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
Commit History
12 days ago
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Update model card for renamed v2 file
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Delete files titler-v3-q4_k_m.gguf with huggingface_hub
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Rename v2 model file to titler-v2-q4_k_m.gguf
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Add data license notice
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Rewrite model card for v2; keep v1.5 as legacy
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Add titler v2 (Llama GGUF, 4.1 MB)
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Dual-license under MIT or Apache-2.0
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Point source links at Cyronius/model-experiments (titler/)
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restore benchmark numbers, architecture table, Python quickstart, prompt-injection example; link EXPERIMENTS.md
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rewrite model card: leaner, more scannable
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v1.6: fix format-compliance measurement gap (95.0% -> 99.8%), no model change
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top examples: code block -> markdown table
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fix pipeline_tag: text2text-generation -> summarization (not in current HF tag list)
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v1.5: LMSYS-Chat-1M data expansion, collapse fix, quant benchmark
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v1.5: LMSYS-Chat-1M data expansion, collapse fix, quant benchmark
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v1.5: LMSYS-Chat-1M data expansion, collapse fix, quant benchmark
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v1.5: LMSYS-Chat-1M data expansion, collapse fix, quant benchmark
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v1.5: LMSYS-Chat-1M data expansion, collapse fix, quant benchmark
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v1.5: LMSYS-Chat-1M data expansion, collapse fix, quant benchmark
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v1.5: LMSYS-Chat-1M data expansion, collapse fix, quant benchmark
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v1.5: LMSYS-Chat-1M data expansion, collapse fix, quant benchmark
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v1.5: LMSYS-Chat-1M data expansion, collapse fix, quant benchmark
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v1.5: LMSYS-Chat-1M data expansion, collapse fix, quant benchmark
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v1.5: LMSYS-Chat-1M data expansion, collapse fix, quant benchmark
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v1.5: LMSYS-Chat-1M data expansion, collapse fix, quant benchmark
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v1.5: LMSYS-Chat-1M data expansion, collapse fix, quant benchmark
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initial commit
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