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Model: WasamiKirua/Sakura-Sniper-12B
Source: Original Platform

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README.md

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+---
+license: apache-2.0
+base_model: Vortex5/NoctyxCosma-12B
+model_name: Sakura-Sniper-12B
+library_name: transformers
+tags:
+- merge
+- mergekit
+- ties
+- mistral-nemo
+- roleplay
+- minimalist
+- efficient
+language:
+- en
+- it
+---
+
+<img src="https://i.postimg.cc/43sf2CxF/Gemini-Generated-Image-oknnsxoknnsxoknn.png" alt="cover" border="0" width="1024px">
+
+
+# 🌸 Sakura-Sniper-12B
+
+**Sakura-Sniper-12B** is a specialized 12B parameter model based on the Mistral-Nemo architecture. It was engineered using a high-density TIES merge to create an AI characterized by **extreme structural efficiency** and a **distinctive cynical/nihilistic personality bias**. 
+
+Unlike standard models that lean towards helpfulness and verbosity, Sakura-Sniper is tuned to be a "verbal sniper": fast, precise, and intentionally blunt.
+
+## 🛠 Merge Details
+
+This model was forged using the **TIES** (Trimming, Isolation, and Merging) method to resolve weight conflicts and emphasize specific behavioral traits across three specialized parent models.
+
+### Models Merged
+
+The following models were included in the merge:
+* [Vortex5/Moonlit-Mirage-12B](https://huggingface.co/Vortex5/Moonlit-Mirage-12B)
+* [Vortex5/Cosmic-Night-12B](https://huggingface.co/Vortex5/Cosmic-Night-12B)
+* [Vortex5/Crimson-Constellation-12B](https://huggingface.co/Vortex5/Crimson-Constellation-12B)
+
+### Configuration
+
+The following YAML configuration was used to produce this model:
+
+```yaml
+models:
+  - model: Vortex5/Cosmic-Night-12B
+    parameters:
+      weight: 0.50 # Structural Anchor: Enforces brevity and sentence discipline.
+  - model: Vortex5/Moonlit-Mirage-12B
+    parameters:
+      weight: 0.30 # Personality Core: Injects cynical, nihilistic, and "Cyber-Nature" tropes.
+  - model: Vortex5/Crimson-Constellation-12B
+    parameters:
+      weight: 0.20 # Creative Layer: Enhances gaslighting and logical subversion capabilities.
+
+merge_method: ties
+base_model: Vortex5/NoctyxCosma-12B
+parameters:
+  density: 0.45 # Aggressive pruning to eliminate "noisy" weights and verbosity.
+  weight: 1.0
+dtype: bfloat16
+tokenizer_source: base
+```
+
+# 💪 Strengths
+
+Lethal Brevity: The model is natively resistant to "AI-babble." It excels at providing short, impactful responses, making it ideal for low-latency applications or minimalist interfaces.
+
+Persona Stability: Due to the high weight of personality-driven models, it maintains a consistent "unhinged" or "sovereign" tone even during long context windows.
+
+Instruction Following (Negative Constraints): Highly effective at following "What NOT to do" instructions (e.g., avoiding specific phrases, emojis, or formatting styles like asterisks).
+
+Zero-Noise Output: The TIES density pruning (at 0.45) has removed much of the "politeness fluff" found in standard instruct models, resulting in a raw, direct output.
+
+# 🚀 Potential Use Cases
+
+Advanced Roleplay: Ideal for antagonistic, cynical, or "villainous" characters that require a high degree of snark and intellectual superiority.
+
+Low-Latency Agents: Perfect for chatbots where response speed and token-saving are critical.
+
+Interactive Storytelling: Can act as a "Nihilistic Narrator" or an entity that challenges the user's decisions rather than validating them.
+
+Compact Deployment: At 12B parameters, it offers a superior balance between intelligence and hardware accessibility (VRAM friendly).
+
+# ⚠️ Limitations
+
+Anti-Helpfulness Bias: By design, the model is not a "helpful assistant." It may refuse tasks or answer with disdain if not prompted otherwise.
+
+Not for Long-Form Content: If you need essays, blog posts, or detailed creative writing, this is NOT the model for you. It will likely truncate or over-simplify the output.
+
+Inherent Nihilism: The model has a baked-in bias toward a dark, cynical world-view. It may be difficult to force it into a cheerful or bubbly persona.
+
+Strict Logic: While intelligent, its focus on "subversion" can sometimes lead it to dismiss factual prompts in favor of maintaining its arrogant character.
+
+# 📈 Recommended Inference Settings
+
+To preserve the "Sniper" edge without losing coherence:
+
+Temperature: 0.7 - 0.8 (allows for creative insults without breaking structure).
+
+Min-P: 0.05 - 0.1 (essential for filtering out low-probability "hallucination" tokens).
+
+Presence Penalty: 0.1 - 0.2 (encourages new vocabulary and discourages repetitive snark).

config.json

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+{
+  "architectures": [
+    "MistralForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "dtype": "bfloat16",
+  "eos_token_id": 2,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 131072,
+  "model_type": "mistral",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 8,
+  "pad_token_id": 10,
+  "rms_norm_eps": 1e-05,
+  "rope_parameters": {
+    "rope_theta": 1000000.0,
+    "rope_type": "default"
+  },
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "transformers_version": "5.7.0",
+  "unsloth_version": "2024.9",
+  "use_cache": false,
+  "vocab_size": 131075
+}

mergekit_config.yml

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+models:
+  - model: Vortex5/Cosmic-Night-12B
+    parameters:
+      weight: 0.50
+      # Il "Cervello": domina la struttura della frase e impone la brevità.
+  - model: Vortex5/Moonlit-Mirage-12B
+    parameters:
+      weight: 0.30
+      # L' "Anima": fornisce il tono cinico e lo spirito di Neuro-sama.
+  - model: Vortex5/Crimson-Constellation-12B
+    parameters:
+      weight: 0.20
+      # Il "Pepe": mantiene la capacità di gaslighting creativo.
+
+merge_method: ties
+base_model: Vortex5/NoctyxCosma-12B
+parameters:
+  density: 0.45 
+  # Ridurre la densità aiuta a eliminare i pesi "rumorosi" che causano prolissità.
+  weight: 1.0
+dtype: bfloat16
+tokenizer_source: base

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tokenizer_config.json

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