Upload 2610733/3001143/README.md with huggingface_hub

2610733/3001143/README.md

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+---
+license: other
+tags:
+- base model
+- ltx-2.3
+- singularity
+---
+
+# Singularity-LTX-2.3_OmniCine_V1 - V1 official version - 3001143
+
+**Model Type**: LORA
+
+**Base Model**: LTXV 2.3
+
+**Trigger Words**: 无字幕
+
+**Tags**: base model, ltx-2.3, singularity
+
+## Gallery
+
+<table>
+  <tr>
+    <td><video src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/bed2b61e-d5cc-4042-b167-8e6651e6d7bd/original=true/132682393.mp4" width="200" controls muted autoplay loop></video></td>
+    <td><video src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/6d3acf48-7c4a-4501-917f-b36003b20686/original=true/132682434.mp4" width="200" controls muted autoplay loop></video></td>
+    <td><video src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/7b426812-aa41-4b4e-9483-4a508c69e4fb/original=true/132682439.mp4" width="200" controls muted autoplay loop></video></td>
+  </tr>
+  <tr>
+    <td><video src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/9cd22cd0-cddd-4359-8bc0-36299e2c255f/original=true/132682437.mp4" width="200" controls muted autoplay loop></video></td>
+    <td><video src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/62bc564c-9103-4ec8-b970-48090140c5e2/original=true/132682442.mp4" width="200" controls muted autoplay loop></video></td>
+    <td><video src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/4716c845-222a-428c-984b-c3b27abc5c43/original=true/132682443.mp4" width="200" controls muted autoplay loop></video></td>
+  </tr>
+  <tr>
+    <td><video src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/b7953194-d775-4d98-94dd-8d5b642220e7/original=true/132682444.mp4" width="200" controls muted autoplay loop></video></td>
+    <td><video src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/db917426-ea22-4a5e-8590-7d1efef347da/original=true/132682445.mp4" width="200" controls muted autoplay loop></video></td>
+    <td><video src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/5253ccf0-633e-43f1-85f7-72fc9e133090/original=true/132682461.mp4" width="200" controls muted autoplay loop></video></td>
+  </tr>
+  <tr>
+    <td><video src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/89553f57-98e0-4628-9a6e-8810a86e93e0/original=true/132682447.mp4" width="200" controls muted autoplay loop></video></td>
+  </tr>
+</table>
+
+## Description
+
+🚀 Singularity LTX-2.3 OmniCine V1 (Official Release)
+====================================================
+
+Try It Online Experience the full potential of this model via the optimized workflow on RunningHub: 👉
+
+<https://www.runninghub.ai/post/2062051326342815746?inviteCode=sdhs0trb>
+
+This is not just a standard fine-tune; it is a fundamental restructuring of the **LTX-Video (2.3)** generation logic.
+
+I am thrilled to present the official release of **LTX2.3 Singularity** to the Civitai community! This comprehensive optimization framework focuses heavily on **Image-to-Video (I2V)**, **First & Last Frame Control**, and **Reference-to-Video** generation. Although it has currently undergone only nearly **100,000 steps** (calculated by gradient accumulation), its enhancements in physical consistency, dynamic motion, and cinematic expression have already far exceeded expectations.
+
+🌟 Key Improvements & Features
+-----------------------------
+
+* **🦴 Limbs & Anatomy Evolution:** Specifically optimized to fix the common degradation of fingers and toes, drastically reducing anatomy warping and artifacts during fast movements.
+* **🎬 Injecting Shot Continuity:** Achieved precise timeline-based shot and camera cuts controlled directly via text prompts (0-5s logical segments), saying goodbye to erratic, randomized framing.
+* **🗣️ Elimination of "AI Stiffness":** Significantly enhanced facial expressiveness during speech, deeply optimized lip-syncing, and natively eliminated the rigid, burned-in subtitles frequently generated by the base model.
+* **⚖️ Physical Consistency:** Improved the structural integrity of characters and environments during high-speed actions, suppressing chaotic "twisting/morphing" and aligning motions with real-world physics.
+* **🎨 Flawless Anime Compatibility:** Integrated a high-quality Anime training dataset, allowing the model to seamlessly adapt across diverse styles including 2D anime, 3D CGI, and hyper-realism.
+* **🌪️ Extreme Dynamic Range:** Delivers stellar performance in high-action sequences like running and combat sports. Simultaneously, visual effects for cyberpunk themes, transformations, magic casting, and monster rendering have been massively amplified.
+* **🖼️ Revolutionary Reference Image Control:** Upgraded the "Reference-to-Video" capability. No longer bound to rigid first-frame constraints, the model intelligently extracts character features and artistic styles from the reference image, generating entirely new angles and compositions based on your prompts.
+
+📊 **Current Limitation Note:** While it meets the vast majority of movement demands, slight motion blur may still occur during extreme, highly complex actions. This is currently being addressed via optimized post-processing workflows—stay tuned!
+
+⚙️ Generation & Usage Guide
+---------------------------
+
+To get the absolute best results from this LoRA, please follow these recommendations:
+
+* **Recommended Base Model:** `ltx-2.3-22b-distilled-1.1_transformer_only_fp8_scaled.safetensors`
+* **ComfyUI Workflow:** Available in the files/post section. Highly recommended to use in **First & Last Frame Mode** for ultimate scene control.
+* **LoRA Weight:** Recommended to start at **0.8 - 1.0** and adjust based on your specific prompt intensity.
+
+📝 Exclusive: Singularity Prompting Framework
+--------------------------------------------
+
+This model follows a strict prompt structure to unlock its full cinematic potential. Please adhere closely to the **"Cinematic Timeline Structure"** below.
+
+💡 **Core Rule:** Keep visual descriptions, timestamps, actions, and dialogue strictly formatted in English as shown below.
+
+### 📐 Prompt Template Structure
+
+[Scene & Style]: Core visual description in one sentence (e.g., Cinematic wuxia style, dim lighting, Anime, 3D).
+
+[Action Timeline]: 0-X seconds, [action / emotional description].
+
+[Camera Timeline]: 0-X seconds, [camera movement / composition parameters].
+
+[Environment]: Lighting source, contrast, and color grading details.
+
+[Dialogue]: 0-X seconds, [Character] says: "[Dialogue text]".
+
+[Audio & Technical]: Background sounds, film grain, subtitle exclusion commands, etc.
+
+### 🎬 Example Prompt
+
+Cinematic wuxia style, indoor dim lighting, mysterious mood. 0-10 seconds, young man in ancient white robes looks down with a confused expression. 0-10 seconds, tight close-up, static camera with slight handheld movement. Dark stone background, warm candlelight bokeh. 0-10 seconds, man says: "What on earth is this? I've never heard of it before.". Voice: low and confused, Pace: slow. Precise lip-sync, film grain, cinematic bokeh, no subtitles.
+
+🛠️ Dev Log (Behind the Scenes)
+------------------------------
+
+LTX2.3 is an architecture with immense latent potential, but I believe it requires more structured guidance to truly understand complex motion.
+
+In this fine-tuning run, I **abandoned brute-force action dataset stacking**. Instead, I shifted towards high-quality dialogue scenes and clean, easily digestible action sequences for the model to fit. Furthermore, I **deliberately reduced the ratio of real-world video footage**. Real-world clips often carry heavy native motion blur. When combined with LTX2.3's high Latent compression ratio, the model easily loses temporal attention during high-velocity sequences, causing character consistency to collapse. By filtering out this noise, character feature retention has been massively reinforced.
+
+**What's Next?** This run highlighted a few minor limitations that I plan to iterate on in the next version. However, given the intensity of this development cycle, I need to take a quick break before diving back in.
+
+❤️ **Support the Project:** If you enjoy utilizing this model, please leave a 5-star review, drop a ❤️, and **post your generations below!** Your feedback and buzz directly shape the training set for the next phase. Enjoy the visual revolution of Singularity!
+
+If you have questions, feedback, or want to collaborate on AI video workflows, feel free to reach out:
+
+* **WeChat (微信):** `aigctyd`
+* **QQ Group (QQ社群):** `1058747239`
+* **Email:** `a592991299@gmail.com`
+
+*I'm actively looking for community feedback to refine the full version of this LoRA. Let's push the boundaries of LTX2.3 together!*
+
+---
+
+Author: [AIGC_Singularity](https://civitai.com/user/AIGC_Singularity)
+
+Model: [CivitAI Model Page](https://civitai.com/models/2610733?modelVersionId=3001143)
+
+Archive: [CivArchive Page](https://civarchive.com/models/2610733?modelVersionId=3001143)
+
+<!-- Version: 20260604_upload -->