Summarization
Transformers.js
ONNX
Safetensors
GGUF
English
t5
text2text-generation
llama
title-generation
distillation
tiny-model
edge
cpu
Instructions to use Cyronius/titler with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers.js
How to use Cyronius/titler with Transformers.js:
// npm i @huggingface/transformers import { pipeline } from '@huggingface/transformers'; // Allocate pipeline const pipe = await pipeline('summarization', 'Cyronius/titler'); - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use Cyronius/titler with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible server with a web UI: llama serve -hf Cyronius/titler:Q4_K_M # Run inference directly in the terminal: llama cli -hf Cyronius/titler:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf Cyronius/titler:Q4_K_M # Run inference directly in the terminal: llama cli -hf Cyronius/titler:Q4_K_M
Build from source code
git clone https://github.com/ggml-org/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-app # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama serve -hf Cyronius/titler:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama cli -hf Cyronius/titler:Q4_K_M
Use Docker
docker model run hf.co/Cyronius/titler:Q4_K_M
- Llama new
- LM Studio
- Jan
- Ollama
How to use Cyronius/titler with Ollama:
ollama run hf.co/Cyronius/titler:Q4_K_M
- Unsloth Desktop
- Docker Model Runner
How to use Cyronius/titler with Docker Model Runner:
docker model run hf.co/Cyronius/titler:Q4_K_M
- Lemonade
How to use Cyronius/titler with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull Cyronius/titler:Q4_K_M
Run and chat with the model
lemonade run user.titler-Q4_K_M
List all available models
lemonade list
- Atomic Chat
top examples: code block -> markdown table
Browse files
README.md
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You know the auto-generated conversation names in every chat sidebar? This is that, as a self-contained artifact roughly the size of a JPEG.
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Every output above is real, unedited model output from this exact release (int8 ONNX, greedy+beams=2), not cherry-picked for polish — the flexbox example keeps its small awkwardness ("Humanly") on purpose, in the same spirit as the rest of this card.
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You know the auto-generated conversation names in every chat sidebar? This is that, as a self-contained artifact roughly the size of a JPEG.
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| "how do I center a div horizontally with flexbox" | Centering a Div Humanly with Flexbox |
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| "SELECT c.name, SUM(o.total) AS revenue FROM customers ..." | SQL Query for Revenue Customer Orders |
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| "2026-08-19T02:14:07Z ERROR [pool-3-thread-7] ..." | Database Connection Timeout Error |
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| "you suck" | You Suck |
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| "hi" | Casual Greeting and Conversation Start |
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Every output above is real, unedited model output from this exact release (int8 ONNX, greedy+beams=2), not cherry-picked for polish — the flexbox example keeps its small awkwardness ("Humanly") on purpose, in the same spirit as the rest of this card.
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