Text Generation
Transformers
Safetensors
llama
Merge
mergekit
Sakana-ai
Research-Made-Model
lazymergekit
finetuned
further-trained
roleplay
creative-writing
storytelling
character-ai
Guilherme34/Firefly
SicariusSicariiStuff/Impish_LLAMA_3B
conversational
text-generation-inference
Instructions to use Guilherme34/Firefly-V3.2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Guilherme34/Firefly-V3.2 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="Guilherme34/Firefly-V3.2") messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("Guilherme34/Firefly-V3.2") model = AutoModelForCausalLM.from_pretrained("Guilherme34/Firefly-V3.2", device_map="auto") messages = [ {"role": "user", "content": "Who are you?"}, ] inputs = tokenizer.apply_chat_template( messages, add_generation_prompt=True, tokenize=True, return_dict=True, return_tensors="pt", ).to(model.device) outputs = model.generate(**inputs, max_new_tokens=40) print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use Guilherme34/Firefly-V3.2 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "Guilherme34/Firefly-V3.2" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "Guilherme34/Firefly-V3.2", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/Guilherme34/Firefly-V3.2
- SGLang
How to use Guilherme34/Firefly-V3.2 with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "Guilherme34/Firefly-V3.2" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "Guilherme34/Firefly-V3.2", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "Guilherme34/Firefly-V3.2" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "Guilherme34/Firefly-V3.2", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use Guilherme34/Firefly-V3.2 with Docker Model Runner:
docker model run hf.co/Guilherme34/Firefly-V3.2
File size: 19,551 Bytes
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base_model:
- Guilherme34/Firefly-V2.5
tags:
- merge
- mergekit
- lazymergekit
- finetuned
- further-trained
- roleplay
- creative-writing
- storytelling
- character-ai
- Guilherme34/Firefly
- SicariusSicariiStuff/Impish_LLAMA_3B
library_name: transformers
---
<div align="center">
<div style="max-width:1040px;margin:0 auto;font-family:Inter,ui-sans-serif,system-ui,-apple-system,BlinkMacSystemFont,'Segoe UI',sans-serif;">
<div style="position:relative;overflow:hidden;background:radial-gradient(circle at 50% 0%,#4a2f68 0%,#172033 45%,#070a12 100%);border:1px solid #3b2f55;border-radius:30px;padding:58px 30px 46px;text-align:center;box-shadow:0 18px 80px rgba(2,6,23,.58);">
<svg width="104" height="104" viewBox="0 0 104 104" fill="none" style="margin-bottom:22px;">
<defs>
<linearGradient id="firefly_v3_gradient" x1="18" y1="10" x2="86" y2="94" gradientUnits="userSpaceOnUse">
<stop stop-color="#C084FC"/>
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</linearGradient>
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</radialGradient>
</defs>
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</path>
</svg>
<h1 style="margin:0;color:#ffffff;font-size:62px;line-height:1;font-weight:950;letter-spacing:-2px;">
Firefly-V3
</h1>
<p style="margin:20px auto 0;max-width:820px;color:#d8d3e7;font-size:19px;line-height:1.8;">
A heavily refined <strong>roleplay-first language model</strong>, built from a merge foundation and then pushed further through
<strong>additional training</strong>, <strong>fine-tuning</strong>, and <strong>style refinement</strong>.
</p>
<p style="margin:14px auto 0;max-width:780px;color:#f0abfc;font-size:16px;line-height:1.7;font-weight:800;">
My personal strongest roleplay model to date.
<a href="https://huggingface.co/mradermacher/Firefly-V3-GGUF">(btw if you need the GGUF: https://huggingface.co/mradermacher/Firefly-V3-GGUF)</a>
</p>
<div style="margin:32px auto 0;display:flex;flex-wrap:wrap;justify-content:center;align-items:center;gap:10px;max-width:940px;">
<span style="display:inline-flex;align-items:center;gap:8px;background:linear-gradient(180deg,#24162e,#111827);border:1px solid #613574;color:#f0abfc;padding:10px 17px;border-radius:999px;font-weight:800;box-shadow:inset 0 1px 0 rgba(255,255,255,.05);">
<svg width="17" height="17" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
<path d="M21 15a2 2 0 01-2 2H7l-4 4V5a2 2 0 012-2h14a2 2 0 012 2z"/>
<animate attributeName="opacity" values=".65;1;.65" dur="2.6s" repeatCount="indefinite"/>
</svg>
Roleplay
</span>
<span style="display:inline-flex;align-items:center;gap:8px;background:linear-gradient(180deg,#1f1b32,#111827);border:1px solid #4f46e5;color:#a5b4fc;padding:10px 17px;border-radius:999px;font-weight:800;box-shadow:inset 0 1px 0 rgba(255,255,255,.05);">
<svg width="17" height="17" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
<path d="M4 19.5A2.5 2.5 0 016.5 17H20"/>
<path d="M4 4.5A2.5 2.5 0 016.5 2H20v20H6.5A2.5 2.5 0 014 19.5z"/>
<animate attributeName="opacity" values=".6;1;.6" dur="3s" repeatCount="indefinite"/>
</svg>
Storytelling
</span>
<span style="display:inline-flex;align-items:center;gap:8px;background:linear-gradient(180deg,#182335,#111827);border:1px solid #315d7a;color:#7dd3fc;padding:10px 17px;border-radius:999px;font-weight:800;box-shadow:inset 0 1px 0 rgba(255,255,255,.05);">
<svg width="17" height="17" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
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<animateTransform attributeName="transform" type="translate" values="0 0;0 -1;0 0" dur="2s" repeatCount="indefinite"/>
</svg>
Character Acting
</span>
<span style="display:inline-flex;align-items:center;gap:8px;background:linear-gradient(180deg,#1c2518,#111827);border:1px solid #315f42;color:#86efac;padding:10px 17px;border-radius:999px;font-weight:800;box-shadow:inset 0 1px 0 rgba(255,255,255,.05);">
<svg width="17" height="17" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
<path d="M3 12h18"/>
<path d="M3 6h18"/>
<path d="M3 18h18"/>
<animate attributeName="opacity" values=".55;1;.55" dur="2.2s" repeatCount="indefinite"/>
</svg>
Long Chats
</span>
<span style="display:inline-flex;align-items:center;gap:8px;background:linear-gradient(180deg,#332117,#111827);border:1px solid #7c4a22;color:#fdba74;padding:10px 17px;border-radius:999px;font-weight:800;box-shadow:inset 0 1px 0 rgba(255,255,255,.05);">
<svg width="17" height="17" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
<path d="M12 20h9"/>
<path d="M16.5 3.5a2.1 2.1 0 013 3L7 19l-4 1 1-4 12.5-12.5z"/>
<animateTransform attributeName="transform" type="rotate" values="0 12 12;4 12 12;0 12 12;-4 12 12;0 12 12" dur="3s" repeatCount="indefinite"/>
</svg>
Creative Writing
</span>
<span style="display:inline-flex;align-items:center;gap:8px;background:linear-gradient(180deg,#171a35,#111827);border:1px solid #3f4a8a;color:#a5b4fc;padding:10px 17px;border-radius:999px;font-weight:800;box-shadow:inset 0 1px 0 rgba(255,255,255,.05);">
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<path d="M7 16h10"/>
<animate attributeName="opacity" values=".58;1;.58" dur="2s" repeatCount="indefinite"/>
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Fine-Tuned
</span>
<span style="display:inline-flex;align-items:center;gap:8px;background:linear-gradient(180deg,#181c28,#111827);border:1px solid #475569;color:#cbd5e1;padding:10px 17px;border-radius:999px;font-weight:800;box-shadow:inset 0 1px 0 rgba(255,255,255,.05);">
<svg width="17" height="17" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
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<path d="M9 9h6v6H9z"/>
<animateTransform attributeName="transform" type="scale" values="1;1.08;1" dur="2.8s" repeatCount="indefinite"/>
</svg>
Merge Foundation
</span>
</div>
</div>
</div>
</div>
---
<div align="center">
<img src="https://huggingface.co/Guilherme34/Firefly-V3/resolve/main/IMG_4815.png" alt="Firefly-V3 preview" style="max-width:1040px;width:100%;border-radius:26px;border:1px solid #334155;box-shadow:0 18px 70px rgba(2,6,23,.45);">
</div>
---
<div align="center">
<video src="https://huggingface.co/Guilherme34/Firefly-V3/resolve/main/copy_91FA56A8-D4E9-457D-BD2C-A011B8D8CD9D.mov" controls muted loop style="max-width:1040px;width:100%;border-radius:26px;border:1px solid #334155;box-shadow:0 18px 70px rgba(2,6,23,.45);">
</video>
</div>
---
<div style="max-width:1040px;margin:0 auto;font-family:Inter,ui-sans-serif,system-ui,-apple-system,BlinkMacSystemFont,'Segoe UI',sans-serif;">
<div style="background:linear-gradient(180deg,#101827,#0b101b);border:1px solid #334155;border-radius:24px;padding:30px;margin:26px auto;box-shadow:0 12px 48px rgba(2,6,23,.35);">
<h2 style="margin:0 0 16px;color:#ffffff;display:flex;align-items:center;gap:12px;">
<svg width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="#c084fc" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
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</svg>
About Firefly-V3
</h2>
<p style="color:#cbd5e1;line-height:1.8;font-size:16px;">
<strong>Firefly-V3</strong> is a heavily refined roleplay model created from a merge foundation and then improved through
additional training, fine-tuning, and roleplay-focused behavioral shaping.
</p>
<p style="color:#cbd5e1;line-height:1.8;font-size:16px;">
The model was built to deliver stronger character presence, more natural dialogue, better scene flow, and more enjoyable
long-form roleplay conversations. The merge is only part of its origin. Firefly-V3's final behavior comes from the extra
training and refinement applied after that foundation.
</p>
<p style="color:#f0abfc;line-height:1.8;font-size:16px;font-weight:800;margin-bottom:0;">
I personally consider Firefly-V3 the best roleplay model I have made so far.
</p>
</div>
---
<div style="display:grid;grid-template-columns:repeat(auto-fit,minmax(235px,1fr));gap:16px;margin:26px auto;">
<div style="background:linear-gradient(180deg,#24162e,#0b101b);border:1px solid #613574;border-radius:22px;padding:24px;box-shadow:0 10px 32px rgba(2,6,23,.25);">
<h3 style="margin:0 0 12px;color:#f0abfc;display:flex;align-items:center;gap:10px;">
<svg width="22" height="22" viewBox="0 0 24 24" fill="none" stroke="#f0abfc" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
<path d="M21 15a2 2 0 01-2 2H7l-4 4V5a2 2 0 012-2h14a2 2 0 012 2z"/>
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</svg>
Roleplay First
</h3>
<p style="margin:0;color:#cbd5e1;line-height:1.75;">
Designed around immersive character interaction, emotional pacing, scene continuity, and expressive dialogue.
</p>
</div>
<div style="background:linear-gradient(180deg,#1f1b32,#0b101b);border:1px solid #4f46e5;border-radius:22px;padding:24px;box-shadow:0 10px 32px rgba(2,6,23,.25);">
<h3 style="margin:0 0 12px;color:#a5b4fc;display:flex;align-items:center;gap:10px;">
<svg width="22" height="22" viewBox="0 0 24 24" fill="none" stroke="#a5b4fc" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
<path d="M4 19.5A2.5 2.5 0 016.5 17H20"/>
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<animate attributeName="opacity" values=".6;1;.6" dur="3s" repeatCount="indefinite"/>
</svg>
Further Trained
</h3>
<p style="margin:0;color:#cbd5e1;line-height:1.75;">
Firefly-V3 was not released as a raw merge. It was further trained and refined to shape its final personality and RP behavior.
</p>
</div>
<div style="background:linear-gradient(180deg,#182335,#0b101b);border:1px solid #315d7a;border-radius:22px;padding:24px;box-shadow:0 10px 32px rgba(2,6,23,.25);">
<h3 style="margin:0 0 12px;color:#7dd3fc;display:flex;align-items:center;gap:10px;">
<svg width="22" height="22" viewBox="0 0 24 24" fill="none" stroke="#7dd3fc" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
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</svg>
Character Presence
</h3>
<p style="margin:0;color:#cbd5e1;line-height:1.75;">
Built to make characters feel more distinct, expressive, and consistent across longer chats.
</p>
</div>
<div style="background:linear-gradient(180deg,#332117,#0b101b);border:1px solid #7c4a22;border-radius:22px;padding:24px;box-shadow:0 10px 32px rgba(2,6,23,.25);">
<h3 style="margin:0 0 12px;color:#fdba74;display:flex;align-items:center;gap:10px;">
<svg width="22" height="22" viewBox="0 0 24 24" fill="none" stroke="#fdba74" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
<path d="M12 20h9"/>
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</svg>
Creative Writing
</h3>
<p style="margin:0;color:#cbd5e1;line-height:1.75;">
Strong for prose, atmosphere, dialogue, character descriptions, and interactive fiction.
</p>
</div>
</div>
---
<div style="background:radial-gradient(circle at top left,rgba(192,132,252,.18),transparent 36%),linear-gradient(135deg,#141b2b,#1e293b);border:1px solid #475569;border-radius:26px;padding:32px;margin:26px auto;box-shadow:0 16px 60px rgba(2,6,23,.38);">
<h2 style="margin:0 0 16px;color:#ffffff;display:flex;align-items:center;gap:12px;">
<svg width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="#f0abfc" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
<path d="M12 20h9"/>
<path d="M16.5 3.5a2.1 2.1 0 013 3L7 19l-4 1 1-4 12.5-12.5z"/>
<animate attributeName="opacity" values=".58;1;.58" dur="2.4s" repeatCount="indefinite"/>
</svg>
Best For
</h2>
<div style="display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:12px;">
<div style="background:rgba(15,23,42,.72);border:1px solid rgba(148,163,184,.22);border-radius:18px;padding:16px;">
<div style="color:#ffffff;font-weight:900;">Roleplay chats</div>
<div style="color:#94a3b8;line-height:1.6;margin-top:5px;">Character-driven conversations and interactive scenes.</div>
</div>
<div style="background:rgba(15,23,42,.72);border:1px solid rgba(148,163,184,.22);border-radius:18px;padding:16px;">
<div style="color:#ffffff;font-weight:900;">Character cards</div>
<div style="color:#94a3b8;line-height:1.6;margin-top:5px;">Bots with personality, style, and scene memory.</div>
</div>
<div style="background:rgba(15,23,42,.72);border:1px solid rgba(148,163,184,.22);border-radius:18px;padding:16px;">
<div style="color:#ffffff;font-weight:900;">Creative writing</div>
<div style="color:#94a3b8;line-height:1.6;margin-top:5px;">Narration, dialogue, atmosphere, and prose.</div>
</div>
<div style="background:rgba(15,23,42,.72);border:1px solid rgba(148,163,184,.22);border-radius:18px;padding:16px;">
<div style="color:#ffffff;font-weight:900;">Long scenes</div>
<div style="color:#94a3b8;line-height:1.6;margin-top:5px;">Extended interactions that need pacing and continuity.</div>
</div>
</div>
</div>
---
<div style="background:linear-gradient(180deg,#101827,#0b101b);border-left:5px solid #c084fc;border-radius:0 22px 22px 0;padding:28px;margin:26px auto;box-shadow:0 12px 48px rgba(2,6,23,.32);">
<h2 style="margin:0 0 16px;color:#ffffff;display:flex;align-items:center;gap:12px;">
<svg width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="#c084fc" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
<path d="M8 3H5a2 2 0 00-2 2v3"/>
<path d="M16 3h3a2 2 0 012 2v3"/>
<path d="M8 21H5a2 2 0 01-2-2v-3"/>
<path d="M16 21h3a2 2 0 002-2v-3"/>
<path d="M9 9h6v6H9z"/>
<animateTransform attributeName="transform" type="scale" values="1;1.08;1" dur="2.8s" repeatCount="indefinite"/>
</svg>
Training and Model Lineage
</h2>
<p style="color:#cbd5e1;line-height:1.8;font-size:16px;">
Firefly-V3 began from <strong>Guilherme34/Firefly-V2.5</strong> and merge components including
<strong>SicariusSicariiStuff/Impish_LLAMA_3B</strong>, but it did not stop there.
</p>
<p style="color:#cbd5e1;line-height:1.8;font-size:16px;">
After the merge foundation, the model went through additional training and fine-tuning to improve roleplay behavior,
character voice, response style, dialogue quality, and long-form scene handling.
</p>
<p style="color:#cbd5e1;line-height:1.8;font-size:16px;margin-bottom:0;">
The merge defines part of the model's ancestry. The final Firefly-V3 experience comes from the further training and refinement
done after that stage.
</p>
</div>
---
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<h2 style="margin:0 0 16px;color:#ffffff;display:flex;align-items:center;gap:12px;">
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Attribution
</h2>
<p style="color:#cbd5e1;line-height:1.8;font-size:16px;">
<strong>Model:</strong> Firefly-V3<br>
<strong>Author:</strong> Guilherme34
</p>
<p style="color:#cbd5e1;line-height:1.8;font-size:16px;">
<strong>Base:</strong> Guilherme34/Firefly-V2.5<br>
<strong>Merge Component:</strong> SicariusSicariiStuff/Impish_LLAMA_3B
</p>
<p style="color:#cbd5e1;line-height:1.8;font-size:16px;margin-bottom:0;">
This model is part of the Firefly family and was further trained and refined for users who want a stronger,
more immersive roleplay experience.
</p>
</div>
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<strong>⚠️ Disclaimer</strong>
<p style="color: #8888a0; font-size: 14px; margin: 8px 0 0 0;">This model is <strong>uncensored</strong> and will generate content without built-in refusals. It is intended for <strong>creative fiction and roleplay between consenting adults.</strong> The creator is not responsible for how the model is used. Do not use it to produce content that is illegal in your jurisdiction.</p>
</div>
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<h3 style="color:#ffffff;margin:0;font-size:24px;">
Firefly-V3
</h3>
<p style="color:#cbd5e1;line-height:1.8;max-width:720px;margin:14px auto 0;font-size:16px;">
A further-trained and fine-tuned Firefly model built for expressive characters, creative scenes, and long-form roleplay.
</p>
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