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Signed-off-by: Christopher Schröder <[email protected]>
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chschroeder committed Aug 19, 2023
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22 changes: 11 additions & 11 deletions README.md
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[![PyPI](https://img.shields.io/pypi/v/small-text/v1.3.1)](https://pypi.org/project/small-text/)
[![PyPI](https://img.shields.io/pypi/v/small-text/v1.3.2)](https://pypi.org/project/small-text/)
[![Conda Forge](https://img.shields.io/conda/v/conda-forge/small-text?label=conda-forge)](https://anaconda.org/conda-forge/small-text)
[![codecov](https://codecov.io/gh/webis-de/small-text/branch/master/graph/badge.svg?token=P86CPABQOL)](https://codecov.io/gh/webis-de/small-text)
[![Documentation Status](https://readthedocs.org/projects/small-text/badge/?version=v1.3.1)](https://small-text.readthedocs.io/en/v1.3.1/)
[![Documentation Status](https://readthedocs.org/projects/small-text/badge/?version=v1.3.2)](https://small-text.readthedocs.io/en/v1.3.2/)
![Maintained Yes](https://img.shields.io/badge/maintained-yes-green)
[![Contributions Welcome](https://img.shields.io/badge/contributions-welcome-brightgreen)](CONTRIBUTING.md)
[![MIT License](https://img.shields.io/github/license/webis-de/small-text)](LICENSE)
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| # | Notebook | |
| --- | -------- | --- |
| 1 | [Intro: Active Learning for Text Classification with Small-Text](https://github.com/webis-de/small-text/blob/v1.3.1/examples/notebooks/01-active-learning-for-text-classification-with-small-text-intro.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/webis-de/small-text/blob/v1.3.1/examples/notebooks/01-active-learning-for-text-classification-with-small-text-intro.ipynb) |
| 2 | [Using Stopping Criteria for Active Learning](https://github.com/webis-de/small-text/blob/v1.3.1/examples/notebooks/02-active-learning-with-stopping-criteria.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/webis-de/small-text/blob/v1.3.1/examples/notebooks/02-active-learning-with-stopping-criteria.ipynb) |
| 3 | [Active Learning using SetFit](https://github.com/webis-de/small-text/blob/v1.3.1/examples/notebooks/03-active-learning-with-setfit.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/webis-de/small-text/blob/v1.3.1/examples/notebooks/03-active-learning-with-setfit.ipynb) |
| 4 | [Using SetFit's Zero Shot Capabilities for Cold Start Initialization](https://github.com/webis-de/small-text/blob/v1.3.1/examples/notebooks/04-zero-shot-cold-start.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/webis-de/small-text/blob/v1.3.1/examples/notebooks/04-zero-shot-cold-start.ipynb) |
| 1 | [Intro: Active Learning for Text Classification with Small-Text](https://github.com/webis-de/small-text/blob/v1.3.2/examples/notebooks/01-active-learning-for-text-classification-with-small-text-intro.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/webis-de/small-text/blob/v1.3.2/examples/notebooks/01-active-learning-for-text-classification-with-small-text-intro.ipynb) |
| 2 | [Using Stopping Criteria for Active Learning](https://github.com/webis-de/small-text/blob/v1.3.2/examples/notebooks/02-active-learning-with-stopping-criteria.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/webis-de/small-text/blob/v1.3.2/examples/notebooks/02-active-learning-with-stopping-criteria.ipynb) |
| 3 | [Active Learning using SetFit](https://github.com/webis-de/small-text/blob/v1.3.2/examples/notebooks/03-active-learning-with-setfit.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/webis-de/small-text/blob/v1.3.2/examples/notebooks/03-active-learning-with-setfit.ipynb) |
| 4 | [Using SetFit's Zero Shot Capabilities for Cold Start Initialization](https://github.com/webis-de/small-text/blob/v1.3.2/examples/notebooks/04-zero-shot-cold-start.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/webis-de/small-text/blob/v1.3.2/examples/notebooks/04-zero-shot-cold-start.ipynb) |

### Showcase

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[MIT License](LICENSE)


[documentation_main]: https://small-text.readthedocs.io/en/v1.3.1/
[documentation_install]: https://small-text.readthedocs.io/en/v1.3.1/install.html
[documentation_query_strategies]: https://small-text.readthedocs.io/en/v1.3.1/components/query_strategies.html
[documentation_showcase]: https://small-text.readthedocs.io/en/v1.3.1/showcase.html
[documentation_reproducibility_notes]: https://small-text.readthedocs.io/en/v1.3.1/reproducibility_notes.html
[documentation_main]: https://small-text.readthedocs.io/en/v1.3.2/
[documentation_install]: https://small-text.readthedocs.io/en/v1.3.2/install.html
[documentation_query_strategies]: https://small-text.readthedocs.io/en/v1.3.2/components/query_strategies.html
[documentation_showcase]: https://small-text.readthedocs.io/en/v1.3.2/showcase.html
[documentation_reproducibility_notes]: https://small-text.readthedocs.io/en/v1.3.2/reproducibility_notes.html
[changelog]: https://small-text.readthedocs.io/en/latest/changelog.html
[changelog_1.1.0]: https://small-text.readthedocs.io/en/latest/changelog.html#version-1-1-0-2022-10-01
[changelog_1.1.1]: https://small-text.readthedocs.io/en/latest/changelog.html#version-1-1-1-2022-10-14
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2 changes: 1 addition & 1 deletion docs/index.rst
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datasets

- Start: :doc:`install` | :doc:`Active Learning Overview<active_learning>`
- Examples: `Notebooks <https://github.com/webis-de/small-text/tree/v1.3.1/examples/notebooks>`_ | `Code Examples <https://github.com/webis-de/small-text/tree/v1.3.1/examples/examplecode>`_
- Examples: `Notebooks <https://github.com/webis-de/small-text/tree/v1.3.2/examples/notebooks>`_ | `Code Examples <https://github.com/webis-de/small-text/tree/v1.3.2/examples/examplecode>`_

.. toctree::
:caption: Components
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" Cloning https://github.com/webis-de/small-text to /tmp/pip-req-build-t03mrl6z\n",
" Running command git clone --filter=blob:none --quiet https://github.com/webis-de/small-text /tmp/pip-req-build-t03mrl6z\n",
" Resolved https://github.com/webis-de/small-text to commit 9b3377732c32fadafbce63d98fb9ce6448d818f3\n",
" Installing build dependencies ... \u001b[?25ldone\n",
"\u001b[?25h Getting requirements to build wheel ... \u001b[?25ldone\n",
"\u001b[?25h Preparing metadata (pyproject.toml) ... \u001b[?25ldone\n",
"\u001b[?25hRequirement already satisfied: tqdm in /home/cschroeder/.local/share/virtualenvs/notebooks-R6UeU-dP/lib/python3.8/site-packages (from small-text==1.3.0) (4.64.1)\n",
" Installing build dependencies ... \u001B[?25ldone\n",
"\u001B[?25h Getting requirements to build wheel ... \u001B[?25ldone\n",
"\u001B[?25h Preparing metadata (pyproject.toml) ... \u001B[?25ldone\n",
"\u001B[?25hRequirement already satisfied: tqdm in /home/cschroeder/.local/share/virtualenvs/notebooks-R6UeU-dP/lib/python3.8/site-packages (from small-text==1.3.0) (4.64.1)\n",
"Requirement already satisfied: dill in /home/cschroeder/.local/share/virtualenvs/notebooks-R6UeU-dP/lib/python3.8/site-packages (from small-text==1.3.0) (0.3.6)\n",
"Requirement already satisfied: numpy>=1.20.0 in /home/cschroeder/.local/share/virtualenvs/notebooks-R6UeU-dP/lib/python3.8/site-packages (from small-text==1.3.0) (1.24.1)\n",
"Requirement already satisfied: scikit-learn>=0.24.1 in /home/cschroeder/.local/share/virtualenvs/notebooks-R6UeU-dP/lib/python3.8/site-packages (from small-text==1.3.0) (1.2.1)\n",
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"Requirement already satisfied: threadpoolctl>=2.0.0 in /home/cschroeder/.local/share/virtualenvs/notebooks-R6UeU-dP/lib/python3.8/site-packages (from scikit-learn>=0.24.1->small-text==1.3.0) (3.1.0)\n",
"Requirement already satisfied: joblib>=1.1.1 in /home/cschroeder/.local/share/virtualenvs/notebooks-R6UeU-dP/lib/python3.8/site-packages (from scikit-learn>=0.24.1->small-text==1.3.0) (1.2.0)\n",
"Building wheels for collected packages: small-text\n",
" Building wheel for small-text (pyproject.toml) ... \u001b[?25ldone\n",
"\u001b[?25h Created wheel for small-text: filename=small_text-1.3.0-py3-none-any.whl size=202963 sha256=e6f4adb4206fae1528fe418b0fd383a906e892dbc7ec52d12bac9870741de8f3\n",
" Building wheel for small-text (pyproject.toml) ... \u001B[?25ldone\n",
"\u001B[?25h Created wheel for small-text: filename=small_text-1.3.0-py3-none-any.whl size=202963 sha256=e6f4adb4206fae1528fe418b0fd383a906e892dbc7ec52d12bac9870741de8f3\n",
" Stored in directory: /tmp/pip-ephem-wheel-cache-kq85uuam/wheels/e6/0e/4d/fffbb8bc6f412468492397ec2fd3bf8d49e2904e7b1799c60e\n",
"Successfully built small-text\n",
"Installing collected packages: small-text\n",
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}
],
"source": [
"%pip install small-text[transformers]==1.3.1 # use \"small-text\" without \"[transformers]\" if you want to work on the CPU only\n",
"%pip install small-text[transformers]==1.3.2 # use \"small-text\" without \"[transformers]\" if you want to work on the CPU only\n",
"\n",
"# additional dependencies for this example\n",
"%pip install datasets matplotlib seaborn"
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},
"nbformat": 4,
"nbformat_minor": 5
}
}
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" Cloning https://github.com/webis-de/small-text to /tmp/pip-req-build-gc5f8wl7\n",
" Running command git clone --filter=blob:none --quiet https://github.com/webis-de/small-text /tmp/pip-req-build-gc5f8wl7\n",
" Resolved https://github.com/webis-de/small-text to commit 9b3377732c32fadafbce63d98fb9ce6448d818f3\n",
" Installing build dependencies ... \u001b[?25ldone\n",
"\u001b[?25h Getting requirements to build wheel ... \u001b[?25ldone\n",
"\u001b[?25h Preparing metadata (pyproject.toml) ... \u001b[?25ldone\n",
"\u001b[?25hRequirement already satisfied: scipy in /home/cschroeder/.local/share/virtualenvs/notebooks-R6UeU-dP/lib/python3.8/site-packages (from small-text==1.3.0) (1.10.0)\n",
" Installing build dependencies ... \u001B[?25ldone\n",
"\u001B[?25h Getting requirements to build wheel ... \u001B[?25ldone\n",
"\u001B[?25h Preparing metadata (pyproject.toml) ... \u001B[?25ldone\n",
"\u001B[?25hRequirement already satisfied: scipy in /home/cschroeder/.local/share/virtualenvs/notebooks-R6UeU-dP/lib/python3.8/site-packages (from small-text==1.3.0) (1.10.0)\n",
"Requirement already satisfied: scikit-learn>=0.24.1 in /home/cschroeder/.local/share/virtualenvs/notebooks-R6UeU-dP/lib/python3.8/site-packages (from small-text==1.3.0) (1.2.1)\n",
"Requirement already satisfied: dill in /home/cschroeder/.local/share/virtualenvs/notebooks-R6UeU-dP/lib/python3.8/site-packages (from small-text==1.3.0) (0.3.6)\n",
"Requirement already satisfied: numpy>=1.20.0 in /home/cschroeder/.local/share/virtualenvs/notebooks-R6UeU-dP/lib/python3.8/site-packages (from small-text==1.3.0) (1.24.1)\n",
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}
],
"source": [
"%pip install small-text[transformers]==1.3.1 # use \"small-text\" without \"[transformers]\" if you want to work on the CPU only\n",
"%pip install small-text[transformers]==1.3.2 # use \"small-text\" without \"[transformers]\" if you want to work on the CPU only\n",
"\n",
"# additional dependencies for this example\n",
"%pip install datasets matplotlib seaborn"
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},
"nbformat": 4,
"nbformat_minor": 5
}
}
12 changes: 6 additions & 6 deletions examples/notebooks/03-active-learning-with-setfit.ipynb
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" Cloning https://github.com/webis-de/small-text to /tmp/pip-req-build-mvso96bh\n",
" Running command git clone --filter=blob:none --quiet https://github.com/webis-de/small-text /tmp/pip-req-build-mvso96bh\n",
" Resolved https://github.com/webis-de/small-text to commit 9b3377732c32fadafbce63d98fb9ce6448d818f3\n",
" Installing build dependencies ... \u001b[?25ldone\n",
"\u001b[?25h Getting requirements to build wheel ... \u001b[?25ldone\n",
"\u001b[?25h Preparing metadata (pyproject.toml) ... \u001b[?25ldone\n",
"\u001b[?25hRequirement already satisfied: dill in /home/cschroeder/.local/share/virtualenvs/notebooks-R6UeU-dP/lib/python3.8/site-packages (from small-text==1.3.0) (0.3.6)\n",
" Installing build dependencies ... \u001B[?25ldone\n",
"\u001B[?25h Getting requirements to build wheel ... \u001B[?25ldone\n",
"\u001B[?25h Preparing metadata (pyproject.toml) ... \u001B[?25ldone\n",
"\u001B[?25hRequirement already satisfied: dill in /home/cschroeder/.local/share/virtualenvs/notebooks-R6UeU-dP/lib/python3.8/site-packages (from small-text==1.3.0) (0.3.6)\n",
"Requirement already satisfied: scikit-learn>=0.24.1 in /home/cschroeder/.local/share/virtualenvs/notebooks-R6UeU-dP/lib/python3.8/site-packages (from small-text==1.3.0) (1.2.1)\n",
"Requirement already satisfied: numpy>=1.20.0 in /home/cschroeder/.local/share/virtualenvs/notebooks-R6UeU-dP/lib/python3.8/site-packages (from small-text==1.3.0) (1.24.1)\n",
"Requirement already satisfied: packaging in /home/cschroeder/.local/share/virtualenvs/notebooks-R6UeU-dP/lib/python3.8/site-packages (from small-text==1.3.0) (23.0)\n",
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}
],
"source": [
"%pip install small-text[transformers]==1.3.1\n",
"%pip install small-text[transformers]==1.3.2\n",
"\n",
"# setfit is an optional dependency and must be installed as well\n",
"%pip install setfit>=0.5.0\n",
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},
"nbformat": 4,
"nbformat_minor": 5
}
}
4 changes: 2 additions & 2 deletions examples/notebooks/04-zero-shot-cold-start.ipynb
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}
],
"source": [
"%pip install small-text[transformers]==1.3.1\n",
"%pip install small-text[transformers]==1.3.2\n",
"\n",
"# setfit is an optional dependency and must be installed as well\n",
"%pip install setfit>=0.5.0\n",
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},
"nbformat": 4,
"nbformat_minor": 5
}
}
2 changes: 1 addition & 1 deletion small_text/version.json
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{
"major": 1,
"minor": 3,
"micro": 1,
"micro": 2,
"pre_release": ""
}

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