Instructions to use Floobin/TSwifty-SN6 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Floobin/TSwifty-SN6 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="Floobin/TSwifty-SN6") messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("Floobin/TSwifty-SN6") model = AutoModelForCausalLM.from_pretrained("Floobin/TSwifty-SN6", 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 Floobin/TSwifty-SN6 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "Floobin/TSwifty-SN6" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "Floobin/TSwifty-SN6", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/Floobin/TSwifty-SN6
- SGLang
How to use Floobin/TSwifty-SN6 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 "Floobin/TSwifty-SN6" \ --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": "Floobin/TSwifty-SN6", "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 "Floobin/TSwifty-SN6" \ --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": "Floobin/TSwifty-SN6", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use Floobin/TSwifty-SN6 with Docker Model Runner:
docker model run hf.co/Floobin/TSwifty-SN6
| from .. import filesystem | |
| from ..asyn import AsyncFileSystem | |
| class DirFileSystem(AsyncFileSystem): | |
| """Directory prefix filesystem | |
| The DirFileSystem is a filesystem-wrapper. It assumes every path it is dealing with | |
| is relative to the `path`. After performing the necessary paths operation it | |
| delegates everything to the wrapped filesystem. | |
| """ | |
| protocol = "dir" | |
| def __init__( | |
| self, | |
| path=None, | |
| fs=None, | |
| fo=None, | |
| target_protocol=None, | |
| target_options=None, | |
| **storage_options, | |
| ): | |
| """ | |
| Parameters | |
| ---------- | |
| path: str | |
| Path to the directory. | |
| fs: AbstractFileSystem | |
| An instantiated filesystem to wrap. | |
| target_protocol, target_options: | |
| if fs is none, construct it from these | |
| fo: str | |
| Alternate for path; do not provide both | |
| """ | |
| super().__init__(**storage_options) | |
| if fs is None: | |
| fs = filesystem(protocol=target_protocol, **(target_options or {})) | |
| if (path is not None) ^ (fo is not None) is False: | |
| raise ValueError("Provide path or fo, not both") | |
| path = path or fo | |
| if self.asynchronous and not fs.async_impl: | |
| raise ValueError("can't use asynchronous with non-async fs") | |
| if fs.async_impl and self.asynchronous != fs.asynchronous: | |
| raise ValueError("both dirfs and fs should be in the same sync/async mode") | |
| self.path = fs._strip_protocol(path) | |
| self.fs = fs | |
| def _join(self, path): | |
| if isinstance(path, str): | |
| if not self.path: | |
| return path | |
| if not path: | |
| return self.path | |
| return self.fs.sep.join((self.path, self._strip_protocol(path))) | |
| return [self._join(_path) for _path in path] | |
| def _relpath(self, path): | |
| if isinstance(path, str): | |
| if not self.path: | |
| return path | |
| if path == self.path: | |
| return "" | |
| prefix = self.path + self.fs.sep | |
| assert path.startswith(prefix) | |
| return path[len(prefix) :] | |
| return [self._relpath(_path) for _path in path] | |
| # Wrappers below | |
| def sep(self): | |
| return self.fs.sep | |
| async def set_session(self, *args, **kwargs): | |
| return await self.fs.set_session(*args, **kwargs) | |
| async def _rm_file(self, path, **kwargs): | |
| return await self.fs._rm_file(self._join(path), **kwargs) | |
| def rm_file(self, path, **kwargs): | |
| return self.fs.rm_file(self._join(path), **kwargs) | |
| async def _rm(self, path, *args, **kwargs): | |
| return await self.fs._rm(self._join(path), *args, **kwargs) | |
| def rm(self, path, *args, **kwargs): | |
| return self.fs.rm(self._join(path), *args, **kwargs) | |
| async def _cp_file(self, path1, path2, **kwargs): | |
| return await self.fs._cp_file(self._join(path1), self._join(path2), **kwargs) | |
| def cp_file(self, path1, path2, **kwargs): | |
| return self.fs.cp_file(self._join(path1), self._join(path2), **kwargs) | |
| async def _copy( | |
| self, | |
| path1, | |
| path2, | |
| *args, | |
| **kwargs, | |
| ): | |
| return await self.fs._copy( | |
| self._join(path1), | |
| self._join(path2), | |
| *args, | |
| **kwargs, | |
| ) | |
| def copy(self, path1, path2, *args, **kwargs): | |
| return self.fs.copy( | |
| self._join(path1), | |
| self._join(path2), | |
| *args, | |
| **kwargs, | |
| ) | |
| async def _pipe(self, path, *args, **kwargs): | |
| return await self.fs._pipe(self._join(path), *args, **kwargs) | |
| def pipe(self, path, *args, **kwargs): | |
| return self.fs.pipe(self._join(path), *args, **kwargs) | |
| async def _cat_file(self, path, *args, **kwargs): | |
| return await self.fs._cat_file(self._join(path), *args, **kwargs) | |
| def cat_file(self, path, *args, **kwargs): | |
| return self.fs.cat_file(self._join(path), *args, **kwargs) | |
| async def _cat(self, path, *args, **kwargs): | |
| ret = await self.fs._cat( | |
| self._join(path), | |
| *args, | |
| **kwargs, | |
| ) | |
| if isinstance(ret, dict): | |
| return {self._relpath(key): value for key, value in ret.items()} | |
| return ret | |
| def cat(self, path, *args, **kwargs): | |
| ret = self.fs.cat( | |
| self._join(path), | |
| *args, | |
| **kwargs, | |
| ) | |
| if isinstance(ret, dict): | |
| return {self._relpath(key): value for key, value in ret.items()} | |
| return ret | |
| async def _put_file(self, lpath, rpath, **kwargs): | |
| return await self.fs._put_file(lpath, self._join(rpath), **kwargs) | |
| def put_file(self, lpath, rpath, **kwargs): | |
| return self.fs.put_file(lpath, self._join(rpath), **kwargs) | |
| async def _put( | |
| self, | |
| lpath, | |
| rpath, | |
| *args, | |
| **kwargs, | |
| ): | |
| return await self.fs._put( | |
| lpath, | |
| self._join(rpath), | |
| *args, | |
| **kwargs, | |
| ) | |
| def put(self, lpath, rpath, *args, **kwargs): | |
| return self.fs.put( | |
| lpath, | |
| self._join(rpath), | |
| *args, | |
| **kwargs, | |
| ) | |
| async def _get_file(self, rpath, lpath, **kwargs): | |
| return await self.fs._get_file(self._join(rpath), lpath, **kwargs) | |
| def get_file(self, rpath, lpath, **kwargs): | |
| return self.fs.get_file(self._join(rpath), lpath, **kwargs) | |
| async def _get(self, rpath, *args, **kwargs): | |
| return await self.fs._get(self._join(rpath), *args, **kwargs) | |
| def get(self, rpath, *args, **kwargs): | |
| return self.fs.get(self._join(rpath), *args, **kwargs) | |
| async def _isfile(self, path): | |
| return await self.fs._isfile(self._join(path)) | |
| def isfile(self, path): | |
| return self.fs.isfile(self._join(path)) | |
| async def _isdir(self, path): | |
| return await self.fs._isdir(self._join(path)) | |
| def isdir(self, path): | |
| return self.fs.isdir(self._join(path)) | |
| async def _size(self, path): | |
| return await self.fs._size(self._join(path)) | |
| def size(self, path): | |
| return self.fs.size(self._join(path)) | |
| async def _exists(self, path): | |
| return await self.fs._exists(self._join(path)) | |
| def exists(self, path): | |
| return self.fs.exists(self._join(path)) | |
| async def _info(self, path, **kwargs): | |
| return await self.fs._info(self._join(path), **kwargs) | |
| def info(self, path, **kwargs): | |
| return self.fs.info(self._join(path), **kwargs) | |
| async def _ls(self, path, detail=True, **kwargs): | |
| ret = (await self.fs._ls(self._join(path), detail=detail, **kwargs)).copy() | |
| if detail: | |
| out = [] | |
| for entry in ret: | |
| entry = entry.copy() | |
| entry["name"] = self._relpath(entry["name"]) | |
| out.append(entry) | |
| return out | |
| return self._relpath(ret) | |
| def ls(self, path, detail=True, **kwargs): | |
| ret = self.fs.ls(self._join(path), detail=detail, **kwargs).copy() | |
| if detail: | |
| out = [] | |
| for entry in ret: | |
| entry = entry.copy() | |
| entry["name"] = self._relpath(entry["name"]) | |
| out.append(entry) | |
| return out | |
| return self._relpath(ret) | |
| async def _walk(self, path, *args, **kwargs): | |
| async for root, dirs, files in self.fs._walk(self._join(path), *args, **kwargs): | |
| yield self._relpath(root), dirs, files | |
| def walk(self, path, *args, **kwargs): | |
| for root, dirs, files in self.fs.walk(self._join(path), *args, **kwargs): | |
| yield self._relpath(root), dirs, files | |
| async def _glob(self, path, **kwargs): | |
| detail = kwargs.get("detail", False) | |
| ret = await self.fs._glob(self._join(path), **kwargs) | |
| if detail: | |
| return {self._relpath(path): info for path, info in ret.items()} | |
| return self._relpath(ret) | |
| def glob(self, path, **kwargs): | |
| detail = kwargs.get("detail", False) | |
| ret = self.fs.glob(self._join(path), **kwargs) | |
| if detail: | |
| return {self._relpath(path): info for path, info in ret.items()} | |
| return self._relpath(ret) | |
| async def _du(self, path, *args, **kwargs): | |
| total = kwargs.get("total", True) | |
| ret = await self.fs._du(self._join(path), *args, **kwargs) | |
| if total: | |
| return ret | |
| return {self._relpath(path): size for path, size in ret.items()} | |
| def du(self, path, *args, **kwargs): | |
| total = kwargs.get("total", True) | |
| ret = self.fs.du(self._join(path), *args, **kwargs) | |
| if total: | |
| return ret | |
| return {self._relpath(path): size for path, size in ret.items()} | |
| async def _find(self, path, *args, **kwargs): | |
| detail = kwargs.get("detail", False) | |
| ret = await self.fs._find(self._join(path), *args, **kwargs) | |
| if detail: | |
| return {self._relpath(path): info for path, info in ret.items()} | |
| return self._relpath(ret) | |
| def find(self, path, *args, **kwargs): | |
| detail = kwargs.get("detail", False) | |
| ret = self.fs.find(self._join(path), *args, **kwargs) | |
| if detail: | |
| return {self._relpath(path): info for path, info in ret.items()} | |
| return self._relpath(ret) | |
| async def _expand_path(self, path, *args, **kwargs): | |
| return self._relpath( | |
| await self.fs._expand_path(self._join(path), *args, **kwargs) | |
| ) | |
| def expand_path(self, path, *args, **kwargs): | |
| return self._relpath(self.fs.expand_path(self._join(path), *args, **kwargs)) | |
| async def _mkdir(self, path, *args, **kwargs): | |
| return await self.fs._mkdir(self._join(path), *args, **kwargs) | |
| def mkdir(self, path, *args, **kwargs): | |
| return self.fs.mkdir(self._join(path), *args, **kwargs) | |
| async def _makedirs(self, path, *args, **kwargs): | |
| return await self.fs._makedirs(self._join(path), *args, **kwargs) | |
| def makedirs(self, path, *args, **kwargs): | |
| return self.fs.makedirs(self._join(path), *args, **kwargs) | |
| def rmdir(self, path): | |
| return self.fs.rmdir(self._join(path)) | |
| def mv_file(self, path1, path2, **kwargs): | |
| return self.fs.mv_file( | |
| self._join(path1), | |
| self._join(path2), | |
| **kwargs, | |
| ) | |
| def touch(self, path, **kwargs): | |
| return self.fs.touch(self._join(path), **kwargs) | |
| def created(self, path): | |
| return self.fs.created(self._join(path)) | |
| def modified(self, path): | |
| return self.fs.modified(self._join(path)) | |
| def sign(self, path, *args, **kwargs): | |
| return self.fs.sign(self._join(path), *args, **kwargs) | |
| def __repr__(self): | |
| return f"{self.__class__.__qualname__}(path='{self.path}', fs={self.fs})" | |
| def open( | |
| self, | |
| path, | |
| *args, | |
| **kwargs, | |
| ): | |
| return self.fs.open( | |
| self._join(path), | |
| *args, | |
| **kwargs, | |
| ) | |