength, demopose_strength, voice_strength, realism_strength, transition_strength, physics_strength, reasoning_strength)
+    key, _ = _make_lora_key(pose_strength, general_strength, motion_strength, dreamlay_strength, mself_strength, dramatic_strength, fluid_strength, liquid_strength, demopose_strength, voice_strength, realism_strength, transition_strength, physics_strength, reasoning_strength, twostep_strength)
     cache_path = LORA_CACHE_DIR / f"{key}.safetensors"
 
     progress(0.05, desc="Preparing LoRA state")
@@ -425,6 +428,7 @@ def prepare_lora_cache(
         (transition_lora_path, round(float(transition_strength), 2)),
         (physics_lora_path, round(float(physics_strength), 2)),
         (reasoning_lora_path, round(float(reasoning_strength), 2)),
+        (twostep_lora_path, round(float(twostep_strength), 2)),
     ]
     loras_for_builder = [
         LoraPathStrengthAndSDOps(path, strength, LTXV_LORA_COMFY_RENAMING_MAP)
@@ -623,6 +627,7 @@ def get_gpu_duration(
     transition_strength: float = 0.0,
     physics_strength: float = 0.0,
     reasoning_strength: float = 0.0,
+    twostep_strength: float = 0.0,
     progress=None,
 ):
     return int(gpu_duration)
@@ -655,6 +660,7 @@ def generate_video(
     transition_strength: float = 0.0,
     physics_strength: float = 0.0,
     reasoning_strength: float = 0.0,
+    twostep_strength: float = 0.0,
     progress=gr.Progress(track_tqdm=True),
 ):
     try:
@@ -816,7 +822,11 @@ with gr.Blocks(title="LTX-2.3 Distilled") as demo:
                         minimum=0.0, maximum=2.0, value=0.0, step=0.01
                     )
                     reasoning_strength = gr.Slider(
-                        label="Alternative Reasoning strength",
+                        label="Official Reasoning strength",
+                        minimum=0.0, maximum=2.0, value=0.0, step=0.01
+                    )
+                    twostep_strength = gr.Slider(
+                        label="Two Step Reasoning strength",
                         minimum=0.0, maximum=2.0, value=0.0, step=0.01
                     )
                 prepare_lora_btn = gr.Button("Prepare / Load LoRA Cache", variant="secondary")
@@ -869,12 +879,13 @@ with gr.Blocks(title="LTX-2.3 Distilled") as demo:
                 0.0,
                 0.0,
                 0.0,
+                0.0,
             ],
         ],
         inputs=[
             first_image, last_image, input_audio, prompt, duration, gpu_duration,
             enhance_prompt, seed, randomize_seed, height, width,
-            pose_strength, general_strength, motion_strength, dreamlay_strength, mself_strength, dramatic_strength, fluid_strength, liquid_strength, demopose_strength, voice_strength, realism_strength, transition_strength, physics_strength, reasoning_strength,
+            pose_strength, general_strength, motion_strength, dreamlay_strength, mself_strength, dramatic_strength, fluid_strength, liquid_strength, demopose_strength, voice_strength, realism_strength, transition_strength, physics_strength, reasoning_strength, twostep_strength,
         ],
     )
 
@@ -898,7 +909,7 @@ with gr.Blocks(title="LTX-2.3 Distilled") as demo:
 
     prepare_lora_btn.click(
         fn=prepare_lora_cache,
-        inputs=[pose_strength, general_strength, motion_strength, dreamlay_strength, mself_strength, dramatic_strength, fluid_strength, liquid_strength, demopose_strength, voice_strength, realism_strength, transition_strength, physics_strength, reasoning_strength],
+        inputs=[pose_strength, general_strength, motion_strength, dreamlay_strength, mself_strength, dramatic_strength, fluid_strength, liquid_strength, demopose_strength, voice_strength, realism_strength, transition_strength, physics_strength, reasoning_strength, twostep_strength],
         outputs=[lora_status],
     )
     
@@ -907,7 +918,7 @@ with gr.Blocks(title="LTX-2.3 Distilled") as demo:
         inputs=[
             first_image, last_image, input_audio, prompt, duration, gpu_duration, enhance_prompt,
             seed, randomize_seed, height, width,
-            pose_strength, general_strength, motion_strength, dreamlay_strength, mself_strength, dramatic_strength, fluid_strength, liquid_strength, demopose_strength, voice_strength, realism_strength, transition_strength, physics_strength, reasoning_strength,
+            pose_strength, general_strength, motion_strength, dreamlay_strength, mself_strength, dramatic_strength, fluid_strength, liquid_strength, demopose_strength, voice_strength, realism_strength, transition_strength, physics_strength, reasoning_strength, twostep_strength,
         ],
         outputs=[output_video, seed],
     )