diff --git a/.github/workflows/gh-pages.yml b/.github/workflows/gh-pages.yml new file mode 100644 index 0000000..7366fcf --- /dev/null +++ b/.github/workflows/gh-pages.yml @@ -0,0 +1,32 @@ +name: Sphinx docs to gh-pages + +on: + push: + branches: + - main + +permissions: + contents: write +jobs: + sphinx_docs_to_gh-pages: + runs-on: macos-latest + name: Sphinx docs to gh-pages + steps: + - uses: actions/checkout@v3 + with: + fetch-depth: 0 + - name: Set up Python + uses: actions/setup-python@v2 + with: + python-version: 3.11 + - name: Installing the library + run: | + pip install sphinx sphinx_rtd_theme && pip install -r requirements.txt + - name: Running the Sphinx to gh-pages Action + uses: uibcdf/action-sphinx-docs-to-gh-pages@v1.1.0 + with: + branch: main + dir_docs: docs + sphinxapiopts: '--separate -o .' + sphinxapiexclude: '../*setup* ../*.ipynb' + sphinxopts: '' \ No newline at end of file diff --git a/__pycache__/setup.cpython-311.pyc b/__pycache__/setup.cpython-311.pyc new 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b/docs/_build/html/.buildinfo new file mode 100644 index 0000000..ae921a6 --- /dev/null +++ b/docs/_build/html/.buildinfo @@ -0,0 +1,4 @@ +# Sphinx build info version 1 +# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done. +config: 614d4a05f8b85be2064defc40be7dc21 +tags: 645f666f9bcd5a90fca523b33c5a78b7 diff --git a/docs/_build/html/_modules/hygiene/payload/boxing/boxing.html b/docs/_build/html/_modules/hygiene/payload/boxing/boxing.html new file mode 100644 index 0000000..6f7e6a8 --- /dev/null +++ b/docs/_build/html/_modules/hygiene/payload/boxing/boxing.html @@ -0,0 +1,149 @@ + + + + + + hygiene.payload.boxing.boxing — hygiene latest documentation + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+
    +
    • +
  • Module code
    • +
  • hygiene.payload.boxing.boxing
    • +
  • +
    • +
+
+
+
+
+ +

Source code for hygiene.payload.boxing.boxing

+from hygiene.util.formatters.single import json, yaml
+from hygiene.util.builders import csv
+import os
+
+

+[docs]
+class Payload:
+    """
+    The `Payload` class is responsible for formatting and delivering data based on the specified format.
+    It supports CSV and JSON formats and can handle data in the form of dictionaries, lists, and strings.
+    """
+
+    def __init__(self, data=None, path=None, fmt=None):
+        """
+        Initializes the `Payload` object with the provided data, output path, and format.
+
+        :param data: The data to be formatted and delivered.
+        :param path: The path where the formatted data will be saved (only applicable for CSV format).
+        :param fmt: The format in which the data should be formatted (e.g., 'csv' or 'json').
+        """
+        self.data = data
+        self.output_path = path
+        self.fmt = fmt
+
+

+[docs]
+    def deliver(self):
+        """
+        Formats and delivers the data based on the specified format.
+
+        :return: The formatted data.
+        """
+        if self.fmt == 'csv':
+            form = csv.DataFormatter(fmt=self.fmt, data=self.data, output_path=os.path.abspath(self.output_path))
+            with open(form.format(), 'r') as f:
+                return f.readlines()
+        elif isinstance(self.data, (dict, list)):
+            form = json.DataFormatter(fmt=self.fmt, data=self.data)
+            return form.format()
+        elif isinstance(self.data, str):
+            return self.data
+            try:
+                form = yaml.DataFormatter(fmt=self.fmt, data=dict(self.data))
+            except:
+                form = json.DataFormatter(fmt=self.fmt, data=self.data)
+            return form.format()

+

+
+
+ +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/docs/_build/html/_modules/hygiene/singleton.html b/docs/_build/html/_modules/hygiene/singleton.html new file mode 100644 index 0000000..dc8d2d1 --- /dev/null +++ b/docs/_build/html/_modules/hygiene/singleton.html @@ -0,0 +1,122 @@ + + + + + + hygiene.singleton — hygiene latest documentation + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +

Source code for hygiene.singleton

+from hygiene.payload import boxing
+
+

+[docs]
+class Singleton:
+    """
+    A utility class that provides access to the 'boxing' module from the 'payload' package.
+    """
+
+

+[docs]
+    @staticmethod
+    def boxing():
+        """
+        Returns the 'boxing' module from the 'payload' package.
+        
+        :return: The 'boxing' module.
+        """
+        return boxing

+

+
+
+ +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/docs/_build/html/_modules/hygiene/util/builders/csv.html b/docs/_build/html/_modules/hygiene/util/builders/csv.html new file mode 100644 index 0000000..0903722 --- /dev/null +++ b/docs/_build/html/_modules/hygiene/util/builders/csv.html @@ -0,0 +1,159 @@ + + + + + + hygiene.util.builders.csv — hygiene latest documentation + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +

Source code for hygiene.util.builders.csv

+import csv
+
+

+[docs]
+class Sequence:
+    """
+    Initialize the Sequence object with a list of column names.
+
+    Args:
+        columns (list): A list of column names.
+
+    Raises:
+        ValueError: If the builder was declared without columns.
+
+    Returns:
+        None
+    """
+    def __init__(self, columns):
+        self.columns = columns
+
+

+[docs]
+    def build(self, data, out):
+        """
+        Process the data from a CSV file and add a new column with concatenated values.
+    
+        Args:
+            data (str): The path to the CSV file containing the data to be processed.
+            out (str): The name of the output file to which the modified rows will be written.
+    
+        Raises:
+            ValueError: If the builder was declared without columns to collate.
+    
+        Returns:
+            None
+    
+        Example Usage:
+            sequence = Sequence(['name', 'age', 'city'])
+            sequence.build('input.csv', 'output')
+        """
+        if self.columns is None:
+            raise ValueError("Builder declared without columns to collate!")
+    
+        reader = csv.DictReader(data)
+
+        # Create a new column with the concatenated values
+        for row in reader:
+            sequenced = " ###".join([f"{column}: {row[column]}" for column in self.columns])
+            row['sequence'] = sequenced
+
+            # Output the modified row to a new CSV file
+            with open(f'{out}.csv', 'a', newline='') as f:
+                writer = csv.DictWriter(out, fieldnames=reader.fieldnames + ['sequence'])
+                if f.tell() == 0:
+                    writer.writeheader()
+                writer.writerow(row)

+

+
+
+ +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/docs/_build/html/_modules/hygiene/util/formatters/single/csv.html b/docs/_build/html/_modules/hygiene/util/formatters/single/csv.html new file mode 100644 index 0000000..9df5e06 --- /dev/null +++ b/docs/_build/html/_modules/hygiene/util/formatters/single/csv.html @@ -0,0 +1,183 @@ + + + + + + hygiene.util.formatters.single.csv — hygiene latest documentation + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+
    +
    • +
  • Module code
    • +
  • hygiene.util.formatters.single.csv
    • +
  • +
    • +
+
+
+
+
+ +

Source code for hygiene.util.formatters.single.csv

+import csv
+import yaml
+
+

+[docs]
+class DataFormatter:
+    """
+    A class for converting data to a specified target format.
+
+    Args:
+        fmt (str): The format of the target output.
+        data (str): The input data to be formatted.
+
+    Attributes:
+        fmt (str): The format of the target output.
+        data (str): The input data to be formatted.
+    """
+
+    def __init__(self, fmt=None, data=None):
+        self.fmt = fmt
+        self.data = data
+
+

+[docs]
+    def format(self):
+        """
+        Convert data to the specified target format.
+
+        Raises:
+            ValueError: If the formatter is declared without a format, or if the target format is unsupported.
+            ValueError: If the data type is unsupported.
+            TypeError: If the YAML structure is improper and cannot be formatted.
+
+        Returns:
+            str: A success message indicating that the conversion to CSV was successful.
+        """
+        if self.fmt is None:
+            raise ValueError("Formatter declared without format!")
+
+        elif self.fmt == 'csv':
+            if isinstance(self.data, str):
+                try:
+                    yaml_obj = yaml.safe_load(self.data)
+                    if isinstance(yaml_obj, (list, tuple)):
+                        header = set()
+                        rows = []
+                        for item in yaml_obj:
+                            row = {}
+                            for k, v in item.items():
+                                if isinstance(v, (list, tuple)):
+                                    row[k] = ','.join([str(i) for i in v])
+                                elif isinstance(v, dict):
+                                    row[k] = str(v)
+                                    header.update(v.keys())
+                                else:
+                                    row[k] = str(v)
+                            rows.append(row)
+
+                        if len(header) > 0:
+                            header = sorted(header)
+                            writer = csv.DictWriter(open('output.csv', 'w'), fieldnames=list(rows[0].keys())+header)
+                            writer.writeheader()
+                        else:
+                            writer = csv.DictWriter(open('output.csv', 'w'), fieldnames=list(rows[0].keys()))
+                            writer.writeheader()
+                    
+                        for row in rows:
+                            writer.writerow(row)
+                    
+                    elif isinstance(yaml_obj, dict):
+                        writer = csv.DictWriter(open('output.csv', 'w'), fieldnames=list(yaml_obj.keys()))
+                        writer.writeheader()
+                except yaml.YAMLError:
+                    raise TypeError("Improper YAML structure!")
+            else:
+                raise ValueError("Unsupported data type!")
+        else:
+            raise ValueError("Unsupported format!")
+
+        return "Data successfully converted to CSV format."

+

+
+
+ +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/docs/_build/html/_modules/hygiene/util/formatters/single/json.html b/docs/_build/html/_modules/hygiene/util/formatters/single/json.html new file mode 100644 index 0000000..8106322 --- /dev/null +++ b/docs/_build/html/_modules/hygiene/util/formatters/single/json.html @@ -0,0 +1,167 @@ + + + + + + hygiene.util.formatters.single.json — hygiene latest documentation + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+
    +
    • +
  • Module code
    • +
  • hygiene.util.formatters.single.json
    • +
  • +
    • +
+
+
+
+
+ +

Source code for hygiene.util.formatters.single.json

+import json, yaml, csv
+from hygiene.util.common.helpers import _csv
+
+

+[docs]
+class DataFormatter:
+    """
+    A class for converting data to different formats such as YAML and CSV.
+
+    Args:
+        fmt (str): The target format for data conversion.
+        output_path (str): The path where the converted data will be saved (applicable only for CSV format).
+        data (str, list, tuple, dict): The data to be converted.
+
+    Raises:
+        ValueError: If the formatter is declared without a format, or if the target format is unsupported.
+    """
+
+    def __init__(self, fmt=None, output_path=None, data=None):
+        self.fmt = fmt
+        self.output_path = output_path
+        self.data = data
+
+

+[docs]
+    def format(self):
+        """
+        Convert data to the specified target format.
+
+        Returns:
+            str: If the target format is 'yaml' or 'yml', returns a YAML string representing the converted data.
+            str: If the target format is 'csv', returns the name of the CSV file where the data is saved.
+
+        Raises:
+            ValueError: If the formatter is declared without a format, or if the target format is unsupported.
+        """
+        if self.fmt is None:
+            raise ValueError("Formatter declared without format!")
+
+        elif self.fmt in ['yaml', 'yml']:
+            if isinstance(self.data, str):
+                json_obj = json.loads(self.data)
+                yaml_str = yaml.dump(json_obj, default_flow_style=False)
+                return yaml_str
+            elif isinstance(self.data, (list, tuple, dict)):
+                # Convert Python object to YAML string
+                data = yaml.dump(self.data, default_flow_style=False)
+            else:
+                raise ValueError(f'Unsupported data type "{self.data}"')
+        elif self.fmt == 'csv':
+            if isinstance(self.data, str):
+                json_obj = json.loads(self.data)
+                self.data = json_obj
+            elif not isinstance(self.data, (list, tuple, dict)):
+                raise ValueError(f'Unsupported data type "{self.data}"')
+            # write data to CSV file
+            with open(f'{self.output_path}.csv', mode='w') as csv_file:
+                writer = csv.writer(csv_file, delimiter=',', quotechar='"', quoting=csv.QUOTE_MINIMAL)
+                _csv._write_csv_rows(self.data, writer)
+                return csv_file.name
+        else:
+            raise ValueError(f'Unsupported target format "{self.fmt}"')
+    
+        return data

+

+
+
+ +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/docs/_build/html/_modules/hygiene/util/formatters/single/yaml.html b/docs/_build/html/_modules/hygiene/util/formatters/single/yaml.html new file mode 100644 index 0000000..43562f9 --- /dev/null +++ b/docs/_build/html/_modules/hygiene/util/formatters/single/yaml.html @@ -0,0 +1,179 @@ + + + + + + hygiene.util.formatters.single.yaml — hygiene latest documentation + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+
    +
    • +
  • Module code
    • +
  • hygiene.util.formatters.single.yaml
    • +
  • +
    • +
+
+
+
+
+ +

Source code for hygiene.util.formatters.single.yaml

+import json, yaml, csv
+from hygiene.util.common.helpers import _csv
+
+

+[docs]
+class DataFormatter:
+    """
+    A class for converting data to different formats such as JSON and CSV.
+
+    Args:
+        fmt (str): The format of the data ('json' or 'csv').
+        output_path (str): The path where the CSV file will be written.
+        data (str or list or tuple or dict): The data to be formatted.
+
+    Attributes:
+        fmt (str): The format of the data ('json' or 'csv').
+        data (str or list or tuple or dict): The data to be formatted.
+        output_path (str): The path where the CSV file will be written.
+
+    Methods:
+        format: Converts the data to the specified format.
+
+    Raises:
+        ValueError: If `fmt` is None or an unsupported data type.
+        TypeError: If the YAML structure is improper and cannot be formatted.
+    """
+
+    def __init__(self, fmt=None, output_path=None, data=None):
+        self.fmt = fmt
+        self.data = data
+        self.output_path = output_path
+
+

+[docs]
+    def format(self):
+        """
+        Convert data to the specified target format.
+
+        Returns:
+            str or None: If `fmt` is 'json', the method returns a JSON string representing the formatted data.
+                         If `fmt` is 'csv', the method writes the formatted data to a CSV file and returns the name of the file.
+
+        Raises:
+            ValueError: If `fmt` is None or an unsupported data type.
+            TypeError: If the YAML structure is improper and cannot be formatted.
+        """
+        if self.fmt is None:
+            raise ValueError("Formatter declared without format!")
+
+        elif self.fmt == 'json':
+            if isinstance(self.data, str):
+                try:
+                    yaml_obj = yaml.safe_load(self.data)
+                    json_str = json.dumps(yaml_obj)
+                    return json_str
+                except:
+                    raise TypeError("Improper yaml structure, cannot be formatted")
+            elif isinstance(self.data, (list, tuple, dict)):
+                # Convert Python object to JSON string
+                data = json.dumps(self.data)
+            else:
+                raise ValueError(f'Unsupported data type "{self.data}"')
+        elif self.fmt == 'csv':
+            if isinstance(self.data, str):
+                json_obj = json.loads(self.data)
+                self.data = json_obj
+            elif not isinstance(self.data, (list, tuple, dict)):
+                raise ValueError(f'Unsupported data type "{self.data}"')
+            # write data to CSV file
+            with open(f'{self.output_path}.csv', mode='w') as csv_file:
+                writer = csv.writer(csv_file, delimiter=',', quotechar='"', quoting=csv.QUOTE_MINIMAL)
+                _csv._write_csv_rows(self.data, writer)
+                return csv_file.name
+        else:
+            raise ValueError(f'Unsupported data type "{self.data}"')
+        return data

+

+
+
+ +
+
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/docs/_build/html/_modules/index.html b/docs/_build/html/_modules/index.html new file mode 100644 index 0000000..db7b3b2 --- /dev/null +++ b/docs/_build/html/_modules/index.html @@ -0,0 +1,184 @@ + + + + + + Overview: module code — hygiene initial documentation + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+
    +
    • +
  • Overview: module code
    • +
  • +
    • +
+
+
+
+ +
+ +
+
+
+
+ + + + \ No newline at end of file diff --git a/docs/_build/html/_sources/hygiene.payload.boxing.rst.txt b/docs/_build/html/_sources/hygiene.payload.boxing.rst.txt new file mode 100644 index 0000000..1450b9a --- /dev/null +++ b/docs/_build/html/_sources/hygiene.payload.boxing.rst.txt @@ -0,0 +1,13 @@ +hygiene.payload.boxing package +============================== + +Submodules +---------- + +hygiene.payload.boxing.boxing module +------------------------------------ + +.. automodule:: hygiene.payload.boxing.boxing + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/_build/html/_sources/hygiene.payload.rst.txt b/docs/_build/html/_sources/hygiene.payload.rst.txt new file mode 100644 index 0000000..09e0725 --- /dev/null +++ b/docs/_build/html/_sources/hygiene.payload.rst.txt @@ -0,0 +1,18 @@ +hygiene.payload package +======================= + +Subpackages +----------- + +.. toctree:: + :maxdepth: 4 + + hygiene.payload.boxing + +Module contents +--------------- + +.. automodule:: hygiene.payload + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/_build/html/_sources/hygiene.rst.txt b/docs/_build/html/_sources/hygiene.rst.txt new file mode 100644 index 0000000..da01d61 --- /dev/null +++ b/docs/_build/html/_sources/hygiene.rst.txt @@ -0,0 +1,22 @@ +hygiene package +=============== + +Subpackages +----------- + +.. toctree:: + :maxdepth: 4 + + hygiene.payload + hygiene.util + +Submodules +---------- + +hygiene.singleton module +------------------------ + +.. automodule:: hygiene.singleton + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/_build/html/_sources/hygiene.util.builders.rst.txt b/docs/_build/html/_sources/hygiene.util.builders.rst.txt new file mode 100644 index 0000000..3053ef1 --- /dev/null +++ b/docs/_build/html/_sources/hygiene.util.builders.rst.txt @@ -0,0 +1,13 @@ +hygiene.util.builders package +============================= + +Submodules +---------- + +hygiene.util.builders.csv module +-------------------------------- + +.. automodule:: hygiene.util.builders.csv + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/_build/html/_sources/hygiene.util.common.helpers.rst.txt b/docs/_build/html/_sources/hygiene.util.common.helpers.rst.txt new file mode 100644 index 0000000..a4d16d6 --- /dev/null +++ b/docs/_build/html/_sources/hygiene.util.common.helpers.rst.txt @@ -0,0 +1,10 @@ +hygiene.util.common.helpers package +=================================== + +Module contents +--------------- + +.. automodule:: hygiene.util.common.helpers + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/_build/html/_sources/hygiene.util.common.rst.txt b/docs/_build/html/_sources/hygiene.util.common.rst.txt new file mode 100644 index 0000000..9fff7a0 --- /dev/null +++ b/docs/_build/html/_sources/hygiene.util.common.rst.txt @@ -0,0 +1,10 @@ +hygiene.util.common package +=========================== + +Subpackages +----------- + +.. toctree:: + :maxdepth: 4 + + hygiene.util.common.helpers diff --git a/docs/_build/html/_sources/hygiene.util.formatters.rst.txt b/docs/_build/html/_sources/hygiene.util.formatters.rst.txt new file mode 100644 index 0000000..5e601fc --- /dev/null +++ b/docs/_build/html/_sources/hygiene.util.formatters.rst.txt @@ -0,0 +1,10 @@ +hygiene.util.formatters package +=============================== + +Subpackages +----------- + +.. toctree:: + :maxdepth: 4 + + hygiene.util.formatters.single diff --git a/docs/_build/html/_sources/hygiene.util.formatters.single.rst.txt b/docs/_build/html/_sources/hygiene.util.formatters.single.rst.txt new file mode 100644 index 0000000..1f3574e --- /dev/null +++ b/docs/_build/html/_sources/hygiene.util.formatters.single.rst.txt @@ -0,0 +1,29 @@ +hygiene.util.formatters.single package +====================================== + +Submodules +---------- + +hygiene.util.formatters.single.csv module +----------------------------------------- + +.. automodule:: hygiene.util.formatters.single.csv + :members: + :undoc-members: + :show-inheritance: + +hygiene.util.formatters.single.json module +------------------------------------------ + +.. automodule:: hygiene.util.formatters.single.json + :members: + :undoc-members: + :show-inheritance: + +hygiene.util.formatters.single.yaml module +------------------------------------------ + +.. automodule:: hygiene.util.formatters.single.yaml + :members: + :undoc-members: + :show-inheritance: \ No newline at end of file diff --git a/docs/_build/html/_sources/hygiene.util.rst.txt b/docs/_build/html/_sources/hygiene.util.rst.txt new file mode 100644 index 0000000..bb7b8d6 --- /dev/null +++ b/docs/_build/html/_sources/hygiene.util.rst.txt @@ -0,0 +1,13 @@ +hygiene.util package +==================== + +Subpackages +----------- + +.. toctree:: + :maxdepth: 4 + + hygiene.util.builders + hygiene.util.common + hygiene.util.formatters + diff --git a/docs/_build/html/_sources/index.rst.txt b/docs/_build/html/_sources/index.rst.txt new file mode 100644 index 0000000..6caad11 --- /dev/null +++ b/docs/_build/html/_sources/index.rst.txt @@ -0,0 +1,275 @@ +.. hygiene documentation master file, created by + sphinx-quickstart on Fri Dec 22 18:10:22 2023. + You can adapt this file completely to your liking, but it should at least + contain the root `toctree` directive. + +.. raw:: html + +

+ + Welcome to the 🌊 docs + +.. raw:: html + +

+ +|DIV| + +.. toctree:: + :maxdepth: 0 + :caption: Packages & useful classes + + hygiene.payload + hygiene.util + +|DIV| + +.. raw:: html + +

+ +hygiene +======= + +.. raw:: html + +

+ +.. raw:: html + +

+ +A payload compression toolkit that makes it easy to create ideal data +structures for LLMs. + +.. raw:: html + +

+ +.. raw:: html + +

+ +~ from training data to chain payloads ~ + +.. raw:: html + +

+ +🧬 Installation +---------------- + +|DIV| + +.. code:: bash + + pip install llm-hygiene + +or + +.. code:: bash + + python3 setup.py install + +🤔 Why? +---------------- + +|DIV| + +0. Compress (or freeze/reformat) payloads during inference and vector + embedding. + +1. Get data to look *the way language models expect it to look during + prompting* **no matter the origin or shape of that data** while also + being as small as possible (which starts w/ fine-tunining engineer’s + goal) + +2. Provide utilities and connectors to reduce code in language model + workflows. + +3. Prompt-generated datasets[2] [3] in particular are unique but come + with similar mundane routines as others. + +🤷 Usage +---------------- + +|DIV| + +.. code:: python + + Python 3.11.2 (main, Mar 24 2023, 00:16:47) [Clang 14.0.0 (clang-1400.0.29.202)] on darwin + Type "help", "copyright", "credits" or "license" for more information. + >>> import hygiene + >>> from hygiene import Singleton + >>> # Example JSON string + >>> singletons = [ + {"name": "John", "age": 30, "city": "New York"}, + '{"name": "John", "age": 30, "city": "New York"}', + list({"name": "John", "age": 30, "city": "New York"}), + [{"name": "John", "age": 30, "city": "New York"}] + ] + >>> milvus_payload_examples = [ + {"count": 10, "sizes": [35, 36, 38]}, + {"price": 11.99,"ratings": [9.1, 9.2, 9.4]}, + {"is_delivered": True,"responses": [False, False, True, False]}, + {"name": "Alice","friends": ["bob","eva","jack"]}, + {"location": {"lon": 52.5200,"lat": 13.4050}, + "cities": [ + {"lon": 51.5072,"lat": 0.1276}, + {"lon": 40.7128,"lat": 74.0060} + ] + } + ] + >>> def calculate_ratio(string, json_obj): + string_size = len(string.encode('utf-8')) + json_size = len(json.dumps(json_obj).encode('utf-8')) + ratio = string_size / json_size + print(f'JSON->YAML bytes ratio: {ratio}') + >>> boxing = Singleton.boxing() + >>> for each in singletons: + package = boxing.Payload(data=each, fmt="yml") + payload = package.deliver() + print(payload) + calculate_ratio(payload, each) + age: 30 + city: New York + name: John + + JSON->YAML bytes ratio: 0.723404255319149 + age: 30 + city: New York + name: John + + JSON->YAML bytes ratio: 0.576271186440678 + - name + - age + - city + + JSON->YAML bytes ratio: 0.8695652173913043 + - age: 30 + city: New York + name: John + + JSON->YAML bytes ratio: 0.8163265306122449 + >>> for each in milvus_payload_examples: + package = boxing.Payload(data=each, fmt="yml") + payload = package.deliver() + print(payload) + calculate_ratio(payload, each) + count: 10 + sizes: + - 35 + - 36 + - 38 + + JSON->YAML bytes ratio: 0.8888888888888888 + price: 11.99 + ratings: + - 9.1 + - 9.2 + - 9.4 + + JSON->YAML bytes ratio: 0.9090909090909091 + is_delivered: true + responses: + - false + - false + - true + - false + + JSON->YAML bytes ratio: 0.953125 + friends: + - bob + - eva + - jack + name: Alice + + JSON->YAML bytes ratio: 0.7692307692307693 + cities: + - lat: 0.1276 + lon: 51.5072 + - lat: 74.006 + lon: 40.7128 + location: + lat: 13.405 + lon: 52.52 + + JSON->YAML bytes ratio: 0.8512396694214877 + +🥅 Goals +---------------- + +|DIV| + +- Provide an extremely robust, complete, dataset for finetuning a + **small language model** on payload structures[2] +- Create a fine-tuning dataset for Seq2Seq inference based on collation + of the previous dataset[2] +- Use datasets to make models for embedding vectors and training LLMs + on pristine “Instruct”-type chains-of-thought[3] +- Provide all of the preprocessing tools to do this within this very + package + +⚡️ Advantages +---------------- + +|DIV| + +- suits structured to non-structured data but **also careless** data 👉 + natural language workflows +- atomized, low-level conversions for items belonging to massive + datasets (memory-safe if used correctly) +- tiny footprint in your project with *few* dependencies +- super-easy +- fast + +⌨️ Working on +---------------- + +|DIV| + +- ☐ integrating with Milvus +- ☐ integrating with embeddings[1] +- ☒ finishing this readme +- ☒ pip package + +✍️ Citations +---------------- + +|DIV| + +[1] **“MTEB: Massive Text Embedding Benchmark”** + +*Niklas Muennighoff* + +https://github.com/huggingface/blog/blob/main/mteb.md + +[2] **“Baize: An Open-Source Chat Model with Parameter-Efficient Tuning +on Self-Chat Data”** + +*Xu, Canwen and Guo, Daya and Duan, Nan and McAuley, Julian* + +https://arxiv.org/abs/2304.01196 + +[3] **“Training language models to follow instructions with human +feedback”** + +*Long Ouyang, Jeff Wu, Xu Jiang, Diogo Almeida, Carroll L. Wainwright, +Pamela Mishkin, Chong Zhang, Sandhini Agarwal, Katarina Slama, Alex Ray, +John Schulman, Jacob Hilton, Fraser Kelton, Luke Miller, Maddie Simens, +Amanda Askell, Peter Welinder, Paul Christiano, Jan Leike, Ryan Lowe* + +https://arxiv.org/abs/2203.02155 + +Indices and tables +---------------- + +|DIV| + +* :ref:`genindex` +* :ref:`modindex` +* :ref:`search` + +.. |A1| image:: https://github.com/Prismadic/.github/raw/main/profile/image_square.jpg +.. |A2| image:: https://github.com/Prismadic/.github/raw/main/profile/accent_color_square.jpg +.. |DIV| image:: https://github.com/Prismadic/magnet/raw/ef68535ecee236ff007638afa56de538b8fafd1a/divider.png \ No newline at end of file diff --git a/docs/_build/html/_sources/modules.rst.txt b/docs/_build/html/_sources/modules.rst.txt new file mode 100644 index 0000000..93faaa7 --- /dev/null +++ b/docs/_build/html/_sources/modules.rst.txt @@ -0,0 +1,8 @@ +hygiene.git +=========== + +.. toctree:: + :maxdepth: 4 + + hygiene + setup diff --git a/docs/_build/html/_sources/setup.rst.txt b/docs/_build/html/_sources/setup.rst.txt new file mode 100644 index 0000000..552eb49 --- /dev/null +++ b/docs/_build/html/_sources/setup.rst.txt @@ -0,0 +1,7 @@ +setup module +============ + +.. automodule:: setup + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/_build/html/_static/_sphinx_javascript_frameworks_compat.js b/docs/_build/html/_static/_sphinx_javascript_frameworks_compat.js new file mode 100644 index 0000000..8141580 --- /dev/null +++ b/docs/_build/html/_static/_sphinx_javascript_frameworks_compat.js @@ -0,0 +1,123 @@ +/* Compatability shim for jQuery and underscores.js. + * + * Copyright Sphinx contributors + * Released under the two clause BSD licence + */ + +/** + * small helper function to urldecode strings + * + * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/decodeURIComponent#Decoding_query_parameters_from_a_URL + */ +jQuery.urldecode = function(x) { + if (!x) { + return x + } + return decodeURIComponent(x.replace(/\+/g, ' ')); +}; + +/** + * small helper function to urlencode strings + */ +jQuery.urlencode = encodeURIComponent; + +/** + * This function returns the parsed url parameters of the + * current request. Multiple values per key are supported, + * it will always return arrays of strings for the value parts. + */ +jQuery.getQueryParameters = function(s) { + if (typeof s === 'undefined') + s = document.location.search; + var parts = s.substr(s.indexOf('?') + 1).split('&'); + var result = {}; + for (var i = 0; i < parts.length; i++) { + var tmp = parts[i].split('=', 2); + var key = jQuery.urldecode(tmp[0]); + var value = jQuery.urldecode(tmp[1]); + if (key in result) + result[key].push(value); + else + result[key] = [value]; + } + return result; +}; + +/** + * highlight a given string on a jquery object by wrapping it in + * span elements with the given class name. + */ +jQuery.fn.highlightText = function(text, className) { + function highlight(node, addItems) { + if (node.nodeType === 3) { + var val = node.nodeValue; + var pos = val.toLowerCase().indexOf(text); + if (pos >= 0 && + !jQuery(node.parentNode).hasClass(className) && + !jQuery(node.parentNode).hasClass("nohighlight")) { + var span; + var isInSVG = jQuery(node).closest("body, svg, foreignObject").is("svg"); + if (isInSVG) { + span = document.createElementNS("http://www.w3.org/2000/svg", "tspan"); + } else { + span = document.createElement("span"); + span.className = className; + } + span.appendChild(document.createTextNode(val.substr(pos, text.length))); + node.parentNode.insertBefore(span, node.parentNode.insertBefore( + document.createTextNode(val.substr(pos + text.length)), + node.nextSibling)); + node.nodeValue = val.substr(0, pos); + if (isInSVG) { + var rect = document.createElementNS("http://www.w3.org/2000/svg", "rect"); + var bbox = node.parentElement.getBBox(); + rect.x.baseVal.value = bbox.x; + rect.y.baseVal.value = bbox.y; + rect.width.baseVal.value = bbox.width; + rect.height.baseVal.value = bbox.height; + rect.setAttribute('class', className); + addItems.push({ + "parent": node.parentNode, + "target": rect}); + } + } + } + else if (!jQuery(node).is("button, select, textarea")) { + 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font-style: italic } /* Name.Builtin */ +.highlight .nc { color: #50fa7b } /* Name.Class */ +.highlight .no { color: #f8f8f2 } /* Name.Constant */ +.highlight .nd { color: #f8f8f2 } /* Name.Decorator */ +.highlight .ni { color: #f8f8f2 } /* Name.Entity */ +.highlight .ne { color: #f8f8f2 } /* Name.Exception */ +.highlight .nf { color: #50fa7b } /* Name.Function */ +.highlight .nl { color: #8be9fd; font-style: italic } /* Name.Label */ +.highlight .nn { color: #f8f8f2 } /* Name.Namespace */ +.highlight .nx { color: #f8f8f2 } /* Name.Other */ +.highlight .py { color: #f8f8f2 } /* Name.Property */ +.highlight .nt { color: #ff79c6 } /* Name.Tag */ +.highlight .nv { color: #8be9fd; font-style: italic } /* Name.Variable */ +.highlight .ow { color: #ff79c6 } /* Operator.Word */ +.highlight .pm { color: #f8f8f2 } /* Punctuation.Marker */ +.highlight .w { color: #f8f8f2 } /* Text.Whitespace */ +.highlight .mb { color: #ffb86c } /* Literal.Number.Bin */ +.highlight .mf { color: #ffb86c } /* Literal.Number.Float */ +.highlight .mh { color: #ffb86c } /* Literal.Number.Hex */ +.highlight .mi { color: #ffb86c } /* Literal.Number.Integer */ +.highlight .mo { color: #ffb86c } /* Literal.Number.Oct */ +.highlight .sa { color: #bd93f9 } /* Literal.String.Affix */ +.highlight .sb { color: #bd93f9 } /* Literal.String.Backtick */ +.highlight .sc { color: #bd93f9 } /* Literal.String.Char */ +.highlight .dl { color: #bd93f9 } /* Literal.String.Delimiter */ +.highlight .sd { color: #bd93f9 } /* Literal.String.Doc */ +.highlight .s2 { color: #bd93f9 } /* Literal.String.Double */ +.highlight .se { color: #bd93f9 } /* Literal.String.Escape */ +.highlight .sh { color: #bd93f9 } /* Literal.String.Heredoc */ +.highlight .si { color: #bd93f9 } /* Literal.String.Interpol */ +.highlight .sx { color: #bd93f9 } /* Literal.String.Other */ +.highlight .sr { color: #bd93f9 } /* Literal.String.Regex */ +.highlight .s1 { color: #bd93f9 } /* Literal.String.Single */ +.highlight .ss { color: #bd93f9 } /* Literal.String.Symbol */ +.highlight .bp { color: #f8f8f2; font-style: italic } /* Name.Builtin.Pseudo */ +.highlight .fm { color: #50fa7b } /* Name.Function.Magic */ +.highlight .vc { color: #8be9fd; font-style: italic } /* Name.Variable.Class */ +.highlight .vg { color: #8be9fd; font-style: italic } /* Name.Variable.Global */ +.highlight .vi { color: #8be9fd; font-style: italic } /* Name.Variable.Instance */ +.highlight .vm { color: #8be9fd; font-style: italic } /* Name.Variable.Magic */ +.highlight .il { color: #ffb86c } /* Literal.Number.Integer.Long */ \ No newline at end of file diff --git a/docs/_build/html/_static/searchtools.js b/docs/_build/html/_static/searchtools.js new file mode 100644 index 0000000..7918c3f --- /dev/null +++ b/docs/_build/html/_static/searchtools.js @@ -0,0 +1,574 @@ +/* + * searchtools.js + * ~~~~~~~~~~~~~~~~ + * + * Sphinx JavaScript utilities for the full-text search. + * + * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :license: BSD, see LICENSE for details. + * + */ +"use strict"; + +/** + * Simple result scoring code. + */ +if (typeof Scorer === "undefined") { + var Scorer = { + // Implement the following function to further tweak the score for each result + // The function takes a result array [docname, title, anchor, descr, score, filename] + // and returns the new score. + /* + score: result => { + const [docname, title, anchor, descr, score, filename] = result + return score + }, + */ + + // query matches the full name of an object + objNameMatch: 11, + // or matches in the last dotted part of the object name + objPartialMatch: 6, + // Additive scores depending on the priority of the object + objPrio: { + 0: 15, // used to be importantResults + 1: 5, // used to be objectResults + 2: -5, // used to be unimportantResults + }, + // Used when the priority is not in the mapping. + objPrioDefault: 0, + + // query found in title + title: 15, + partialTitle: 7, + // query found in terms + term: 5, + partialTerm: 2, + }; +} + +const _removeChildren = (element) => { + while (element && element.lastChild) element.removeChild(element.lastChild); +}; + +/** + * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping + */ +const _escapeRegExp = (string) => + string.replace(/[.*+\-?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string + +const _displayItem = (item, searchTerms, highlightTerms) => { + const docBuilder = DOCUMENTATION_OPTIONS.BUILDER; + const docFileSuffix = DOCUMENTATION_OPTIONS.FILE_SUFFIX; + const docLinkSuffix = DOCUMENTATION_OPTIONS.LINK_SUFFIX; + const showSearchSummary = DOCUMENTATION_OPTIONS.SHOW_SEARCH_SUMMARY; + const contentRoot = document.documentElement.dataset.content_root; + + const [docName, title, anchor, descr, score, _filename] = item; + + let listItem = document.createElement("li"); + let requestUrl; + let linkUrl; + if (docBuilder === "dirhtml") { + // dirhtml builder + let dirname = docName + "/"; + if (dirname.match(/\/index\/$/)) + dirname = dirname.substring(0, dirname.length - 6); + else if (dirname === "index/") dirname = ""; + requestUrl = contentRoot + dirname; + linkUrl = requestUrl; + } else { + // normal html builders + requestUrl = contentRoot + docName + docFileSuffix; + linkUrl = docName + docLinkSuffix; + } + let linkEl = listItem.appendChild(document.createElement("a")); + linkEl.href = linkUrl + anchor; + linkEl.dataset.score = score; + linkEl.innerHTML = title; + if (descr) { + listItem.appendChild(document.createElement("span")).innerHTML = + " (" + descr + ")"; + // highlight search terms in the description + if (SPHINX_HIGHLIGHT_ENABLED) // set in sphinx_highlight.js + highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted")); + } + else if (showSearchSummary) + fetch(requestUrl) + .then((responseData) => responseData.text()) + .then((data) => { + if (data) + listItem.appendChild( + Search.makeSearchSummary(data, searchTerms) + ); + // highlight search terms in the summary + if (SPHINX_HIGHLIGHT_ENABLED) // set in sphinx_highlight.js + highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted")); + }); + Search.output.appendChild(listItem); +}; +const _finishSearch = (resultCount) => { + Search.stopPulse(); + Search.title.innerText = _("Search Results"); + if (!resultCount) + Search.status.innerText = Documentation.gettext( + "Your search did not match any documents. Please make sure that all words are spelled correctly and that you've selected enough categories." + ); + else + Search.status.innerText = _( + `Search finished, found ${resultCount} page(s) matching the search query.` + ); +}; +const _displayNextItem = ( + results, + resultCount, + searchTerms, + highlightTerms, +) => { + // results left, load the summary and display it + // this is intended to be dynamic (don't sub resultsCount) + if (results.length) { + _displayItem(results.pop(), searchTerms, highlightTerms); + setTimeout( + () => _displayNextItem(results, resultCount, searchTerms, highlightTerms), + 5 + ); + } + // search finished, update title and status message + else _finishSearch(resultCount); +}; + +/** + * Default splitQuery function. Can be overridden in ``sphinx.search`` with a + * custom function per language. + * + * The regular expression works by splitting the string on consecutive characters + * that are not Unicode letters, numbers, underscores, or emoji characters. + * This is the same as ``\W+`` in Python, preserving the surrogate pair area. + */ +if (typeof splitQuery === "undefined") { + var splitQuery = (query) => query + .split(/[^\p{Letter}\p{Number}_\p{Emoji_Presentation}]+/gu) + .filter(term => term) // remove remaining empty strings +} + +/** + * Search Module + */ +const Search = { + _index: null, + _queued_query: null, + _pulse_status: -1, + + htmlToText: (htmlString) => { + const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html'); + htmlElement.querySelectorAll(".headerlink").forEach((el) => { el.remove() }); + const docContent = htmlElement.querySelector('[role="main"]'); + if (docContent !== undefined) return docContent.textContent; + console.warn( + "Content block not found. Sphinx search tries to obtain it via '[role=main]'. Could you check your theme or template." + ); + return ""; + }, + + init: () => { + const query = new URLSearchParams(window.location.search).get("q"); + document + .querySelectorAll('input[name="q"]') + .forEach((el) => (el.value = query)); + if (query) Search.performSearch(query); + }, + + loadIndex: (url) => + (document.body.appendChild(document.createElement("script")).src = url), + + setIndex: (index) => { + Search._index = index; + if (Search._queued_query !== null) { + const query = Search._queued_query; + Search._queued_query = null; + Search.query(query); + } + }, + + hasIndex: () => Search._index !== null, + + deferQuery: (query) => (Search._queued_query = query), + + stopPulse: () => (Search._pulse_status = -1), + + startPulse: () => { + if (Search._pulse_status >= 0) return; + + const pulse = () => { + Search._pulse_status = (Search._pulse_status + 1) % 4; + Search.dots.innerText = ".".repeat(Search._pulse_status); + if (Search._pulse_status >= 0) window.setTimeout(pulse, 500); + }; + pulse(); + }, + + /** + * perform a search for something (or wait until index is loaded) + */ + performSearch: (query) => { + // create the required interface elements + const searchText = document.createElement("h2"); + searchText.textContent = _("Searching"); + const searchSummary = document.createElement("p"); + searchSummary.classList.add("search-summary"); + searchSummary.innerText = ""; + const searchList = document.createElement("ul"); + searchList.classList.add("search"); + + const out = document.getElementById("search-results"); + Search.title = out.appendChild(searchText); + Search.dots = Search.title.appendChild(document.createElement("span")); + Search.status = out.appendChild(searchSummary); + Search.output = out.appendChild(searchList); + + const searchProgress = document.getElementById("search-progress"); + // Some themes don't use the search progress node + if (searchProgress) { + searchProgress.innerText = _("Preparing search..."); + } + Search.startPulse(); + + // index already loaded, the browser was quick! + if (Search.hasIndex()) Search.query(query); + else Search.deferQuery(query); + }, + + /** + * execute search (requires search index to be loaded) + */ + query: (query) => { + const filenames = Search._index.filenames; + const docNames = Search._index.docnames; + const titles = Search._index.titles; + const allTitles = Search._index.alltitles; + const indexEntries = Search._index.indexentries; + + // stem the search terms and add them to the correct list + const stemmer = new Stemmer(); + const searchTerms = new Set(); + const excludedTerms = new Set(); + const highlightTerms = new Set(); + const objectTerms = new Set(splitQuery(query.toLowerCase().trim())); + splitQuery(query.trim()).forEach((queryTerm) => { + const queryTermLower = queryTerm.toLowerCase(); + + // maybe skip this "word" + // stopwords array is from language_data.js + if ( + stopwords.indexOf(queryTermLower) !== -1 || + queryTerm.match(/^\d+$/) + ) + return; + + // stem the word + let word = stemmer.stemWord(queryTermLower); + // select the correct list + if (word[0] === "-") excludedTerms.add(word.substr(1)); + else { + searchTerms.add(word); + highlightTerms.add(queryTermLower); + } + }); + + if (SPHINX_HIGHLIGHT_ENABLED) { // set in sphinx_highlight.js + localStorage.setItem("sphinx_highlight_terms", [...highlightTerms].join(" ")) + } + + // console.debug("SEARCH: searching for:"); + // console.info("required: ", [...searchTerms]); + // console.info("excluded: ", [...excludedTerms]); + + // array of [docname, title, anchor, descr, score, filename] + let results = []; + _removeChildren(document.getElementById("search-progress")); + + const queryLower = query.toLowerCase(); + for (const [title, foundTitles] of Object.entries(allTitles)) { + if (title.toLowerCase().includes(queryLower) && (queryLower.length >= title.length/2)) { + for (const [file, id] of foundTitles) { + let score = Math.round(100 * queryLower.length / title.length) + results.push([ + docNames[file], + titles[file] !== title ? `${titles[file]} > ${title}` : title, + id !== null ? "#" + id : "", + null, + score, + filenames[file], + ]); + } + } + } + + // search for explicit entries in index directives + for (const [entry, foundEntries] of Object.entries(indexEntries)) { + if (entry.includes(queryLower) && (queryLower.length >= entry.length/2)) { + for (const [file, id] of foundEntries) { + let score = Math.round(100 * queryLower.length / entry.length) + results.push([ + docNames[file], + titles[file], + id ? "#" + id : "", + null, + score, + filenames[file], + ]); + } + } + } + + // lookup as object + objectTerms.forEach((term) => + results.push(...Search.performObjectSearch(term, objectTerms)) + ); + + // lookup as search terms in fulltext + results.push(...Search.performTermsSearch(searchTerms, excludedTerms)); + + // let the scorer override scores with a custom scoring function + if (Scorer.score) results.forEach((item) => (item[4] = Scorer.score(item))); + + // now sort the results by score (in opposite order of appearance, since the + // display function below uses pop() to retrieve items) and then + // alphabetically + results.sort((a, b) => { + const leftScore = a[4]; + const rightScore = b[4]; + if (leftScore === rightScore) { + // same score: sort alphabetically + const leftTitle = a[1].toLowerCase(); + const rightTitle = b[1].toLowerCase(); + if (leftTitle === rightTitle) return 0; + return leftTitle > rightTitle ? -1 : 1; // inverted is intentional + } + return leftScore > rightScore ? 1 : -1; + }); + + // remove duplicate search results + // note the reversing of results, so that in the case of duplicates, the highest-scoring entry is kept + let seen = new Set(); + results = results.reverse().reduce((acc, result) => { + let resultStr = result.slice(0, 4).concat([result[5]]).map(v => String(v)).join(','); + if (!seen.has(resultStr)) { + acc.push(result); + seen.add(resultStr); + } + return acc; + }, []); + + results = results.reverse(); + + // for debugging + //Search.lastresults = results.slice(); // a copy + // console.info("search results:", Search.lastresults); + + // print the results + _displayNextItem(results, results.length, searchTerms, highlightTerms); + }, + + /** + * search for object names + */ + performObjectSearch: (object, objectTerms) => { + const filenames = Search._index.filenames; + const docNames = Search._index.docnames; + const objects = Search._index.objects; + const objNames = Search._index.objnames; + const titles = Search._index.titles; + + const results = []; + + const objectSearchCallback = (prefix, match) => { + const name = match[4] + const fullname = (prefix ? prefix + "." : "") + name; + const fullnameLower = fullname.toLowerCase(); + if (fullnameLower.indexOf(object) < 0) return; + + let score = 0; + const parts = fullnameLower.split("."); + + // check for different match types: exact matches of full name or + // "last name" (i.e. last dotted part) + if (fullnameLower === object || parts.slice(-1)[0] === object) + score += Scorer.objNameMatch; + else if (parts.slice(-1)[0].indexOf(object) > -1) + score += Scorer.objPartialMatch; // matches in last name + + const objName = objNames[match[1]][2]; + const title = titles[match[0]]; + + // If more than one term searched for, we require other words to be + // found in the name/title/description + const otherTerms = new Set(objectTerms); + otherTerms.delete(object); + if (otherTerms.size > 0) { + const haystack = `${prefix} ${name} ${objName} ${title}`.toLowerCase(); + if ( + [...otherTerms].some((otherTerm) => haystack.indexOf(otherTerm) < 0) + ) + return; + } + + let anchor = match[3]; + if (anchor === "") anchor = fullname; + else if (anchor === "-") anchor = objNames[match[1]][1] + "-" + fullname; + + const descr = objName + _(", in ") + title; + + // add custom score for some objects according to scorer + if (Scorer.objPrio.hasOwnProperty(match[2])) + score += Scorer.objPrio[match[2]]; + else score += Scorer.objPrioDefault; + + results.push([ + docNames[match[0]], + fullname, + "#" + anchor, + descr, + score, + filenames[match[0]], + ]); + }; + Object.keys(objects).forEach((prefix) => + objects[prefix].forEach((array) => + objectSearchCallback(prefix, array) + ) + ); + return results; + }, + + /** + * search for full-text terms in the index + */ + performTermsSearch: (searchTerms, excludedTerms) => { + // prepare search + const terms = Search._index.terms; + const titleTerms = Search._index.titleterms; + const filenames = Search._index.filenames; + const docNames = Search._index.docnames; + const titles = Search._index.titles; + + const scoreMap = new Map(); + const fileMap = new Map(); + + // perform the search on the required terms + searchTerms.forEach((word) => { + const files = []; + const arr = [ + { files: terms[word], score: Scorer.term }, + { files: titleTerms[word], score: Scorer.title }, + ]; + // add support for partial matches + if (word.length > 2) { + const escapedWord = _escapeRegExp(word); + Object.keys(terms).forEach((term) => { + if (term.match(escapedWord) && !terms[word]) + arr.push({ files: terms[term], score: Scorer.partialTerm }); + }); + Object.keys(titleTerms).forEach((term) => { + if (term.match(escapedWord) && !titleTerms[word]) + arr.push({ files: titleTerms[word], score: Scorer.partialTitle }); + }); + } + + // no match but word was a required one + if (arr.every((record) => record.files === undefined)) return; + + // found search word in contents + arr.forEach((record) => { + if (record.files === undefined) return; + + let recordFiles = record.files; + if (recordFiles.length === undefined) recordFiles = [recordFiles]; + files.push(...recordFiles); + + // set score for the word in each file + recordFiles.forEach((file) => { + if (!scoreMap.has(file)) scoreMap.set(file, {}); + scoreMap.get(file)[word] = record.score; + }); + }); + + // create the mapping + files.forEach((file) => { + if (fileMap.has(file) && fileMap.get(file).indexOf(word) === -1) + fileMap.get(file).push(word); + else fileMap.set(file, [word]); + }); + }); + + // now check if the files don't contain excluded terms + const results = []; + for (const [file, wordList] of fileMap) { + // check if all requirements are matched + + // as search terms with length < 3 are discarded + const filteredTermCount = [...searchTerms].filter( + (term) => term.length > 2 + ).length; + if ( + wordList.length !== searchTerms.size && + wordList.length !== filteredTermCount + ) + continue; + + // ensure that none of the excluded terms is in the search result + if ( + [...excludedTerms].some( + (term) => + terms[term] === file || + titleTerms[term] === file || + (terms[term] || []).includes(file) || + (titleTerms[term] || []).includes(file) + ) + ) + break; + + // select one (max) score for the file. + const score = Math.max(...wordList.map((w) => scoreMap.get(file)[w])); + // add result to the result list + results.push([ + docNames[file], + titles[file], + "", + null, + score, + filenames[file], + ]); + } + return results; + }, + + /** + * helper function to return a node containing the + * search summary for a given text. keywords is a list + * of stemmed words. + */ + makeSearchSummary: (htmlText, keywords) => { + const text = Search.htmlToText(htmlText); + if (text === "") return null; + + const textLower = text.toLowerCase(); + const actualStartPosition = [...keywords] + .map((k) => textLower.indexOf(k.toLowerCase())) + .filter((i) => i > -1) + .slice(-1)[0]; + const startWithContext = Math.max(actualStartPosition - 120, 0); + + const top = startWithContext === 0 ? "" : "..."; + const tail = startWithContext + 240 < text.length ? "..." : ""; + + let summary = document.createElement("p"); + summary.classList.add("context"); + summary.textContent = top + text.substr(startWithContext, 240).trim() + tail; + + return summary; + }, +}; + +_ready(Search.init); diff --git a/docs/_build/html/_static/sphinx_highlight.js b/docs/_build/html/_static/sphinx_highlight.js new file mode 100644 index 0000000..8a96c69 --- /dev/null +++ b/docs/_build/html/_static/sphinx_highlight.js @@ -0,0 +1,154 @@ +/* Highlighting utilities for Sphinx HTML documentation. */ +"use strict"; + +const SPHINX_HIGHLIGHT_ENABLED = true + +/** + * highlight a given string on a node by wrapping it in + * span elements with the given class name. + */ +const _highlight = (node, addItems, text, className) => { + if (node.nodeType === Node.TEXT_NODE) { + const val = node.nodeValue; + const parent = node.parentNode; + const pos = val.toLowerCase().indexOf(text); + if ( + pos >= 0 && + !parent.classList.contains(className) && + !parent.classList.contains("nohighlight") + ) { + let span; + + const closestNode = parent.closest("body, svg, foreignObject"); + const isInSVG = closestNode && closestNode.matches("svg"); + if (isInSVG) { + span = document.createElementNS("http://www.w3.org/2000/svg", "tspan"); + } else { + span = document.createElement("span"); + span.classList.add(className); + } + + span.appendChild(document.createTextNode(val.substr(pos, text.length))); + const rest = document.createTextNode(val.substr(pos + text.length)); + parent.insertBefore( + span, + parent.insertBefore( + rest, + node.nextSibling + ) + ); + node.nodeValue = val.substr(0, pos); + /* There may be more occurrences of search term in this node. So call this + * function recursively on the remaining fragment. + */ + _highlight(rest, addItems, text, className); + + if (isInSVG) { + const rect = document.createElementNS( + "http://www.w3.org/2000/svg", + "rect" + ); + const bbox = parent.getBBox(); + rect.x.baseVal.value = bbox.x; + rect.y.baseVal.value = bbox.y; + rect.width.baseVal.value = bbox.width; + rect.height.baseVal.value = bbox.height; + rect.setAttribute("class", className); + addItems.push({ parent: parent, target: rect }); + } + } + } else if (node.matches && !node.matches("button, select, textarea")) { + node.childNodes.forEach((el) => _highlight(el, addItems, text, className)); + } +}; +const _highlightText = (thisNode, text, className) => { + let addItems = []; + _highlight(thisNode, addItems, text, className); + addItems.forEach((obj) => + obj.parent.insertAdjacentElement("beforebegin", obj.target) + ); +}; + +/** + * Small JavaScript module for the documentation. + */ +const SphinxHighlight = { + + /** + * highlight the search words provided in localstorage in the text + */ + highlightSearchWords: () => { + if (!SPHINX_HIGHLIGHT_ENABLED) return; // bail if no highlight + + // get and clear terms from localstorage + const url = new URL(window.location); + const highlight = + localStorage.getItem("sphinx_highlight_terms") + || url.searchParams.get("highlight") + || ""; + localStorage.removeItem("sphinx_highlight_terms") + url.searchParams.delete("highlight"); + window.history.replaceState({}, "", url); + + // get individual terms from highlight string + const terms = highlight.toLowerCase().split(/\s+/).filter(x => x); + if (terms.length === 0) return; // nothing to do + + // There should never be more than one element matching "div.body" + const divBody = document.querySelectorAll("div.body"); + const body = divBody.length ? divBody[0] : document.querySelector("body"); + window.setTimeout(() => { + terms.forEach((term) => _highlightText(body, term, "highlighted")); + }, 10); + + const searchBox = document.getElementById("searchbox"); + if (searchBox === null) return; + searchBox.appendChild( + document + .createRange() + .createContextualFragment( + '

' + + '' + + _("Hide Search Matches") + + "

" + ) + ); + }, + + /** + * helper function to hide the search marks again + */ + hideSearchWords: () => { + document + .querySelectorAll("#searchbox .highlight-link") + .forEach((el) => el.remove()); + document + .querySelectorAll("span.highlighted") + .forEach((el) => el.classList.remove("highlighted")); + localStorage.removeItem("sphinx_highlight_terms") + }, + + initEscapeListener: () => { + // only install a listener if it is really needed + if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) return; + + document.addEventListener("keydown", (event) => { + // bail for input elements + if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return; + // bail with special keys + if (event.shiftKey || event.altKey || event.ctrlKey || event.metaKey) return; + if (DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS && (event.key === "Escape")) { + SphinxHighlight.hideSearchWords(); + event.preventDefault(); + } + }); + }, +}; + +_ready(() => { + /* Do not call highlightSearchWords() when we are on the search page. + * It will highlight words from the *previous* search query. + */ + if (typeof Search === "undefined") SphinxHighlight.highlightSearchWords(); + SphinxHighlight.initEscapeListener(); +}); diff --git a/docs/_build/html/genindex.html b/docs/_build/html/genindex.html new file mode 100644 index 0000000..e7cea7f --- /dev/null +++ b/docs/_build/html/genindex.html @@ -0,0 +1,346 @@ + + + + + + Index — hygiene initial documentation + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ + +

Index

+ +
+ B + | D + | F + | H + | M + | P + | S + +
+

B

+ + + +
+ +

D

+ + + +
+ +

F

+ + +
+ +

H

+ + + +
    +
  • + hygiene.payload + +
    • +
  • + hygiene.payload.boxing.boxing + +
    • +
  • + hygiene.singleton + +
    • +
  • + hygiene.util.builders.csv + +
    • +
    +
  • + hygiene.util.common.helpers + +
    • +
  • + hygiene.util.formatters.single.csv + +
    • +
  • + hygiene.util.formatters.single.json + +
    • +
  • + hygiene.util.formatters.single.yaml + +
    • +
+ +

M

+ + +
+ +

P

+ + +
+ +

S

+ + + +
+ + + +
+
+
+ +
+ +
+

© Copyright 2023, Prismadic, LLC.

+
+ + + +
+
+
+
+
+ + + + \ No newline at end of file diff --git a/docs/_build/html/hygiene.html b/docs/_build/html/hygiene.html new file mode 100644 index 0000000..972b1e3 --- /dev/null +++ b/docs/_build/html/hygiene.html @@ -0,0 +1,185 @@ + + + + + + + hygiene package — hygiene initial documentation + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

hygiene package

+
+

Subpackages

+
+ +
+
+
+

Submodules

+
+
+

hygiene.singleton module

+
+
+class hygiene.singleton.Singleton[source]
+

Bases: object

+

A utility class that provides access to the ‘boxing’ module from the ‘payload’ package.

+
+
+static boxing()[source]
+

Returns the ‘boxing’ module from the ‘payload’ package.

+
+
Returns:
+

The ‘boxing’ module.

+
+
+
+ +
+ +
+
+ + +
+
+
+ +
+ +
+

© Copyright 2023, Prismadic, LLC.

+
+ + + +
+
+
+
+
+ + + + \ No newline at end of file diff --git a/docs/_build/html/hygiene.payload.boxing.html b/docs/_build/html/hygiene.payload.boxing.html new file mode 100644 index 0000000..c4103d0 --- /dev/null +++ b/docs/_build/html/hygiene.payload.boxing.html @@ -0,0 +1,151 @@ + + + + + + + hygiene.payload.boxing package — hygiene initial documentation + + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

hygiene.payload.boxing package

+
+

Submodules

+
+
+

hygiene.payload.boxing.boxing module

+
+
+class hygiene.payload.boxing.boxing.Payload(data=None, path=None, fmt=None)[source]
+

Bases: object

+

The Payload class is responsible for formatting and delivering data based on the specified format. +It supports CSV and JSON formats and can handle data in the form of dictionaries, lists, and strings.

+
+
+deliver()[source]
+

Formats and delivers the data based on the specified format.

+
+
Returns:
+

The formatted data.

+
+
+
+ +
+ +
+
+ + +
+
+
+ +
+ +
+

© Copyright 2023, Prismadic, LLC.

+
+ + + +
+
+
+
+
+ + + + \ No newline at end of file diff --git a/docs/_build/html/hygiene.payload.html b/docs/_build/html/hygiene.payload.html new file mode 100644 index 0000000..3355bbf --- /dev/null +++ b/docs/_build/html/hygiene.payload.html @@ -0,0 +1,146 @@ + + + + + + + hygiene.payload package — hygiene initial documentation + + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

hygiene.payload package

+
+

Subpackages

+
+ +
+
+
+

Module contents

+
+
+ + +
+
+
+ +
+ +
+

© Copyright 2023, Prismadic, LLC.

+
+ + + +
+
+
+
+
+ + + + \ No newline at end of file diff --git a/docs/_build/html/hygiene.util.builders.html b/docs/_build/html/hygiene.util.builders.html new file mode 100644 index 0000000..6b44a9e --- /dev/null +++ b/docs/_build/html/hygiene.util.builders.html @@ -0,0 +1,165 @@ + + + + + + + hygiene.util.builders package — hygiene initial documentation + + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

hygiene.util.builders package

+
+

Submodules

+
+
+

hygiene.util.builders.csv module

+
+
+class hygiene.util.builders.csv.Sequence(columns)[source]
+

Bases: object

+

Initialize the Sequence object with a list of column names.

+
+
Args:

columns (list): A list of column names.

+
+
Raises:

ValueError: If the builder was declared without columns.

+
+
Returns:

None

+
+
+
+
+build(data, out)[source]
+

Process the data from a CSV file and add a new column with concatenated values.

+
+
Args:

data (str): The path to the CSV file containing the data to be processed. +out (str): The name of the output file to which the modified rows will be written.

+
+
Raises:

ValueError: If the builder was declared without columns to collate.

+
+
Returns:

None

+
+
Example Usage:

sequence = Sequence([‘name’, ‘age’, ‘city’]) +sequence.build(‘input.csv’, ‘output’)

+
+
+
+ +
+ +
+
+ + +
+
+
+ +
+ +
+

© Copyright 2023, Prismadic, LLC.

+
+ + + +
+
+
+
+
+ + + + \ No newline at end of file diff --git a/docs/_build/html/hygiene.util.common.helpers.html b/docs/_build/html/hygiene.util.common.helpers.html new file mode 100644 index 0000000..a3d70f0 --- /dev/null +++ b/docs/_build/html/hygiene.util.common.helpers.html @@ -0,0 +1,130 @@ + + + + + + + hygiene.util.common.helpers package — hygiene initial documentation + + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

hygiene.util.common.helpers package

+
+

Module contents

+
+
+ + +
+
+
+ +
+ +
+

© Copyright 2023, Prismadic, LLC.

+
+ + + +
+
+
+
+
+ + + + \ No newline at end of file diff --git a/docs/_build/html/hygiene.util.common.html b/docs/_build/html/hygiene.util.common.html new file mode 100644 index 0000000..3e17ca5 --- /dev/null +++ b/docs/_build/html/hygiene.util.common.html @@ -0,0 +1,137 @@ + + + + + + + hygiene.util.common package — hygiene initial documentation + + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

hygiene.util.common package

+
+

Subpackages

+
+ +
+
+
+ + +
+
+
+ +
+ +
+

© Copyright 2023, Prismadic, LLC.

+
+ + + +
+
+
+
+
+ + + + \ No newline at end of file diff --git a/docs/_build/html/hygiene.util.formatters.html b/docs/_build/html/hygiene.util.formatters.html new file mode 100644 index 0000000..bb1ce36 --- /dev/null +++ b/docs/_build/html/hygiene.util.formatters.html @@ -0,0 +1,158 @@ + + + + + + + hygiene.util.formatters package — hygiene initial documentation + + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+ +
+
+ +
+ +
+

© Copyright 2023, Prismadic, LLC.

+
+ + + +
+
+
+
+
+ + + + \ No newline at end of file diff --git a/docs/_build/html/hygiene.util.formatters.single.html b/docs/_build/html/hygiene.util.formatters.single.html new file mode 100644 index 0000000..60f5f74 --- /dev/null +++ b/docs/_build/html/hygiene.util.formatters.single.html @@ -0,0 +1,233 @@ + + + + + + + hygiene.util.formatters.single package — hygiene initial documentation + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +
+

hygiene.util.formatters.single package

+
+

Submodules

+
+
+

hygiene.util.formatters.single.csv module

+
+
+class hygiene.util.formatters.single.csv.DataFormatter(fmt=None, data=None)[source]
+

Bases: object

+

A class for converting data to a specified target format.

+
+
Args:

fmt (str): The format of the target output. +data (str): The input data to be formatted.

+
+
Attributes:

fmt (str): The format of the target output. +data (str): The input data to be formatted.

+
+
+
+
+format()[source]
+

Convert data to the specified target format.

+
+
Raises:

ValueError: If the formatter is declared without a format, or if the target format is unsupported. +ValueError: If the data type is unsupported. +TypeError: If the YAML structure is improper and cannot be formatted.

+
+
Returns:

str: A success message indicating that the conversion to CSV was successful.

+
+
+
+ +
+ +
+
+

hygiene.util.formatters.single.json module

+
+
+class hygiene.util.formatters.single.json.DataFormatter(fmt=None, output_path=None, data=None)[source]
+

Bases: object

+

A class for converting data to different formats such as YAML and CSV.

+
+
Args:

fmt (str): The target format for data conversion. +output_path (str): The path where the converted data will be saved (applicable only for CSV format). +data (str, list, tuple, dict): The data to be converted.

+
+
Raises:

ValueError: If the formatter is declared without a format, or if the target format is unsupported.

+
+
+
+
+format()[source]
+

Convert data to the specified target format.

+
+
Returns:

str: If the target format is ‘yaml’ or ‘yml’, returns a YAML string representing the converted data. +str: If the target format is ‘csv’, returns the name of the CSV file where the data is saved.

+
+
Raises:

ValueError: If the formatter is declared without a format, or if the target format is unsupported.

+
+
+
+ +
+ +
+
+

hygiene.util.formatters.single.yaml module

+
+
+class hygiene.util.formatters.single.yaml.DataFormatter(fmt=None, output_path=None, data=None)[source]
+

Bases: object

+

A class for converting data to different formats such as JSON and CSV.

+
+
Args:

fmt (str): The format of the data (‘json’ or ‘csv’). +output_path (str): The path where the CSV file will be written. +data (str or list or tuple or dict): The data to be formatted.

+
+
Attributes:

fmt (str): The format of the data (‘json’ or ‘csv’). +data (str or list or tuple or dict): The data to be formatted. +output_path (str): The path where the CSV file will be written.

+
+
Methods:

format: Converts the data to the specified format.

+
+
Raises:

ValueError: If fmt is None or an unsupported data type. +TypeError: If the YAML structure is improper and cannot be formatted.

+
+
+
+
+format()[source]
+

Convert data to the specified target format.

+
+
Returns:
+
str or None: If fmt is ‘json’, the method returns a JSON string representing the formatted data.

If fmt is ‘csv’, the method writes the formatted data to a CSV file and returns the name of the file.

+
+
+
+
Raises:

ValueError: If fmt is None or an unsupported data type. +TypeError: If the YAML structure is improper and cannot be formatted.

+
+
+
+ +
+ +
+
+ + +
+
+
+ +
+ +
+

© Copyright 2023, Prismadic, LLC.

+
+ + + +
+
+
+
+
+ + + + \ No newline at end of file diff --git a/docs/_build/html/hygiene.util.html b/docs/_build/html/hygiene.util.html new file mode 100644 index 0000000..ebc7cb1 --- /dev/null +++ b/docs/_build/html/hygiene.util.html @@ -0,0 +1,166 @@ + + + + + + + hygiene.util package — hygiene initial documentation + + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+ +
+
+ +
+ +
+

© Copyright 2023, Prismadic, LLC.

+
+ + + +
+
+
+
+
+ + + + \ No newline at end of file diff --git a/docs/_build/html/index.html b/docs/_build/html/index.html new file mode 100644 index 0000000..e7335fa --- /dev/null +++ b/docs/_build/html/index.html @@ -0,0 +1,466 @@ + + + + + + + hygiene — hygiene initial documentation + + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+
+ +

+ +Welcome to the 🌊 docs

DIV

+
+

Packages & useful classes

+ +
+

DIV

+

+

hygiene

+

A payload compression toolkit that makes it easy to create ideal data +structures for LLMs.

+

~ from training data to chain payloads ~

+

+

🧬 Installation

+

DIV

+
pip install llm-hygiene
+
+
+

or

+
python3 setup.py install
+
+
+
+
+

🤔 Why?

+

DIV

+
    +

  1. Compress (or freeze/reformat) payloads during inference and vector +embedding.

    2. +

  2. Get data to look the way language models expect it to look during +prompting no matter the origin or shape of that data while also +being as small as possible (which starts w/ fine-tunining engineer’s +goal)

    3. +

  3. Provide utilities and connectors to reduce code in language model +workflows.

    4. +

  4. Prompt-generated datasets[2] [3] in particular are unique but come +with similar mundane routines as others.

    5. +
+
+
+

🤷 Usage

+

DIV

+
Python 3.11.2 (main, Mar 24 2023, 00:16:47) [Clang 14.0.0 (clang-1400.0.29.202)] on darwin
+Type "help", "copyright", "credits" or "license" for more information.
+>>> import hygiene
+>>> from hygiene import Singleton
+>>> # Example JSON string
+>>> singletons = [
+        {"name": "John", "age": 30, "city": "New York"},
+        '{"name": "John", "age": 30, "city": "New York"}',
+        list({"name": "John", "age": 30, "city": "New York"}),
+        [{"name": "John", "age": 30, "city": "New York"}]
+    ]
+>>> milvus_payload_examples = [
+        {"count": 10, "sizes": [35, 36, 38]},
+        {"price": 11.99,"ratings": [9.1, 9.2, 9.4]},
+        {"is_delivered": True,"responses": [False, False, True, False]},
+        {"name": "Alice","friends": ["bob","eva","jack"]},
+        {"location": {"lon": 52.5200,"lat": 13.4050},
+            "cities": [
+                {"lon": 51.5072,"lat": 0.1276},
+                {"lon": 40.7128,"lat": 74.0060}
+            ]
+        }
+    ]
+>>> def calculate_ratio(string, json_obj):
+        string_size = len(string.encode('utf-8'))
+        json_size = len(json.dumps(json_obj).encode('utf-8'))
+        ratio = string_size / json_size
+        print(f'JSON->YAML bytes ratio: {ratio}')
+>>> boxing = Singleton.boxing()
+>>> for each in singletons:
+         package = boxing.Payload(data=each, fmt="yml")
+         payload = package.deliver()
+         print(payload)
+         calculate_ratio(payload, each)
+age: 30
+city: New York
+name: John
+
+JSON->YAML bytes ratio: 0.723404255319149
+age: 30
+city: New York
+name: John
+
+JSON->YAML bytes ratio: 0.576271186440678
+- name
+- age
+- city
+
+JSON->YAML bytes ratio: 0.8695652173913043
+- age: 30
+  city: New York
+  name: John
+
+JSON->YAML bytes ratio: 0.8163265306122449
+>>> for each in milvus_payload_examples:
+         package = boxing.Payload(data=each, fmt="yml")
+         payload = package.deliver()
+         print(payload)
+         calculate_ratio(payload, each)
+count: 10
+sizes:
+- 35
+- 36
+- 38
+
+JSON->YAML bytes ratio: 0.8888888888888888
+price: 11.99
+ratings:
+- 9.1
+- 9.2
+- 9.4
+
+JSON->YAML bytes ratio: 0.9090909090909091
+is_delivered: true
+responses:
+- false
+- false
+- true
+- false
+
+JSON->YAML bytes ratio: 0.953125
+friends:
+- bob
+- eva
+- jack
+name: Alice
+
+JSON->YAML bytes ratio: 0.7692307692307693
+cities:
+- lat: 0.1276
+  lon: 51.5072
+- lat: 74.006
+  lon: 40.7128
+location:
+  lat: 13.405
+  lon: 52.52
+
+JSON->YAML bytes ratio: 0.8512396694214877
+
+
+
+
+

🥅 Goals

+

DIV

+
    +

  • Provide an extremely robust, complete, dataset for finetuning a +small language model on payload structures[2]

    • +

  • Create a fine-tuning dataset for Seq2Seq inference based on collation +of the previous dataset[2]

    • +

  • Use datasets to make models for embedding vectors and training LLMs +on pristine “Instruct”-type chains-of-thought[3]

    • +

  • Provide all of the preprocessing tools to do this within this very +package

    • +
+
+
+

⚡️ Advantages

+

DIV

+
    +

  • suits structured to non-structured data but also careless data 👉 +natural language workflows

    • +

  • atomized, low-level conversions for items belonging to massive +datasets (memory-safe if used correctly)

    • +

  • tiny footprint in your project with few dependencies

    • +

  • super-easy

    • +

  • fast

    • +
+
+
+

⌨️ Working on

+

DIV

+
    +

  • ☐ integrating with Milvus

    • +

  • ☐ integrating with embeddings[1]

    • +

  • ☒ finishing this readme

    • +

  • ☒ pip package

    • +
+
+
+

✍️ Citations

+

DIV

+

[1] “MTEB: Massive Text Embedding Benchmark”

+

Niklas Muennighoff

+

https://github.com/huggingface/blog/blob/main/mteb.md

+

[2] “Baize: An Open-Source Chat Model with Parameter-Efficient Tuning +on Self-Chat Data”

+

Xu, Canwen and Guo, Daya and Duan, Nan and McAuley, Julian

+

https://arxiv.org/abs/2304.01196

+

[3] “Training language models to follow instructions with human +feedback”

+

Long Ouyang, Jeff Wu, Xu Jiang, Diogo Almeida, Carroll L. Wainwright, +Pamela Mishkin, Chong Zhang, Sandhini Agarwal, Katarina Slama, Alex Ray, +John Schulman, Jacob Hilton, Fraser Kelton, Luke Miller, Maddie Simens, +Amanda Askell, Peter Welinder, Paul Christiano, Jan Leike, Ryan Lowe

+

https://arxiv.org/abs/2203.02155

+
+
+

Indices and tables

+

DIV

+ +
+
+ + +
+ +
+ +
+ +
+

© Copyright 2023, Prismadic, LLC.

+
+ + + +
+ + + + + + + + \ No newline at end of file diff --git a/docs/_build/html/modules.html b/docs/_build/html/modules.html new file mode 100644 index 0000000..d6ce1fe --- /dev/null +++ b/docs/_build/html/modules.html @@ -0,0 +1,210 @@ + + + + + + + hygiene.git — hygiene initial documentation + + + + + + + + + + + + + + + + + +
+ + +
+ +
+
+
+ +
+
+
+ +
+
+ +
+ +
+

© Copyright 2023, Prismadic, LLC.

+
+ + + +
+
+
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+
+ + + + \ No newline at end of file diff --git a/docs/_build/html/objects.inv b/docs/_build/html/objects.inv new file mode 100644 index 0000000..06ac347 --- /dev/null +++ b/docs/_build/html/objects.inv @@ -0,0 +1,7 @@ +# Sphinx inventory version 2 +# Project: hygiene +# Version: v0.0.1 +# The remainder of this file is compressed using zlib. +xڵUn0+Vs͹CHoM-Fp 1^;fF"wpg~>_m7o"eRBqįήMo ᧆ<(md2o gTdYkRlAqMПE!:CW"ېzDCa?=wѰdlG: EbX yS!.葑 0q:iu0}=?PIop<xryg ꑮqzy NN+bUu >_9Z|\ZhGW"݄(:ŭ]Eq&!7Zr樐^@cZ85.M%PdYOݴD]=9d  \ No newline at end of file diff --git a/docs/_build/html/py-modindex.html b/docs/_build/html/py-modindex.html new file mode 100644 index 0000000..2242c36 --- /dev/null +++ b/docs/_build/html/py-modindex.html @@ -0,0 +1,238 @@ + + + + + + Python Module Index — hygiene initial documentation + + + + + + + + + + + + + + + + + + + + +
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Python Module Index

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+ h
+ hygiene +
    + hygiene.payload +
    + hygiene.payload.boxing.boxing +
    + hygiene.singleton +
    + hygiene.util.builders.csv +
    + hygiene.util.common.helpers +
    + hygiene.util.formatters.single.csv +
    + hygiene.util.formatters.single.json +
    + hygiene.util.formatters.single.yaml +
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© Copyright 2023, Prismadic, LLC.

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© Copyright 2023, Prismadic, LLC.

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+ + + + + + + + + \ No newline at end of file diff --git a/docs/_build/html/searchindex.js b/docs/_build/html/searchindex.js new file mode 100644 index 0000000..95725ea --- /dev/null +++ b/docs/_build/html/searchindex.js @@ -0,0 +1 @@ +Search.setIndex({"docnames": ["hygiene", "hygiene.payload", "hygiene.payload.boxing", "hygiene.util", "hygiene.util.builders", "hygiene.util.common", "hygiene.util.common.helpers", "hygiene.util.formatters", "hygiene.util.formatters.single", "index", "modules", "setup"], "filenames": ["hygiene.rst", "hygiene.payload.rst", "hygiene.payload.boxing.rst", "hygiene.util.rst", "hygiene.util.builders.rst", "hygiene.util.common.rst", "hygiene.util.common.helpers.rst", "hygiene.util.formatters.rst", "hygiene.util.formatters.single.rst", "index.rst", "modules.rst", "setup.rst"], "titles": ["hygiene package", "hygiene.payload package", "hygiene.payload.boxing package", "hygiene.util package", "hygiene.util.builders package", "hygiene.util.common package", 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"module-hygiene.util.formatters.single.yaml"]], "hygiene.git": [[10, "hygiene-git"]], "Packages & useful classes": [[9, null]], "hygiene": [[9, "hygiene"]], "\ud83e\uddec Installation": [[9, "installation"]], "\ud83e\udd14 Why?": [[9, "why"]], "\ud83e\udd37 Usage": [[9, "usage"]], "\ud83e\udd45 Goals": [[9, "goals"]], "\u26a1\ufe0f Advantages": [[9, "advantages"]], "\u2328\ufe0f Working on": [[9, "working-on"]], "\u270d\ufe0f Citations": [[9, "citations"]], "Indices and tables": [[9, "indices-and-tables"]], "setup module": [[11, "setup-module"]]}, "indexentries": {}}) \ No newline at end of file diff --git a/docs/_build/html/setup.html b/docs/_build/html/setup.html new file mode 100644 index 0000000..ec87b35 --- /dev/null +++ b/docs/_build/html/setup.html @@ -0,0 +1,182 @@ + + + + + + + setup module — hygiene initial documentation + + + + + + + + + + + + + + + + + +
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setup module

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© Copyright 2023, Prismadic, LLC.

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+ + + + \ No newline at end of file diff --git a/docs/conf.py b/docs/conf.py new file mode 100644 index 0000000..ef24207 --- /dev/null +++ b/docs/conf.py @@ -0,0 +1,56 @@ +# Configuration file for the Sphinx documentation builder. +# +# For the full list of built-in configuration values, see the documentation: +# https://www.sphinx-doc.org/en/master/usage/configuration.html + +# -- Project information ----------------------------------------------------- +# https://www.sphinx-doc.org/en/master/usage/configuration.html#project-information +import os, sys +sys.path.insert(0, os.path.abspath('../')) #documentation is detected +sys.path.insert(0, os.path.abspath('../hygiene')) +project = 'hygiene' +copyright = '2023, Prismadic, LLC' +author = 'Prismadic, LLC.' +release = '0.0.1' + +# -- General configuration --------------------------------------------------- +# https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration + +extensions = [ + 'sphinx.ext.todo' + , 'sphinx.ext.viewcode' + , 'sphinx.ext.autodoc' +] + +templates_path = ['_templates'] +exclude_patterns = ['_build', 'Thumbs.db', '.DS_Store'] + +github_url = "https://github.com/Prismadic/hygiene" +display_github = True +html_logo = "../hygiene.png" +pygments_style = 'dracula' +version = "v0.0.1" +release = "initial" +# -- Options for HTML output ------------------------------------------------- +# https://www.sphinx-doc.org/en/master/usage/configuration.html#options-for-html-output + +html_theme = 'sphinx_rtd_theme' + +html_static_path = ['_static'] + +html_context = { + "display_github": True, # Integrate GitHub + "github_user": "Prismadic", # Username + "github_repo": "hygiene", # Repo name + "github_version": "main", # Version + "conf_py_path": "/docs/", # Path in the checkout to the docs root +} +html_show_sphinx = False +html_show_copyright = True + +html_theme_options = { + 'logo_only': True + , 'navigation_depth': 0 + , "collapse_navigation" : False + , 'prev_next_buttons_location': 'None' +} \ No newline at end of file diff --git a/docs/hygiene.payload.boxing.rst b/docs/hygiene.payload.boxing.rst new file mode 100644 index 0000000..1450b9a --- /dev/null +++ b/docs/hygiene.payload.boxing.rst @@ -0,0 +1,13 @@ +hygiene.payload.boxing package +============================== + +Submodules +---------- + +hygiene.payload.boxing.boxing module +------------------------------------ + +.. automodule:: hygiene.payload.boxing.boxing + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/hygiene.payload.rst b/docs/hygiene.payload.rst new file mode 100644 index 0000000..09e0725 --- /dev/null +++ b/docs/hygiene.payload.rst @@ -0,0 +1,18 @@ +hygiene.payload package +======================= + +Subpackages +----------- + +.. toctree:: + :maxdepth: 4 + + hygiene.payload.boxing + +Module contents +--------------- + +.. automodule:: hygiene.payload + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/hygiene.rst b/docs/hygiene.rst new file mode 100644 index 0000000..da01d61 --- /dev/null +++ b/docs/hygiene.rst @@ -0,0 +1,22 @@ +hygiene package +=============== + +Subpackages +----------- + +.. toctree:: + :maxdepth: 4 + + hygiene.payload + hygiene.util + +Submodules +---------- + +hygiene.singleton module +------------------------ + +.. automodule:: hygiene.singleton + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/hygiene.util.builders.rst b/docs/hygiene.util.builders.rst new file mode 100644 index 0000000..3053ef1 --- /dev/null +++ b/docs/hygiene.util.builders.rst @@ -0,0 +1,13 @@ +hygiene.util.builders package +============================= + +Submodules +---------- + +hygiene.util.builders.csv module +-------------------------------- + +.. automodule:: hygiene.util.builders.csv + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/hygiene.util.common.helpers.rst b/docs/hygiene.util.common.helpers.rst new file mode 100644 index 0000000..a4d16d6 --- /dev/null +++ b/docs/hygiene.util.common.helpers.rst @@ -0,0 +1,10 @@ +hygiene.util.common.helpers package +=================================== + +Module contents +--------------- + +.. automodule:: hygiene.util.common.helpers + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/hygiene.util.common.rst b/docs/hygiene.util.common.rst new file mode 100644 index 0000000..9fff7a0 --- /dev/null +++ b/docs/hygiene.util.common.rst @@ -0,0 +1,10 @@ +hygiene.util.common package +=========================== + +Subpackages +----------- + +.. toctree:: + :maxdepth: 4 + + hygiene.util.common.helpers diff --git a/docs/hygiene.util.formatters.rst b/docs/hygiene.util.formatters.rst new file mode 100644 index 0000000..5e601fc --- /dev/null +++ b/docs/hygiene.util.formatters.rst @@ -0,0 +1,10 @@ +hygiene.util.formatters package +=============================== + +Subpackages +----------- + +.. toctree:: + :maxdepth: 4 + + hygiene.util.formatters.single diff --git a/docs/hygiene.util.formatters.single.rst b/docs/hygiene.util.formatters.single.rst new file mode 100644 index 0000000..1f3574e --- /dev/null +++ b/docs/hygiene.util.formatters.single.rst @@ -0,0 +1,29 @@ +hygiene.util.formatters.single package +====================================== + +Submodules +---------- + +hygiene.util.formatters.single.csv module +----------------------------------------- + +.. automodule:: hygiene.util.formatters.single.csv + :members: + :undoc-members: + :show-inheritance: + +hygiene.util.formatters.single.json module +------------------------------------------ + +.. automodule:: hygiene.util.formatters.single.json + :members: + :undoc-members: + :show-inheritance: + +hygiene.util.formatters.single.yaml module +------------------------------------------ + +.. automodule:: hygiene.util.formatters.single.yaml + :members: + :undoc-members: + :show-inheritance: \ No newline at end of file diff --git a/docs/hygiene.util.rst b/docs/hygiene.util.rst new file mode 100644 index 0000000..bb7b8d6 --- /dev/null +++ b/docs/hygiene.util.rst @@ -0,0 +1,13 @@ +hygiene.util package +==================== + +Subpackages +----------- + +.. toctree:: + :maxdepth: 4 + + hygiene.util.builders + hygiene.util.common + hygiene.util.formatters + diff --git a/docs/index.rst b/docs/index.rst new file mode 100644 index 0000000..6caad11 --- /dev/null +++ b/docs/index.rst @@ -0,0 +1,275 @@ +.. hygiene documentation master file, created by + sphinx-quickstart on Fri Dec 22 18:10:22 2023. + You can adapt this file completely to your liking, but it should at least + contain the root `toctree` directive. + +.. raw:: html + +

+ + Welcome to the 🌊 docs + +.. raw:: html + +

+ +|DIV| + +.. toctree:: + :maxdepth: 0 + :caption: Packages & useful classes + + hygiene.payload + hygiene.util + +|DIV| + +.. raw:: html + +

+ +hygiene +======= + +.. raw:: html + +

+ +.. raw:: html + +

+ +A payload compression toolkit that makes it easy to create ideal data +structures for LLMs. + +.. raw:: html + +

+ +.. raw:: html + +

+ +~ from training data to chain payloads ~ + +.. raw:: html + +

+ +🧬 Installation +---------------- + +|DIV| + +.. code:: bash + + pip install llm-hygiene + +or + +.. code:: bash + + python3 setup.py install + +🤔 Why? +---------------- + +|DIV| + +0. Compress (or freeze/reformat) payloads during inference and vector + embedding. + +1. Get data to look *the way language models expect it to look during + prompting* **no matter the origin or shape of that data** while also + being as small as possible (which starts w/ fine-tunining engineer’s + goal) + +2. Provide utilities and connectors to reduce code in language model + workflows. + +3. Prompt-generated datasets[2] [3] in particular are unique but come + with similar mundane routines as others. + +🤷 Usage +---------------- + +|DIV| + +.. code:: python + + Python 3.11.2 (main, Mar 24 2023, 00:16:47) [Clang 14.0.0 (clang-1400.0.29.202)] on darwin + Type "help", "copyright", "credits" or "license" for more information. + >>> import hygiene + >>> from hygiene import Singleton + >>> # Example JSON string + >>> singletons = [ + {"name": "John", "age": 30, "city": "New York"}, + '{"name": "John", "age": 30, "city": "New York"}', + list({"name": "John", "age": 30, "city": "New York"}), + [{"name": "John", "age": 30, "city": "New York"}] + ] + >>> milvus_payload_examples = [ + {"count": 10, "sizes": [35, 36, 38]}, + {"price": 11.99,"ratings": [9.1, 9.2, 9.4]}, + {"is_delivered": True,"responses": [False, False, True, False]}, + {"name": "Alice","friends": ["bob","eva","jack"]}, + {"location": {"lon": 52.5200,"lat": 13.4050}, + "cities": [ + {"lon": 51.5072,"lat": 0.1276}, + {"lon": 40.7128,"lat": 74.0060} + ] + } + ] + >>> def calculate_ratio(string, json_obj): + string_size = len(string.encode('utf-8')) + json_size = len(json.dumps(json_obj).encode('utf-8')) + ratio = string_size / json_size + print(f'JSON->YAML bytes ratio: {ratio}') + >>> boxing = Singleton.boxing() + >>> for each in singletons: + package = boxing.Payload(data=each, fmt="yml") + payload = package.deliver() + print(payload) + calculate_ratio(payload, each) + age: 30 + city: New York + name: John + + JSON->YAML bytes ratio: 0.723404255319149 + age: 30 + city: New York + name: John + + JSON->YAML bytes ratio: 0.576271186440678 + - name + - age + - city + + JSON->YAML bytes ratio: 0.8695652173913043 + - age: 30 + city: New York + name: John + + JSON->YAML bytes ratio: 0.8163265306122449 + >>> for each in milvus_payload_examples: + package = boxing.Payload(data=each, fmt="yml") + payload = package.deliver() + print(payload) + calculate_ratio(payload, each) + count: 10 + sizes: + - 35 + - 36 + - 38 + + JSON->YAML bytes ratio: 0.8888888888888888 + price: 11.99 + ratings: + - 9.1 + - 9.2 + - 9.4 + + JSON->YAML bytes ratio: 0.9090909090909091 + is_delivered: true + responses: + - false + - false + - true + - false + + JSON->YAML bytes ratio: 0.953125 + friends: + - bob + - eva + - jack + name: Alice + + JSON->YAML bytes ratio: 0.7692307692307693 + cities: + - lat: 0.1276 + lon: 51.5072 + - lat: 74.006 + lon: 40.7128 + location: + lat: 13.405 + lon: 52.52 + + JSON->YAML bytes ratio: 0.8512396694214877 + +🥅 Goals +---------------- + +|DIV| + +- Provide an extremely robust, complete, dataset for finetuning a + **small language model** on payload structures[2] +- Create a fine-tuning dataset for Seq2Seq inference based on collation + of the previous dataset[2] +- Use datasets to make models for embedding vectors and training LLMs + on pristine “Instruct”-type chains-of-thought[3] +- Provide all of the preprocessing tools to do this within this very + package + +⚡️ Advantages +---------------- + +|DIV| + +- suits structured to non-structured data but **also careless** data 👉 + natural language workflows +- atomized, low-level conversions for items belonging to massive + datasets (memory-safe if used correctly) +- tiny footprint in your project with *few* dependencies +- super-easy +- fast + +⌨️ Working on +---------------- + +|DIV| + +- ☐ integrating with Milvus +- ☐ integrating with embeddings[1] +- ☒ finishing this readme +- ☒ pip package + +✍️ Citations +---------------- + +|DIV| + +[1] **“MTEB: Massive Text Embedding Benchmark”** + +*Niklas Muennighoff* + +https://github.com/huggingface/blog/blob/main/mteb.md + +[2] **“Baize: An Open-Source Chat Model with Parameter-Efficient Tuning +on Self-Chat Data”** + +*Xu, Canwen and Guo, Daya and Duan, Nan and McAuley, Julian* + +https://arxiv.org/abs/2304.01196 + +[3] **“Training language models to follow instructions with human +feedback”** + +*Long Ouyang, Jeff Wu, Xu Jiang, Diogo Almeida, Carroll L. Wainwright, +Pamela Mishkin, Chong Zhang, Sandhini Agarwal, Katarina Slama, Alex Ray, +John Schulman, Jacob Hilton, Fraser Kelton, Luke Miller, Maddie Simens, +Amanda Askell, Peter Welinder, Paul Christiano, Jan Leike, Ryan Lowe* + +https://arxiv.org/abs/2203.02155 + +Indices and tables +---------------- + +|DIV| + +* :ref:`genindex` +* :ref:`modindex` +* :ref:`search` + +.. |A1| image:: https://github.com/Prismadic/.github/raw/main/profile/image_square.jpg +.. |A2| image:: https://github.com/Prismadic/.github/raw/main/profile/accent_color_square.jpg +.. |DIV| image:: https://github.com/Prismadic/magnet/raw/ef68535ecee236ff007638afa56de538b8fafd1a/divider.png \ No newline at end of file diff --git a/docs/make.bat b/docs/make.bat new file mode 100644 index 0000000..32bb245 --- /dev/null +++ b/docs/make.bat @@ -0,0 +1,35 @@ +@ECHO OFF + +pushd %~dp0 + +REM Command file for Sphinx documentation + +if "%SPHINXBUILD%" == "" ( + set SPHINXBUILD=sphinx-build +) +set SOURCEDIR=. +set BUILDDIR=_build + +%SPHINXBUILD% >NUL 2>NUL +if errorlevel 9009 ( + echo. + echo.The 'sphinx-build' command was not found. Make sure you have Sphinx + echo.installed, then set the SPHINXBUILD environment variable to point + echo.to the full path of the 'sphinx-build' executable. Alternatively you + echo.may add the Sphinx directory to PATH. + echo. + echo.If you don't have Sphinx installed, grab it from + echo.https://www.sphinx-doc.org/ + exit /b 1 +) + +if "%1" == "" goto help + +%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% +goto end + +:help +%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% + +:end +popd diff --git a/docs/modules.rst b/docs/modules.rst new file mode 100644 index 0000000..93faaa7 --- /dev/null +++ b/docs/modules.rst @@ -0,0 +1,8 @@ +hygiene.git +=========== + +.. toctree:: + :maxdepth: 4 + + hygiene + setup diff --git a/docs/setup.rst b/docs/setup.rst new file mode 100644 index 0000000..552eb49 --- /dev/null +++ b/docs/setup.rst @@ -0,0 +1,7 @@ +setup module +============ + +.. automodule:: setup + :members: + :undoc-members: + :show-inheritance: diff --git a/hygiene/__pycache__/__init__.cpython-311.pyc b/hygiene/__pycache__/__init__.cpython-311.pyc new file mode 100644 index 0000000..ffeae6c Binary files /dev/null and b/hygiene/__pycache__/__init__.cpython-311.pyc differ diff --git a/hygiene/__pycache__/singleton.cpython-311.pyc b/hygiene/__pycache__/singleton.cpython-311.pyc new file mode 100644 index 0000000..e0b78b6 Binary files /dev/null and b/hygiene/__pycache__/singleton.cpython-311.pyc differ diff --git a/hygiene/payload/__pycache__/__init__.cpython-311.pyc b/hygiene/payload/__pycache__/__init__.cpython-311.pyc new file mode 100644 index 0000000..8f268f0 Binary files /dev/null and b/hygiene/payload/__pycache__/__init__.cpython-311.pyc differ diff --git a/hygiene/payload/boxing/__pycache__/__init__.cpython-311.pyc b/hygiene/payload/boxing/__pycache__/__init__.cpython-311.pyc new file mode 100644 index 0000000..38ef750 Binary files /dev/null and b/hygiene/payload/boxing/__pycache__/__init__.cpython-311.pyc differ diff --git a/hygiene/payload/boxing/__pycache__/boxing.cpython-311.pyc b/hygiene/payload/boxing/__pycache__/boxing.cpython-311.pyc new file mode 100644 index 0000000..fe46cab Binary files /dev/null and b/hygiene/payload/boxing/__pycache__/boxing.cpython-311.pyc differ diff --git a/hygiene/payload/boxing/boxing.py b/hygiene/payload/boxing/boxing.py index bfc15ed..01f2a02 100644 --- a/hygiene/payload/boxing/boxing.py +++ b/hygiene/payload/boxing/boxing.py @@ -3,12 +3,29 @@ import os class Payload: + """ + The `Payload` class is responsible for formatting and delivering data based on the specified format. + It supports CSV and JSON formats and can handle data in the form of dictionaries, lists, and strings. + """ + def __init__(self, data=None, path=None, fmt=None): + """ + Initializes the `Payload` object with the provided data, output path, and format. + + :param data: The data to be formatted and delivered. + :param path: The path where the formatted data will be saved (only applicable for CSV format). + :param fmt: The format in which the data should be formatted (e.g., 'csv' or 'json'). + """ self.data = data self.output_path = path self.fmt = fmt def deliver(self): + """ + Formats and delivers the data based on the specified format. + + :return: The formatted data. + """ if self.fmt == 'csv': form = csv.DataFormatter(fmt=self.fmt, data=self.data, output_path=os.path.abspath(self.output_path)) with open(form.format(), 'r') as f: @@ -17,6 +34,7 @@ def deliver(self): form = json.DataFormatter(fmt=self.fmt, data=self.data) return form.format() elif isinstance(self.data, str): + return self.data try: form = yaml.DataFormatter(fmt=self.fmt, data=dict(self.data)) except: diff --git a/hygiene/singleton.py b/hygiene/singleton.py index e64c7de..b5de72d 100644 --- a/hygiene/singleton.py +++ b/hygiene/singleton.py @@ -1,6 +1,15 @@ -from .payload import boxing +from hygiene.payload import boxing class Singleton: + """ + A utility class that provides access to the 'boxing' module from the 'payload' package. + """ + @staticmethod def boxing(): + """ + Returns the 'boxing' module from the 'payload' package. + + :return: The 'boxing' module. + """ return boxing \ No newline at end of file diff --git a/hygiene/util/__pycache__/__init__.cpython-311.pyc b/hygiene/util/__pycache__/__init__.cpython-311.pyc new file mode 100644 index 0000000..9abdb32 Binary files /dev/null and b/hygiene/util/__pycache__/__init__.cpython-311.pyc differ diff --git a/hygiene/util/builders/__pycache__/__init__.cpython-311.pyc b/hygiene/util/builders/__pycache__/__init__.cpython-311.pyc new file mode 100644 index 0000000..79e5620 Binary files /dev/null and b/hygiene/util/builders/__pycache__/__init__.cpython-311.pyc differ diff --git a/hygiene/util/builders/__pycache__/csv.cpython-311.pyc b/hygiene/util/builders/__pycache__/csv.cpython-311.pyc new file mode 100644 index 0000000..85e7d02 Binary files /dev/null and b/hygiene/util/builders/__pycache__/csv.cpython-311.pyc differ diff --git a/hygiene/util/builders/csv.py b/hygiene/util/builders/csv.py index 557aa6f..cb8ade5 100644 --- a/hygiene/util/builders/csv.py +++ b/hygiene/util/builders/csv.py @@ -1,13 +1,42 @@ import csv class Sequence: + """ + Initialize the Sequence object with a list of column names. + + Args: + columns (list): A list of column names. + + Raises: + ValueError: If the builder was declared without columns. + + Returns: + None + """ def __init__(self, columns): self.columns = columns def build(self, data, out): + """ + Process the data from a CSV file and add a new column with concatenated values. + + Args: + data (str): The path to the CSV file containing the data to be processed. + out (str): The name of the output file to which the modified rows will be written. + + Raises: + ValueError: If the builder was declared without columns to collate. + + Returns: + None + + Example Usage: + sequence = Sequence(['name', 'age', 'city']) + sequence.build('input.csv', 'output') + """ if self.columns is None: raise ValueError("Builder declared without columns to collate!") - + reader = csv.DictReader(data) # Create a new column with the concatenated values diff --git a/hygiene/util/common/__pycache__/__init__.cpython-311.pyc b/hygiene/util/common/__pycache__/__init__.cpython-311.pyc new file mode 100644 index 0000000..69cfacb Binary files /dev/null and b/hygiene/util/common/__pycache__/__init__.cpython-311.pyc differ diff --git a/hygiene/util/common/helpers/__pycache__/__init__.cpython-311.pyc b/hygiene/util/common/helpers/__pycache__/__init__.cpython-311.pyc new file mode 100644 index 0000000..d2e4bfc Binary files /dev/null and b/hygiene/util/common/helpers/__pycache__/__init__.cpython-311.pyc differ diff --git a/hygiene/util/common/helpers/_csv.py b/hygiene/util/common/helpers/_csv.py index d3f6e22..d8de0c0 100644 --- a/hygiene/util/common/helpers/_csv.py +++ b/hygiene/util/common/helpers/_csv.py @@ -1,4 +1,32 @@ def _write_csv_rows(data, writer): + """ + Write data to a CSV file. + + Args: + data (any): The data to be written to the CSV file. It can be a list of dictionaries, a single dictionary, or an integer value. + writer (csv.writer): The CSV writer object used to write the data to the file. + + Raises: + ValueError: If the data type is not supported. + + Example Usage: + + # Create a CSV file + with open('data.csv', 'w', newline='') as file: + writer = csv.writer(file) + + # Write a list of dictionaries to the CSV file + data = [{'name': 'John', 'age': 25}, {'name': 'Jane', 'age': 30}] + _write_csv_rows(data, writer) + + # Write a single dictionary to the CSV file + data = {'name': 'Alice', 'age': 35} + _write_csv_rows(data, writer) + + # Write an integer value to the CSV file + data = 42 + _write_csv_rows(data, writer) + """ if isinstance(data, list): if isinstance(data[0], dict): _write_csv_rows(data[0], writer) diff --git a/hygiene/util/formatters/__pycache__/__init__.cpython-311.pyc b/hygiene/util/formatters/__pycache__/__init__.cpython-311.pyc new file mode 100644 index 0000000..b88ef37 Binary files /dev/null and b/hygiene/util/formatters/__pycache__/__init__.cpython-311.pyc differ diff --git a/hygiene/util/formatters/single/__pycache__/__init__.cpython-311.pyc b/hygiene/util/formatters/single/__pycache__/__init__.cpython-311.pyc new file mode 100644 index 0000000..cdbc7a3 Binary files /dev/null and b/hygiene/util/formatters/single/__pycache__/__init__.cpython-311.pyc differ diff --git a/hygiene/util/formatters/single/__pycache__/csv.cpython-311.pyc b/hygiene/util/formatters/single/__pycache__/csv.cpython-311.pyc new file mode 100644 index 0000000..10f534c Binary files /dev/null and b/hygiene/util/formatters/single/__pycache__/csv.cpython-311.pyc differ diff --git a/hygiene/util/formatters/single/__pycache__/json.cpython-311.pyc b/hygiene/util/formatters/single/__pycache__/json.cpython-311.pyc new file mode 100644 index 0000000..283edbc Binary files /dev/null and b/hygiene/util/formatters/single/__pycache__/json.cpython-311.pyc differ diff --git a/hygiene/util/formatters/single/__pycache__/yaml.cpython-311.pyc b/hygiene/util/formatters/single/__pycache__/yaml.cpython-311.pyc new file mode 100644 index 0000000..966be51 Binary files /dev/null and b/hygiene/util/formatters/single/__pycache__/yaml.cpython-311.pyc differ diff --git a/hygiene/util/formatters/single/csv.py b/hygiene/util/formatters/single/csv.py index 807037e..8155b18 100644 --- a/hygiene/util/formatters/single/csv.py +++ b/hygiene/util/formatters/single/csv.py @@ -2,12 +2,34 @@ import yaml class DataFormatter: + """ + A class for converting data to a specified target format. + + Args: + fmt (str): The format of the target output. + data (str): The input data to be formatted. + + Attributes: + fmt (str): The format of the target output. + data (str): The input data to be formatted. + """ + def __init__(self, fmt=None, data=None): self.fmt = fmt self.data = data def format(self): - """Convert data to the specified target format""" + """ + Convert data to the specified target format. + + Raises: + ValueError: If the formatter is declared without a format, or if the target format is unsupported. + ValueError: If the data type is unsupported. + TypeError: If the YAML structure is improper and cannot be formatted. + + Returns: + str: A success message indicating that the conversion to CSV was successful. + """ if self.fmt is None: raise ValueError("Formatter declared without format!") @@ -37,20 +59,18 @@ def format(self): else: writer = csv.DictWriter(open('output.csv', 'w'), fieldnames=list(rows[0].keys())) writer.writeheader() - + for row in rows: writer.writerow(row) - + elif isinstance(yaml_obj, dict): writer = csv.DictWriter(open('output.csv', 'w'), fieldnames=list(yaml_obj.keys())) writer.writeheader() - writer.writerow(yaml_obj) - - return "Conversion to CSV successful" - except: - raise TypeError("Improper YAML structure, cannot be formatted") - + except yaml.YAMLError: + raise TypeError("Improper YAML structure!") else: - raise ValueError("Unsupported data type") + raise ValueError("Unsupported data type!") else: - raise ValueError("Unsupported target format") + raise ValueError("Unsupported format!") + + return "Data successfully converted to CSV format." diff --git a/hygiene/util/formatters/single/json.py b/hygiene/util/formatters/single/json.py index a8f4d36..830156b 100644 --- a/hygiene/util/formatters/single/json.py +++ b/hygiene/util/formatters/single/json.py @@ -2,13 +2,34 @@ from hygiene.util.common.helpers import _csv class DataFormatter: + """ + A class for converting data to different formats such as YAML and CSV. + + Args: + fmt (str): The target format for data conversion. + output_path (str): The path where the converted data will be saved (applicable only for CSV format). + data (str, list, tuple, dict): The data to be converted. + + Raises: + ValueError: If the formatter is declared without a format, or if the target format is unsupported. + """ + def __init__(self, fmt=None, output_path=None, data=None): self.fmt = fmt self.output_path = output_path self.data = data def format(self): - """Convert data to the specified target format""" + """ + Convert data to the specified target format. + + Returns: + str: If the target format is 'yaml' or 'yml', returns a YAML string representing the converted data. + str: If the target format is 'csv', returns the name of the CSV file where the data is saved. + + Raises: + ValueError: If the formatter is declared without a format, or if the target format is unsupported. + """ if self.fmt is None: raise ValueError("Formatter declared without format!") @@ -35,5 +56,5 @@ def format(self): return csv_file.name else: raise ValueError(f'Unsupported target format "{self.fmt}"') - + return data \ No newline at end of file diff --git a/hygiene/util/formatters/single/yaml.py b/hygiene/util/formatters/single/yaml.py index 706a204..00e6532 100644 --- a/hygiene/util/formatters/single/yaml.py +++ b/hygiene/util/formatters/single/yaml.py @@ -2,13 +2,44 @@ from hygiene.util.common.helpers import _csv class DataFormatter: + """ + A class for converting data to different formats such as JSON and CSV. + + Args: + fmt (str): The format of the data ('json' or 'csv'). + output_path (str): The path where the CSV file will be written. + data (str or list or tuple or dict): The data to be formatted. + + Attributes: + fmt (str): The format of the data ('json' or 'csv'). + data (str or list or tuple or dict): The data to be formatted. + output_path (str): The path where the CSV file will be written. + + Methods: + format: Converts the data to the specified format. + + Raises: + ValueError: If `fmt` is None or an unsupported data type. + TypeError: If the YAML structure is improper and cannot be formatted. + """ + def __init__(self, fmt=None, output_path=None, data=None): self.fmt = fmt self.data = data self.output_path = output_path def format(self): - """Convert data to the specified target format""" + """ + Convert data to the specified target format. + + Returns: + str or None: If `fmt` is 'json', the method returns a JSON string representing the formatted data. + If `fmt` is 'csv', the method writes the formatted data to a CSV file and returns the name of the file. + + Raises: + ValueError: If `fmt` is None or an unsupported data type. + TypeError: If the YAML structure is improper and cannot be formatted. + """ if self.fmt is None: raise ValueError("Formatter declared without format!") @@ -38,5 +69,4 @@ def format(self): return csv_file.name else: raise ValueError(f'Unsupported data type "{self.data}"') - return data - + return data \ No newline at end of file diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..e69de29