Text Generation
Transformers
Safetensors
Japanese
qwen3
romaji
japanese
ime
romaji-to-japanese
transduction
text-generation-inference
Instructions to use limoXD/romaji2ja with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use limoXD/romaji2ja with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="limoXD/romaji2ja")# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("limoXD/romaji2ja") model = AutoModelForCausalLM.from_pretrained("limoXD/romaji2ja", device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use limoXD/romaji2ja with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "limoXD/romaji2ja" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "limoXD/romaji2ja", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/limoXD/romaji2ja
- SGLang
How to use limoXD/romaji2ja 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 "limoXD/romaji2ja" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "limoXD/romaji2ja", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'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 "limoXD/romaji2ja" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "limoXD/romaji2ja", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use limoXD/romaji2ja with Docker Model Runner:
docker model run hf.co/limoXD/romaji2ja
Publish accepted A75 checkpoint with bound evaluation evidence
Browse files- README.md +1 -0
- release_manifest.json +3 -3
README.md
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@@ -95,6 +95,7 @@ model = AutoModelForCausalLM.from_pretrained("limoXD/romaji2ja")
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bos_in, bos_out = chr(0xEE00), chr(0xEE01) # romaji-start, japanese-start
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prompt = bos_in + "kyouhaiitenkidesu" + bos_out
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ids = tok(prompt, return_tensors="pt", add_special_tokens=False)
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out = model.generate(**ids, max_new_tokens=64, do_sample=False)
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print(tok.decode(out[0][ids.input_ids.shape[1]:], skip_special_tokens=True))
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# 今日はいい天気です
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bos_in, bos_out = chr(0xEE00), chr(0xEE01) # romaji-start, japanese-start
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prompt = bos_in + "kyouhaiitenkidesu" + bos_out
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ids = tok(prompt, return_tensors="pt", add_special_tokens=False)
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ids.pop("token_type_ids", None) # Qwen-style model does not consume this field
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out = model.generate(**ids, max_new_tokens=64, do_sample=False)
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print(tok.decode(out[0][ids.input_ids.shape[1]:], skip_special_tokens=True))
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# 今日はいい天気です
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release_manifest.json
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{
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"schema_version": 1,
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"generated_at_utc": "2026-07-
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"model_repo_id": "limoXD/romaji2ja",
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"space_repo_id": "limoXD/romaji2ja",
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"source_repository": "https://github.com/dj-thank/romaji2ja",
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"sha256": "3f749ffa67a33b6e56825767490e1d4e361c1f29d9e56a9be94b1ae044e68ea6"
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},
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"README.md": {
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"bytes":
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"sha256": "
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"NOTICE.md": {
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"bytes": 691,
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{
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"schema_version": 1,
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"generated_at_utc": "2026-07-12T15:25:24.814747+00:00",
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"model_repo_id": "limoXD/romaji2ja",
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"space_repo_id": "limoXD/romaji2ja",
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"source_repository": "https://github.com/dj-thank/romaji2ja",
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"sha256": "3f749ffa67a33b6e56825767490e1d4e361c1f29d9e56a9be94b1ae044e68ea6"
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},
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"README.md": {
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"bytes": 5546,
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"sha256": "f8d903104fa7ace9ad8c09800724d8f5678557e9d34fd76528114785beba1ce0"
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},
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"NOTICE.md": {
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"bytes": 691,
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