Instructions to use Vortex5/G4-Starry-Ocean-12B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Vortex5/G4-Starry-Ocean-12B with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-text-to-text", model="Vortex5/G4-Starry-Ocean-12B") messages = [ { "role": "user", "content": [ {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"}, {"type": "text", "text": "What animal is on the candy?"} ] }, ] pipe(text=messages)# Load model directly from transformers import AutoProcessor, AutoModelForMultimodalLM processor = AutoProcessor.from_pretrained("Vortex5/G4-Starry-Ocean-12B") model = AutoModelForMultimodalLM.from_pretrained("Vortex5/G4-Starry-Ocean-12B", device_map="auto") messages = [ { "role": "user", "content": [ {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"}, {"type": "text", "text": "What animal is on the candy?"} ] }, ] inputs = processor.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(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use Vortex5/G4-Starry-Ocean-12B with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "Vortex5/G4-Starry-Ocean-12B" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "Vortex5/G4-Starry-Ocean-12B", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }'Use Docker
docker model run hf.co/Vortex5/G4-Starry-Ocean-12B
- SGLang
How to use Vortex5/G4-Starry-Ocean-12B 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 "Vortex5/G4-Starry-Ocean-12B" \ --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": "Vortex5/G4-Starry-Ocean-12B", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }'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 "Vortex5/G4-Starry-Ocean-12B" \ --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": "Vortex5/G4-Starry-Ocean-12B", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }' - Docker Model Runner
How to use Vortex5/G4-Starry-Ocean-12B with Docker Model Runner:
docker model run hf.co/Vortex5/G4-Starry-Ocean-12B
Update README.md
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README.md
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- roleplay
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license: apache-2.0
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---
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```yaml
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base_model: google/gemma-4-12B-it
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models:
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- model: UnstableLlama/Semancer-12B
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out_dtype: bfloat16
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tokenizer:
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source: union
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- roleplay
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license: apache-2.0
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| 12 |
---
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+
<section class="container">
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<div class="starfield"></div>
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<div class="header">
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<h1 class="title">G4-Starry-Ocean-12B</h1>
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</div>
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<div class="image-box">
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<img src="cover.png">
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</div>
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<div class="divider"></div>
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<section class="card">
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<h2 class="card-title">Overview</h2>
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<p>
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<strong class="highlight">G4-Starry-Ocean-12B</strong> was created through a
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merge combining
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<a href="google/gemma-4-12B-it" class="link">gemma-4-12B-it</a>,
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<a href="https://huggingface.co/UnstableLlama/Semancer-12B" class="link">Semancer-12B</a>,
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and
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<a href="https://huggingface.co/ewald1976/G4-12B-Station-Keeper" class="link">G4-12B-Station-Keeper</a>, using a custom method.
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</p>
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<details class="config">
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<summary>Merge configuration</summary>
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<pre>
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base_model: google/gemma-4-12B-it
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models:
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- model: UnstableLlama/Semancer-12B
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out_dtype: bfloat16
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tokenizer:
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source: union
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</pre>
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</details>
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</section>
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<section class="card">
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<h2 class="card-title">Intended Use</h2>
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<div class="grid">
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<div class="tile">
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<span class="tile-main">Storytelling</span>
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<span class="tile-sub">Structured long-form narrative</span>
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</div>
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<div class="tile">
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<span class="tile-main">Roleplay</span>
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<span class="tile-sub">Emotion-forward interaction</span>
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</div>
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<div class="tile">
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<span class="tile-main">Creative Writing</span>
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<span class="tile-sub">Atmospheric fiction</span>
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</div>
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</div>
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</section>
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<div class="divider"></div>
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<div class="wave">
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<svg viewBox="0 0 1200 55" preserveAspectRatio="none">
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<path d="M0,26 C240,55 420,5 650,26 C870,50 1050,8 1200,26 L1200,55 L0,55 Z" fill="#00f0ff" opacity="0.18"/>
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<path d="M0,30 C300,52 500,8 750,30 C950,48 1100,12 1200,30 L1200,55 L0,55 Z" fill="#00d4ff" opacity="0.12"/>
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</svg>
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</div>
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</section>
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<style>
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.container {
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--bg: #0f1f4a;
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--panel: #1a2f6b;
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--glass: rgba(255,255,255,0.06);
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--text: #f0f9ff;
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--text-soft: rgba(240,249,255,0.7);
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--accent: #00f0ff;
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--accent2: #00d4ff;
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--grad: linear-gradient(90deg, #00f0ff, #40e0ff, #ffffff);
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position: relative;
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overflow: hidden;
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max-width: 1100px;
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margin: 50px auto;
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padding: 52px 50px;
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border-radius: 24px;
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background:
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radial-gradient(circle at 20% 10%, rgba(0,240,255,0.18), transparent 45%),
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radial-gradient(circle at 80% 90%, rgba(0,212,255,0.12), transparent 50%),
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linear-gradient(180deg, #0f1f4a 0%, #162a5e 100%);
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color: var(--text);
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font-family: system-ui, -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, sans-serif;
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display: flex;
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flex-direction: column;
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gap: 42px;
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}
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.starfield {
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position: absolute;
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inset: 0;
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pointer-events: none;
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z-index: 0;
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background: transparent;
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box-shadow:
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80px 60px 0 1.5px #00f0ff,
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180px 140px 0 2px rgba(255,255,255,0.9),
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320px 40px 0 1.5px #00d4ff,
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410px 190px 0 2px rgba(255,255,255,0.75),
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520px 95px 0 1.5px #00f0ff,
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640px 210px 0 2px rgba(255,255,255,0.8),
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760px 55px 0 1.5px #00d4ff,
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880px 165px 0 2px rgba(255,255,255,0.7),
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980px 110px 0 1.5px #00f0ff,
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110px 280px 0 2px rgba(255,255,255,0.85),
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290px 320px 0 1.5px #00d4ff,
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470px 260px 0 2px rgba(255,255,255,0.75),
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650px 300px 0 1.5px #00f0ff,
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830px 270px 0 2px rgba(255,255,255,0.8),
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1010px 310px 0 1.5px #00d4ff;
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}
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.header {
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text-align: center;
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border-bottom: 1px solid rgba(255,255,255,0.1);
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padding-bottom: 18px;
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position: relative;
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z-index: 1;
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}
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.title {
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margin: 0;
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font-size: clamp(1.75rem, 4.5vw, 3rem);
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line-height: 1.1;
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font-weight: 900;
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letter-spacing: 0.08em;
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font-family: "Trebuchet MS", "Lucida Grande", "Arial Black", system-ui, sans-serif;
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background: var(--grad);
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-webkit-background-clip: text;
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background-clip: text;
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color: transparent;
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-webkit-text-stroke: 1.8px rgba(0, 240, 255, 0.65);
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text-shadow:
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0 0 10px rgba(0,240,255,0.6),
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0 0 25px rgba(0,212,255,0.4),
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0 4px 12px rgba(0,0,0,0.5);
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}
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.image-box {
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display: flex;
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justify-content: center;
|
| 168 |
+
position: relative;
|
| 169 |
+
z-index: 1;
|
| 170 |
+
}
|
| 171 |
+
|
| 172 |
+
.image-box img {
|
| 173 |
+
width: 100%;
|
| 174 |
+
max-width: 980px;
|
| 175 |
+
border-radius: 20px;
|
| 176 |
+
border: 2px solid rgba(0,240,255,0.25);
|
| 177 |
+
box-shadow:
|
| 178 |
+
0 25px 70px rgba(0,0,0,0.65),
|
| 179 |
+
0 0 30px rgba(0,240,255,0.2);
|
| 180 |
+
transition: transform 0.35s cubic-bezier(0.23, 1, 0.32, 1),
|
| 181 |
+
box-shadow 0.35s ease;
|
| 182 |
+
}
|
| 183 |
+
|
| 184 |
+
.image-box img:hover {
|
| 185 |
+
transform: scale(1.018) translateY(-4px);
|
| 186 |
+
box-shadow:
|
| 187 |
+
0 35px 90px rgba(0,0,0,0.7),
|
| 188 |
+
0 0 45px rgba(0,240,255,0.35);
|
| 189 |
+
}
|
| 190 |
+
|
| 191 |
+
.divider {
|
| 192 |
+
height: 3px;
|
| 193 |
+
width: 100%;
|
| 194 |
+
background: var(--grad);
|
| 195 |
+
opacity: 0.85;
|
| 196 |
+
border-radius: 3px;
|
| 197 |
+
position: relative;
|
| 198 |
+
z-index: 1;
|
| 199 |
+
}
|
| 200 |
+
|
| 201 |
+
.card {
|
| 202 |
+
background: var(--panel);
|
| 203 |
+
padding: 30px 34px;
|
| 204 |
+
border-radius: 20px;
|
| 205 |
+
border: 1px solid rgba(0,240,255,0.15);
|
| 206 |
+
box-shadow:
|
| 207 |
+
0 15px 40px rgba(0,0,0,0.5),
|
| 208 |
+
inset 0 1px 0 rgba(255,255,255,0.08);
|
| 209 |
+
position: relative;
|
| 210 |
+
z-index: 1;
|
| 211 |
+
transition: transform 0.2s ease, box-shadow 0.2s ease;
|
| 212 |
+
}
|
| 213 |
+
|
| 214 |
+
.card:hover {
|
| 215 |
+
box-shadow:
|
| 216 |
+
0 20px 50px rgba(0,0,0,0.55),
|
| 217 |
+
0 0 25px rgba(0,240,255,0.15);
|
| 218 |
+
}
|
| 219 |
+
|
| 220 |
+
.card-title {
|
| 221 |
+
margin: 0 0 16px;
|
| 222 |
+
font-size: 1.3rem;
|
| 223 |
+
text-transform: uppercase;
|
| 224 |
+
letter-spacing: 0.1em;
|
| 225 |
+
font-weight: 700;
|
| 226 |
+
background: var(--grad);
|
| 227 |
+
-webkit-background-clip: text;
|
| 228 |
+
background-clip: text;
|
| 229 |
+
color: transparent;
|
| 230 |
+
text-shadow: 0 0 12px rgba(0,240,255,0.4);
|
| 231 |
+
}
|
| 232 |
+
|
| 233 |
+
.card p {
|
| 234 |
+
margin: 12px 0;
|
| 235 |
+
line-height: 1.8;
|
| 236 |
+
}
|
| 237 |
+
|
| 238 |
+
.highlight {
|
| 239 |
+
color: #00f0ff;
|
| 240 |
+
font-weight: 800;
|
| 241 |
+
text-shadow: 0 0 8px rgba(0,240,255,0.5);
|
| 242 |
+
}
|
| 243 |
+
|
| 244 |
+
.link {
|
| 245 |
+
color: #00d4ff;
|
| 246 |
+
text-decoration: none;
|
| 247 |
+
font-weight: 600;
|
| 248 |
+
transition: all 0.2s ease;
|
| 249 |
+
}
|
| 250 |
+
|
| 251 |
+
.link:hover {
|
| 252 |
+
color: #ffffff;
|
| 253 |
+
text-shadow: 0 0 10px #00d4ff;
|
| 254 |
+
}
|
| 255 |
+
|
| 256 |
+
.config {
|
| 257 |
+
margin-top: 22px;
|
| 258 |
+
border: 1px solid rgba(0,240,255,0.2);
|
| 259 |
+
border-radius: 14px;
|
| 260 |
+
overflow: hidden;
|
| 261 |
+
background: rgba(0,0,0,0.35);
|
| 262 |
+
}
|
| 263 |
+
|
| 264 |
+
.config summary {
|
| 265 |
+
padding: 13px 18px;
|
| 266 |
+
cursor: pointer;
|
| 267 |
+
font-size: 0.85rem;
|
| 268 |
+
font-weight: 700;
|
| 269 |
+
letter-spacing: 0.09em;
|
| 270 |
+
text-transform: uppercase;
|
| 271 |
+
background: rgba(0,240,255,0.1);
|
| 272 |
+
color: #00f0ff;
|
| 273 |
+
transition: background 0.2s ease;
|
| 274 |
+
}
|
| 275 |
+
|
| 276 |
+
.config summary:hover {
|
| 277 |
+
background: rgba(0,212,255,0.15);
|
| 278 |
+
}
|
| 279 |
+
|
| 280 |
+
.config pre {
|
| 281 |
+
margin: 0;
|
| 282 |
+
padding: 18px;
|
| 283 |
+
font-family: ui-monospace, SFMono-Regular, Menlo, Consolas, monospace;
|
| 284 |
+
font-size: 0.85rem;
|
| 285 |
+
line-height: 1.55;
|
| 286 |
+
overflow-x: auto;
|
| 287 |
+
background: rgba(0,0,0,0.45);
|
| 288 |
+
color: #e0f2fe;
|
| 289 |
+
border-top: 1px solid rgba(0,240,255,0.15);
|
| 290 |
+
}
|
| 291 |
+
|
| 292 |
+
.grid {
|
| 293 |
+
display: flex;
|
| 294 |
+
gap: 18px;
|
| 295 |
+
flex-wrap: wrap;
|
| 296 |
+
margin-top: 18px;
|
| 297 |
+
}
|
| 298 |
+
|
| 299 |
+
.tile {
|
| 300 |
+
flex: 1 1 180px;
|
| 301 |
+
padding: 22px 18px;
|
| 302 |
+
border-radius: 16px;
|
| 303 |
+
background: rgba(255,255,255,0.05);
|
| 304 |
+
border: 1px solid rgba(0,240,255,0.2);
|
| 305 |
+
text-align: center;
|
| 306 |
+
transition: all 0.3s cubic-bezier(0.23, 1.0, 0.32, 1);
|
| 307 |
+
position: relative;
|
| 308 |
+
overflow: hidden;
|
| 309 |
+
}
|
| 310 |
+
|
| 311 |
+
.tile::before {
|
| 312 |
+
content: '';
|
| 313 |
+
position: absolute;
|
| 314 |
+
top: -50%;
|
| 315 |
+
left: -50%;
|
| 316 |
+
width: 200%;
|
| 317 |
+
height: 200%;
|
| 318 |
+
background: linear-gradient(
|
| 319 |
+
45deg,
|
| 320 |
+
transparent,
|
| 321 |
+
rgba(0,240,255,0.15),
|
| 322 |
+
transparent
|
| 323 |
+
);
|
| 324 |
+
transform: translateX(-100%);
|
| 325 |
+
transition: transform 0.6s;
|
| 326 |
+
}
|
| 327 |
+
|
| 328 |
+
.tile:hover::before {
|
| 329 |
+
transform: translateX(100%);
|
| 330 |
+
}
|
| 331 |
+
|
| 332 |
+
.tile:hover {
|
| 333 |
+
transform: translateY(-8px) scale(1.02);
|
| 334 |
+
border-color: #00f0ff;
|
| 335 |
+
box-shadow:
|
| 336 |
+
0 20px 40px rgba(0,0,0,0.5),
|
| 337 |
+
0 0 25px rgba(0,240,255,0.35);
|
| 338 |
+
background: rgba(0,240,255,0.08);
|
| 339 |
+
}
|
| 340 |
+
|
| 341 |
+
.tile-main {
|
| 342 |
+
display: block;
|
| 343 |
+
font-weight: 800;
|
| 344 |
+
letter-spacing: 0.09em;
|
| 345 |
+
text-transform: uppercase;
|
| 346 |
+
color: #00f0ff;
|
| 347 |
+
margin-bottom: 6px;
|
| 348 |
+
font-size: 0.97rem;
|
| 349 |
+
text-shadow: 0 0 8px rgba(0,240,255,0.4);
|
| 350 |
+
}
|
| 351 |
+
|
| 352 |
+
.tile-sub {
|
| 353 |
+
font-size: 0.92rem;
|
| 354 |
+
color: var(--text-soft);
|
| 355 |
+
line-height: 1.5;
|
| 356 |
+
}
|
| 357 |
+
|
| 358 |
+
.wave {
|
| 359 |
+
position: absolute;
|
| 360 |
+
bottom: 0;
|
| 361 |
+
left: 0;
|
| 362 |
+
width: 100%;
|
| 363 |
+
height: 55px;
|
| 364 |
+
z-index: 0;
|
| 365 |
+
pointer-events: none;
|
| 366 |
+
opacity: 0.95;
|
| 367 |
+
}
|
| 368 |
|
| 369 |
+
@media (max-width: 640px) {
|
| 370 |
+
.container {
|
| 371 |
+
padding: 34px 24px;
|
| 372 |
+
margin: 30px 16px;
|
| 373 |
+
}
|
| 374 |
+
.card {
|
| 375 |
+
padding: 24px 22px;
|
| 376 |
+
}
|
| 377 |
+
.grid {
|
| 378 |
+
gap: 14px;
|
| 379 |
+
}
|
| 380 |
+
.title {
|
| 381 |
+
-webkit-text-stroke: 1.4px rgba(0, 240, 255, 0.6);
|
| 382 |
+
}
|
| 383 |
+
}
|
| 384 |
+
</style>
|