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
| """distutils.command.bdist_dumb | |
| Implements the Distutils 'bdist_dumb' command (create a "dumb" built | |
| distribution -- i.e., just an archive to be unpacked under $prefix or | |
| $exec_prefix).""" | |
| import os | |
| from distutils.core import Command | |
| from distutils.util import get_platform | |
| from distutils.dir_util import remove_tree, ensure_relative | |
| from distutils.errors import * | |
| from distutils.sysconfig import get_python_version | |
| from distutils import log | |
| class bdist_dumb(Command): | |
| description = "create a \"dumb\" built distribution" | |
| user_options = [('bdist-dir=', 'd', | |
| "temporary directory for creating the distribution"), | |
| ('plat-name=', 'p', | |
| "platform name to embed in generated filenames " | |
| "(default: %s)" % get_platform()), | |
| ('format=', 'f', | |
| "archive format to create (tar, gztar, bztar, xztar, " | |
| "ztar, zip)"), | |
| ('keep-temp', 'k', | |
| "keep the pseudo-installation tree around after " + | |
| "creating the distribution archive"), | |
| ('dist-dir=', 'd', | |
| "directory to put final built distributions in"), | |
| ('skip-build', None, | |
| "skip rebuilding everything (for testing/debugging)"), | |
| ('relative', None, | |
| "build the archive using relative paths " | |
| "(default: false)"), | |
| ('owner=', 'u', | |
| "Owner name used when creating a tar file" | |
| " [default: current user]"), | |
| ('group=', 'g', | |
| "Group name used when creating a tar file" | |
| " [default: current group]"), | |
| ] | |
| boolean_options = ['keep-temp', 'skip-build', 'relative'] | |
| default_format = { 'posix': 'gztar', | |
| 'nt': 'zip' } | |
| def initialize_options(self): | |
| self.bdist_dir = None | |
| self.plat_name = None | |
| self.format = None | |
| self.keep_temp = 0 | |
| self.dist_dir = None | |
| self.skip_build = None | |
| self.relative = 0 | |
| self.owner = None | |
| self.group = None | |
| def finalize_options(self): | |
| if self.bdist_dir is None: | |
| bdist_base = self.get_finalized_command('bdist').bdist_base | |
| self.bdist_dir = os.path.join(bdist_base, 'dumb') | |
| if self.format is None: | |
| try: | |
| self.format = self.default_format[os.name] | |
| except KeyError: | |
| raise DistutilsPlatformError( | |
| "don't know how to create dumb built distributions " | |
| "on platform %s" % os.name) | |
| self.set_undefined_options('bdist', | |
| ('dist_dir', 'dist_dir'), | |
| ('plat_name', 'plat_name'), | |
| ('skip_build', 'skip_build')) | |
| def run(self): | |
| if not self.skip_build: | |
| self.run_command('build') | |
| install = self.reinitialize_command('install', reinit_subcommands=1) | |
| install.root = self.bdist_dir | |
| install.skip_build = self.skip_build | |
| install.warn_dir = 0 | |
| log.info("installing to %s", self.bdist_dir) | |
| self.run_command('install') | |
| # And make an archive relative to the root of the | |
| # pseudo-installation tree. | |
| archive_basename = "%s.%s" % (self.distribution.get_fullname(), | |
| self.plat_name) | |
| pseudoinstall_root = os.path.join(self.dist_dir, archive_basename) | |
| if not self.relative: | |
| archive_root = self.bdist_dir | |
| else: | |
| if (self.distribution.has_ext_modules() and | |
| (install.install_base != install.install_platbase)): | |
| raise DistutilsPlatformError( | |
| "can't make a dumb built distribution where " | |
| "base and platbase are different (%s, %s)" | |
| % (repr(install.install_base), | |
| repr(install.install_platbase))) | |
| else: | |
| archive_root = os.path.join(self.bdist_dir, | |
| ensure_relative(install.install_base)) | |
| # Make the archive | |
| filename = self.make_archive(pseudoinstall_root, | |
| self.format, root_dir=archive_root, | |
| owner=self.owner, group=self.group) | |
| if self.distribution.has_ext_modules(): | |
| pyversion = get_python_version() | |
| else: | |
| pyversion = 'any' | |
| self.distribution.dist_files.append(('bdist_dumb', pyversion, | |
| filename)) | |
| if not self.keep_temp: | |
| remove_tree(self.bdist_dir, dry_run=self.dry_run) | |