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
| import os | |
| from glob import glob | |
| from distutils.util import convert_path | |
| from distutils.command import sdist | |
| from setuptools.extern.six.moves import filter | |
| class sdist_add_defaults: | |
| """ | |
| Mix-in providing forward-compatibility for functionality as found in | |
| distutils on Python 3.7. | |
| Do not edit the code in this class except to update functionality | |
| as implemented in distutils. Instead, override in the subclass. | |
| """ | |
| def add_defaults(self): | |
| """Add all the default files to self.filelist: | |
| - README or README.txt | |
| - setup.py | |
| - test/test*.py | |
| - all pure Python modules mentioned in setup script | |
| - all files pointed by package_data (build_py) | |
| - all files defined in data_files. | |
| - all files defined as scripts. | |
| - all C sources listed as part of extensions or C libraries | |
| in the setup script (doesn't catch C headers!) | |
| Warns if (README or README.txt) or setup.py are missing; everything | |
| else is optional. | |
| """ | |
| self._add_defaults_standards() | |
| self._add_defaults_optional() | |
| self._add_defaults_python() | |
| self._add_defaults_data_files() | |
| self._add_defaults_ext() | |
| self._add_defaults_c_libs() | |
| self._add_defaults_scripts() | |
| def _cs_path_exists(fspath): | |
| """ | |
| Case-sensitive path existence check | |
| >>> sdist_add_defaults._cs_path_exists(__file__) | |
| True | |
| >>> sdist_add_defaults._cs_path_exists(__file__.upper()) | |
| False | |
| """ | |
| if not os.path.exists(fspath): | |
| return False | |
| # make absolute so we always have a directory | |
| abspath = os.path.abspath(fspath) | |
| directory, filename = os.path.split(abspath) | |
| return filename in os.listdir(directory) | |
| def _add_defaults_standards(self): | |
| standards = [self.READMES, self.distribution.script_name] | |
| for fn in standards: | |
| if isinstance(fn, tuple): | |
| alts = fn | |
| got_it = False | |
| for fn in alts: | |
| if self._cs_path_exists(fn): | |
| got_it = True | |
| self.filelist.append(fn) | |
| break | |
| if not got_it: | |
| self.warn("standard file not found: should have one of " + | |
| ', '.join(alts)) | |
| else: | |
| if self._cs_path_exists(fn): | |
| self.filelist.append(fn) | |
| else: | |
| self.warn("standard file '%s' not found" % fn) | |
| def _add_defaults_optional(self): | |
| optional = ['test/test*.py', 'setup.cfg'] | |
| for pattern in optional: | |
| files = filter(os.path.isfile, glob(pattern)) | |
| self.filelist.extend(files) | |
| def _add_defaults_python(self): | |
| # build_py is used to get: | |
| # - python modules | |
| # - files defined in package_data | |
| build_py = self.get_finalized_command('build_py') | |
| # getting python files | |
| if self.distribution.has_pure_modules(): | |
| self.filelist.extend(build_py.get_source_files()) | |
| # getting package_data files | |
| # (computed in build_py.data_files by build_py.finalize_options) | |
| for pkg, src_dir, build_dir, filenames in build_py.data_files: | |
| for filename in filenames: | |
| self.filelist.append(os.path.join(src_dir, filename)) | |
| def _add_defaults_data_files(self): | |
| # getting distribution.data_files | |
| if self.distribution.has_data_files(): | |
| for item in self.distribution.data_files: | |
| if isinstance(item, str): | |
| # plain file | |
| item = convert_path(item) | |
| if os.path.isfile(item): | |
| self.filelist.append(item) | |
| else: | |
| # a (dirname, filenames) tuple | |
| dirname, filenames = item | |
| for f in filenames: | |
| f = convert_path(f) | |
| if os.path.isfile(f): | |
| self.filelist.append(f) | |
| def _add_defaults_ext(self): | |
| if self.distribution.has_ext_modules(): | |
| build_ext = self.get_finalized_command('build_ext') | |
| self.filelist.extend(build_ext.get_source_files()) | |
| def _add_defaults_c_libs(self): | |
| if self.distribution.has_c_libraries(): | |
| build_clib = self.get_finalized_command('build_clib') | |
| self.filelist.extend(build_clib.get_source_files()) | |
| def _add_defaults_scripts(self): | |
| if self.distribution.has_scripts(): | |
| build_scripts = self.get_finalized_command('build_scripts') | |
| self.filelist.extend(build_scripts.get_source_files()) | |
| if hasattr(sdist.sdist, '_add_defaults_standards'): | |
| # disable the functionality already available upstream | |
| class sdist_add_defaults: # noqa | |
| pass | |