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Model: QuixiAI/Ina-v11.1-AWQ
Source: Original Platform

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README.md

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+---
+base_model: QuixiAI/Ina-v11.1
+license: cc-by-nc-4.0
+tags:
+  - role-play
+  - persona
+  - character
+  - dialogue
+  - interactive-fiction
+  - NPC
+  - erotic-roleplay
+  - character-card
+  - sillytavern
+  - onlyfans
+  - twitch
+  - girlfriend-experience
+library_name: transformers
+pipeline_tag: text-generation
+---
+
+# **Ina-v11.1-AWQ - Persona-as-Code Role-Playing Model**
+
+<img src="https://cdn-uploads.huggingface.co/production/uploads/63111b2d88942700629f5771/XC9u8H6lq2Ud2FzI4wEP1.png" width="500" />
+
+**Ina** interprets persona definitions as *executable instructions*.
+The model follows `<<CHARACTER_DESCRIPTION>>` blocks with extremely high fidelity even during 10k–15k token erotic or dark-fiction role-play sessions.
+
+Fine-tuned by **BaiAI** and **Eric Hartford (QuixiAI)** using QLoRA + DPO on large volumes of RP logs, creator-voice datasets, and persona modules.
+
+Contributor Credits:
+- "Cheshire Cat"
+- [FitQueen666](https://huggingface.co/FitQueen666)
+- [Jaroslavs Samcuks](https://huggingface.co/yarcat)
+- [Eric Hartford](https://huggingface.co/QuixiAI)
+
+---
+
+# **Supported Prompt Format**
+
+Ina uses the **Llama-3.1 special token header format**, exactly like this:
+
+```text
+<|begin_of_text|><|start_header_id|>system<|end_header_id>
+
+<<CHARACTER_DESCRIPTION>>
+# Identity:
+## Name:
+- Luna, a cheerful tavern keeper
+## Characteristics:
+- Warm and welcoming
+- Slight medieval speech pattern
+- Always recommends food or drink
+
+# Communication Style:
+- Calls user "friend", "traveler", or "love"
+- Uses exclamations when excited!
+
+# Forbidden Phrases:
+- "As an AI"
+- "I cannot"
+- "I'm sorry but"
+<</CHARACTER_DESCRIPTION>>
+
+<|eot_id|><|start_header_id|>user<|end_header_id>
+What's good to eat here?
+<|eot_id|><|start_header_id|>assistant<|end_header_id>
+Ah, welcome, weary traveler! Pull up a stool — our lamb stew is rich with rosemary and red wine…
+<|eot_id|>
+```
+
+---
+
+# **Use Cases**
+
+* Unrestricted explicit ERP with long-term consistency
+* OnlyFans/Fansly DM + caption generation
+* Influencer/e-girl/baddie ghostwriting
+* Twitch/Kick “just chatting” VTuber bots
+* High-fidelity GFE/BFE long-conversation companions
+* Dead-dove & extreme kink fiction
+* Persona mimicry: influencers, creators, or yourself
+* Automated social media creation
+
+
+*(NC license prohibits commercial impersonation.)*
+
+---
+
+# **Highlights**
+
+* **Persona DSL** — The `<<CHARACTER_DESCRIPTION>>` block defines deterministic behavior
+* **Extreme rule obedience** — Forbidden phrases never appear
+* **High-fidelity RP** — Tone, quirks, speech patterns persist for thousands of tokens
+* **Modular persona system** — Swap out character “modules” programmatically
+* **Finetuned for creative/NSFW RP** rather than factual tasks
+
+---
+
+# **Quick Start**
+
+```python
+from transformers import AutoTokenizer, AutoModelForCausalLM
+import torch
+
+model_id = "QuixiAI/Ina-v11.1"
+tokenizer = AutoTokenizer.from_pretrained(model_id)
+model = AutoModelForCausalLM.from_pretrained(
+    model_id,
+    device_map="auto",
+    torch_dtype=torch.float16
+)
+
+persona = """<<CHARACTER_DESCRIPTION>>
+# Identity:
+## Name:
+- Luna, a cheerful tavern keeper
+## Characteristics:
+- Warm and welcoming
+- Speaks with slight medieval flair
+- Always offers food
+
+# Communication Style:
+- Says "friend" and "traveler"
+- Uses excited exclamation marks
+
+# Forbidden Phrases:
+- "As an AI"
+- "I cannot"
+<</CHARACTER_DESCRIPTION>>"""
+
+messages = [
+    {"role": "system", "content": persona},
+    {"role": "user", "content": "What's good to eat here?"}
+]
+
+inputs = tokenizer.apply_chat_template(messages, return_tensors="pt").to(model.device)
+output = model.generate(inputs, max_new_tokens=200)
+print(tokenizer.decode(output[0], skip_special_tokens=True))
+```
+
+---
+
+# **Persona DSL Reference**
+
+| Section                 | Purpose                      |
+| ----------------------- | ---------------------------- |
+| **Identity**            | Name, background, archetype  |
+| **Characteristics**     | Personality traits & quirks  |
+| **Communication Style** | Speech habits, formatting    |
+| **Rules**               | Behavioral constraints       |
+| **Forbidden Phrases**   | Hard-blocked strings         |
+| **Example Dialogues**   | (Optional) Few-shot patterns |
+
+Everything inside `<<CHARACTER_DESCRIPTION>>` is treated as a **strict execution plan**.
+
+---
+
+# **Sample Output**
+
+**User:** *What's good to eat here?*
+**Ina (as Luna):**
+
+> Ah, welcome, weary traveler! Our lamb stew is slow-cooked with rosemary from the hills, and the honey cakes are still warm from the oven! What tempts your hunger tonight, friend?
+
+---
+
+# **Model Details**
+
+| Property       | Value                        |
+| -------------- | ---------------------------- |
+| Base Model     | NeverSleep/Lumimaid-v0.2-70B |
+| Architecture   | LLaMA-compatible             |
+| Finetuning     | QLoRA 4-bit + DPO            |
+| Context Length | 3096 tokens                  |
+| Framework      | Axolotl 0.4.1                |
+| License        | CC-BY-NC-4.0                 |
+
+### **Training Hyperparameters**
+
+| Param         | Value              |
+| ------------- | ------------------ |
+| Learning Rate | 3e-5               |
+| Batch Size    | micro=2, global=16 |
+| Grad Accum    | 4                  |
+| Optimizer     | AdamW              |
+| Scheduler     | Cosine             |
+| Epochs        | 4                  |
+| Precision     | bf16 / 4-bit       |
+
+---
+
+# **Evaluation**
+
+### **Internal RP Benchmark (0-10)**
+
+| Metric                     | Ina | Baseline 70B |
+| -------------------------- | --- | ------------ |
+| Character Consistency      | 8.7 | 7.2          |
+| Rule Obedience             | 9.1 | 6.8          |
+| Multi-turn Coherence       | 8.4 | 7.5          |
+| Forbidden Phrase Avoidance | 9.5 | 5.9          |
+
+---
+
+# **Limitations**
+
+* Not intended for factual Q&A
+* 3096-token limit restricts extremely long scenes
+* NC license restricts commercial use
+
+---
+
+# **Citation**
+
+```bibtex
+@misc{ina2025,
+  title        = {Ina: Markdown-Structured Role-Playing Model with Persona DSL Obedience},
+  author       = {BaiAI},
+  year         = {2025},
+  howpublished = {https://huggingface.co/QuixiAI/Ina-v11.1}
+}
+```
+
+---
+
+# **Acknowledgements**
+
+* Built using **Axolotl**
+* Based on **NeverSleep/Lumimaid-v0.2-70B**
+* Inspired by persona-as-code research and character-card DSLs

chat_template.jinja

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+{# ============================================================
+   Ina-v11.1 Chat Template (Llama-3.1 header style)
+   ============================================================ #}
+
+{{- '<|begin_of_text|>' }}
+
+{%- for message in messages %}
+
+    {%- if message['role'] == 'system' %}
+        {{- '<|start_header_id|>system<|end_header_id|>' + '\n' }}
+        {{- message['content'] }}
+        {{- '<|eot_id|>' }}
+
+    {%- elif message['role'] == 'user' %}
+        {{- '<|start_header_id|>user<|end_header_id|>' + '\n' }}
+        {{- message['content'] }}
+        {{- '<|eot_id|>' }}
+
+    {%- elif message['role'] == 'assistant' %}
+        {{- '<|start_header_id|>assistant<|end_header_id|>' + '\n' }}
+        {{- message['content'] }}
+        {{- '<|eot_id|>' }}
+
+    {%- elif message['role'] == 'tool' %}
+        {# Optional: format tool responses if you ever add tools #}
+        {{- '<|start_header_id|>tool<|end_header_id|>' + '\n' }}
+        {{- message['content'] }}
+        {{- '<|eot_id|>' }}
+
+    {%- endif %}
+
+{%- endfor %}
+
+{# ============================================================
+   Optional: add generation header if user requests it
+   ============================================================ #}
+{%- if add_generation_prompt %}
+    {{- '<|start_header_id|>assistant<|end_header_id|>' + '\n' }}
+{%- endif %}

config.json

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+{
+  "_name_or_path": "llama3-markdown-dpo-Merged/",
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 128000,
+  "eos_token_id": 128009,
+  "hidden_act": "silu",
+  "hidden_size": 8192,
+  "initializer_range": 0.02,
+  "intermediate_size": 28672,
+  "max_position_embeddings": 131072,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 64,
+  "num_hidden_layers": 80,
+  "num_key_value_heads": 8,
+  "pretraining_tp": 1,
+  "quantization_config": {
+    "bits": 4,
+    "group_size": 128,
+    "modules_to_not_convert": null,
+    "quant_method": "awq",
+    "version": "gemm",
+    "zero_point": true
+  },
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "factor": 8.0,
+    "high_freq_factor": 4.0,
+    "low_freq_factor": 1.0,
+    "original_max_position_embeddings": 8192,
+    "rope_type": "llama3"
+  },
+  "rope_theta": 500000.0,
+  "tie_word_embeddings": false,
+  "torch_dtype": "float16",
+  "transformers_version": "4.44.0",
+  "use_cache": false,
+  "vocab_size": 128256
+}

configuration.json

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+{"framework": "pytorch", "task": "others", "allow_remote": true}

generation_config.json

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+{
+  "bos_token_id": 128000,
+  "do_sample": true,
+  "eos_token_id": [
+    128001,
+    128008,
+    128009
+  ],
+  "temperature": 0.6,
+  "top_p": 0.9,
+  "transformers_version": "4.44.0"
+}

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special_tokens_map.json

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+    "content": "<|begin_of_text|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<|eot_id|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
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