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 distutils.util import convert_path | |
| from distutils import log | |
| from distutils.errors import DistutilsOptionError | |
| import distutils | |
| import os | |
| from setuptools.extern.six.moves import configparser | |
| from setuptools import Command | |
| __all__ = ['config_file', 'edit_config', 'option_base', 'setopt'] | |
| def config_file(kind="local"): | |
| """Get the filename of the distutils, local, global, or per-user config | |
| `kind` must be one of "local", "global", or "user" | |
| """ | |
| if kind == 'local': | |
| return 'setup.cfg' | |
| if kind == 'global': | |
| return os.path.join( | |
| os.path.dirname(distutils.__file__), 'distutils.cfg' | |
| ) | |
| if kind == 'user': | |
| dot = os.name == 'posix' and '.' or '' | |
| return os.path.expanduser(convert_path("~/%spydistutils.cfg" % dot)) | |
| raise ValueError( | |
| "config_file() type must be 'local', 'global', or 'user'", kind | |
| ) | |
| def edit_config(filename, settings, dry_run=False): | |
| """Edit a configuration file to include `settings` | |
| `settings` is a dictionary of dictionaries or ``None`` values, keyed by | |
| command/section name. A ``None`` value means to delete the entire section, | |
| while a dictionary lists settings to be changed or deleted in that section. | |
| A setting of ``None`` means to delete that setting. | |
| """ | |
| log.debug("Reading configuration from %s", filename) | |
| opts = configparser.RawConfigParser() | |
| opts.read([filename]) | |
| for section, options in settings.items(): | |
| if options is None: | |
| log.info("Deleting section [%s] from %s", section, filename) | |
| opts.remove_section(section) | |
| else: | |
| if not opts.has_section(section): | |
| log.debug("Adding new section [%s] to %s", section, filename) | |
| opts.add_section(section) | |
| for option, value in options.items(): | |
| if value is None: | |
| log.debug( | |
| "Deleting %s.%s from %s", | |
| section, option, filename | |
| ) | |
| opts.remove_option(section, option) | |
| if not opts.options(section): | |
| log.info("Deleting empty [%s] section from %s", | |
| section, filename) | |
| opts.remove_section(section) | |
| else: | |
| log.debug( | |
| "Setting %s.%s to %r in %s", | |
| section, option, value, filename | |
| ) | |
| opts.set(section, option, value) | |
| log.info("Writing %s", filename) | |
| if not dry_run: | |
| with open(filename, 'w') as f: | |
| opts.write(f) | |
| class option_base(Command): | |
| """Abstract base class for commands that mess with config files""" | |
| user_options = [ | |
| ('global-config', 'g', | |
| "save options to the site-wide distutils.cfg file"), | |
| ('user-config', 'u', | |
| "save options to the current user's pydistutils.cfg file"), | |
| ('filename=', 'f', | |
| "configuration file to use (default=setup.cfg)"), | |
| ] | |
| boolean_options = [ | |
| 'global-config', 'user-config', | |
| ] | |
| def initialize_options(self): | |
| self.global_config = None | |
| self.user_config = None | |
| self.filename = None | |
| def finalize_options(self): | |
| filenames = [] | |
| if self.global_config: | |
| filenames.append(config_file('global')) | |
| if self.user_config: | |
| filenames.append(config_file('user')) | |
| if self.filename is not None: | |
| filenames.append(self.filename) | |
| if not filenames: | |
| filenames.append(config_file('local')) | |
| if len(filenames) > 1: | |
| raise DistutilsOptionError( | |
| "Must specify only one configuration file option", | |
| filenames | |
| ) | |
| self.filename, = filenames | |
| class setopt(option_base): | |
| """Save command-line options to a file""" | |
| description = "set an option in setup.cfg or another config file" | |
| user_options = [ | |
| ('command=', 'c', 'command to set an option for'), | |
| ('option=', 'o', 'option to set'), | |
| ('set-value=', 's', 'value of the option'), | |
| ('remove', 'r', 'remove (unset) the value'), | |
| ] + option_base.user_options | |
| boolean_options = option_base.boolean_options + ['remove'] | |
| def initialize_options(self): | |
| option_base.initialize_options(self) | |
| self.command = None | |
| self.option = None | |
| self.set_value = None | |
| self.remove = None | |
| def finalize_options(self): | |
| option_base.finalize_options(self) | |
| if self.command is None or self.option is None: | |
| raise DistutilsOptionError("Must specify --command *and* --option") | |
| if self.set_value is None and not self.remove: | |
| raise DistutilsOptionError("Must specify --set-value or --remove") | |
| def run(self): | |
| edit_config( | |
| self.filename, { | |
| self.command: {self.option.replace('-', '_'): self.set_value} | |
| }, | |
| self.dry_run | |
| ) | |