Instructions to use lsmpp/kontextrefiner with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use lsmpp/kontextrefiner with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("lsmpp/kontextrefiner", dtype=torch.bfloat16, device_map="cuda") prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k" image = pipe(prompt).images[0] - Notebooks
- Google Colab
- Kaggle
| import os | |
| import sys | |
| import unittest | |
| from unittest.mock import mock_open, patch | |
| git_repo_path = os.path.abspath(os.path.dirname(os.path.dirname(os.path.dirname(__file__)))) | |
| sys.path.append(os.path.join(git_repo_path, "utils")) | |
| from check_support_list import check_documentation # noqa: E402 | |
| class TestCheckSupportList(unittest.TestCase): | |
| def setUp(self): | |
| # Mock doc and source contents that we can reuse | |
| self.doc_content = """# Documentation | |
| ## FooProcessor | |
| [[autodoc]] module.FooProcessor | |
| ## BarProcessor | |
| [[autodoc]] module.BarProcessor | |
| """ | |
| self.source_content = """ | |
| class FooProcessor(nn.Module): | |
| pass | |
| class BarProcessor(nn.Module): | |
| pass | |
| """ | |
| def test_check_documentation_all_documented(self): | |
| # In this test, both FooProcessor and BarProcessor are documented | |
| with patch("builtins.open", mock_open(read_data=self.doc_content)) as doc_file: | |
| doc_file.side_effect = [ | |
| mock_open(read_data=self.doc_content).return_value, | |
| mock_open(read_data=self.source_content).return_value, | |
| ] | |
| undocumented = check_documentation( | |
| doc_path="fake_doc.md", | |
| src_path="fake_source.py", | |
| doc_regex=r"\[\[autodoc\]\]\s([^\n]+)", | |
| src_regex=r"class\s+(\w+Processor)\(.*?nn\.Module.*?\):", | |
| ) | |
| self.assertEqual(len(undocumented), 0, f"Expected no undocumented classes, got {undocumented}") | |
| def test_check_documentation_missing_class(self): | |
| # In this test, only FooProcessor is documented, but BarProcessor is missing from the docs | |
| doc_content_missing = """# Documentation | |
| ## FooProcessor | |
| [[autodoc]] module.FooProcessor | |
| """ | |
| with patch("builtins.open", mock_open(read_data=doc_content_missing)) as doc_file: | |
| doc_file.side_effect = [ | |
| mock_open(read_data=doc_content_missing).return_value, | |
| mock_open(read_data=self.source_content).return_value, | |
| ] | |
| undocumented = check_documentation( | |
| doc_path="fake_doc.md", | |
| src_path="fake_source.py", | |
| doc_regex=r"\[\[autodoc\]\]\s([^\n]+)", | |
| src_regex=r"class\s+(\w+Processor)\(.*?nn\.Module.*?\):", | |
| ) | |
| self.assertIn("BarProcessor", undocumented, f"BarProcessor should be undocumented, got {undocumented}") | |