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"""Contains methods that generate documentation for Gradio functions and classes."""
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from __future__ import annotations
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import dataclasses
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import inspect
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import warnings
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from collections import defaultdict
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from functools import lru_cache
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from typing import Callable
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classes_to_document = defaultdict(list)
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classes_inherit_documentation = {}
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def set_documentation_group(m):
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"""A no-op for backwards compatibility of custom components published prior to 4.16.0"""
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pass
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def extract_instance_attr_doc(cls, attr):
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code = inspect.getsource(cls.__init__)
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lines = [line.strip() for line in code.split("\n")]
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i = None
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for i, line in enumerate(lines):
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if line.startswith("self." + attr + ":") or line.startswith(
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"self." + attr + " ="
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):
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break
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if i is None:
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raise NameError(f"Could not find {attr} in {cls.__name__}")
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start_line = lines.index('"""', i)
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end_line = lines.index('"""', start_line + 1)
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for j in range(i + 1, start_line):
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if lines[j].startswith("self."):
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raise ValueError(
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f"Found another attribute before docstring for {attr} in {cls.__name__}: "
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+ lines[j]
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+ "\n start:"
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+ lines[i]
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)
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doc_string = " ".join(lines[start_line + 1 : end_line])
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return doc_string
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_module_prefixes = [
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("gradio._simple_templates", "component"),
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("gradio.block", "block"),
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("gradio.chat", "chatinterface"),
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("gradio.component", "component"),
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("gradio.events", "helpers"),
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("gradio.data_classes", "helpers"),
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("gradio.exceptions", "helpers"),
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("gradio.external", "helpers"),
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("gradio.flag", "flagging"),
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("gradio.helpers", "helpers"),
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("gradio.interface", "interface"),
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("gradio.layout", "layout"),
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("gradio.route", "routes"),
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("gradio.theme", "themes"),
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("gradio_client.", "py-client"),
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("gradio.utils", "helpers"),
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("gradio.renderable", "renderable"),
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]
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@lru_cache(maxsize=10)
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def _get_module_documentation_group(modname) -> str:
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for prefix, group in _module_prefixes:
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if modname.startswith(prefix):
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return group
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raise ValueError(f"No known documentation group for module {modname!r}")
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def document(*fns, inherit=False, documentation_group=None):
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"""
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Defines the @document decorator which adds classes or functions to the Gradio
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documentation at www.gradio.app/docs.
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Usage examples:
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- Put @document() above a class to document the class and its constructor.
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- Put @document("fn1", "fn2") above a class to also document methods fn1 and fn2.
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- Put @document("*fn3") with an asterisk above a class to document the instance attribute methods f3.
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"""
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_documentation_group = documentation_group
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def inner_doc(cls):
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functions = list(fns)
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if hasattr(cls, "EVENTS"):
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functions += cls.EVENTS
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if inherit:
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classes_inherit_documentation[cls] = None
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documentation_group = _documentation_group
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if _documentation_group is None:
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try:
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modname = inspect.getmodule(cls).__name__
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if modname.startswith("gradio.") or modname.startswith(
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"gradio_client."
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):
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documentation_group = _get_module_documentation_group(modname)
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else:
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pass
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except Exception as exc:
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warnings.warn(f"Could not get documentation group for {cls}: {exc}")
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classes_to_document[documentation_group].append((cls, functions))
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return cls
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return inner_doc
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def document_fn(fn: Callable, cls) -> tuple[str, list[dict], dict, str | None]:
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"""
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Generates documentation for any function.
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Parameters:
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fn: Function to document
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Returns:
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description: General description of fn
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parameters: A list of dicts for each parameter, storing data for the parameter name, annotation and doc
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return: A dict storing data for the returned annotation and doc
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example: Code for an example use of the fn
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"""
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doc_str = inspect.getdoc(fn) or ""
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doc_lines = doc_str.split("\n")
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signature = inspect.signature(fn)
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description, parameters, returns, examples = [], {}, [], []
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mode = "description"
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for line in doc_lines:
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line = line.rstrip()
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if line == "Parameters:":
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mode = "parameter"
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elif line.startswith("Example:"):
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mode = "example"
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if "(" in line and ")" in line:
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c = line.split("(")[1].split(")")[0]
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if c != cls.__name__:
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mode = "ignore"
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elif line == "Returns:":
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mode = "return"
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else:
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if mode == "description":
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description.append(line if line.strip() else "<br>")
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continue
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if not (line.startswith(" ") or line.strip() == ""):
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print(line)
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if not (line.startswith(" ") or line.strip() == ""):
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raise SyntaxError(
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f"Documentation format for {fn.__name__} has format error in line: {line}"
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)
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line = line[4:]
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if mode == "parameter":
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colon_index = line.index(": ")
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if colon_index < -1:
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raise SyntaxError(
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f"Documentation format for {fn.__name__} has format error in line: {line}"
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)
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parameter = line[:colon_index]
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parameter_doc = line[colon_index + 2 :]
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parameters[parameter] = parameter_doc
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elif mode == "return":
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returns.append(line)
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elif mode == "example":
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examples.append(line)
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description_doc = " ".join(description)
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parameter_docs = []
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for param_name, param in signature.parameters.items():
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if param_name.startswith("_"):
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continue
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if param_name == "self":
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continue
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if param_name in ["kwargs", "args"] and param_name not in parameters:
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continue
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parameter_doc = {
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"name": param_name,
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"annotation": param.annotation,
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"doc": parameters.get(param_name),
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}
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if param_name in parameters:
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del parameters[param_name]
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if param.default != inspect.Parameter.empty:
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default = param.default
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if isinstance(default, str):
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default = '"' + default + '"'
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if default.__class__.__module__ != "builtins":
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default = f"{default.__class__.__name__}()"
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parameter_doc["default"] = default
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elif parameter_doc["doc"] is not None:
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if "kwargs" in parameter_doc["doc"]:
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parameter_doc["kwargs"] = True
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if "args" in parameter_doc["doc"]:
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parameter_doc["args"] = True
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parameter_docs.append(parameter_doc)
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if parameters:
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raise ValueError(
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f"Documentation format for {fn.__name__} documents "
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f"nonexistent parameters: {', '.join(parameters.keys())}. "
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f"Valid parameters: {', '.join(signature.parameters.keys())}"
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)
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if len(returns) == 0:
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return_docs = {}
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elif len(returns) == 1:
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return_docs = {"annotation": signature.return_annotation, "doc": returns[0]}
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else:
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return_docs = {}
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examples_doc = "\n".join(examples) if len(examples) > 0 else None
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return description_doc, parameter_docs, return_docs, examples_doc
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def document_cls(cls):
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doc_str = inspect.getdoc(cls)
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if doc_str is None:
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return "", {}, ""
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tags = {}
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description_lines = []
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mode = "description"
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for line in doc_str.split("\n"):
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line = line.rstrip()
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if line.endswith(":") and " " not in line:
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mode = line[:-1].lower()
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tags[mode] = []
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elif line.split(" ")[0].endswith(":") and not line.startswith(" "):
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tag = line[: line.index(":")].lower()
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value = line[line.index(":") + 2 :]
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tags[tag] = value
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elif mode == "description":
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description_lines.append(line if line.strip() else "<br>")
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else:
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if not (line.startswith(" ") or not line.strip()):
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raise SyntaxError(
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f"Documentation format for {cls.__name__} has format error in line: {line}"
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)
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tags[mode].append(line[4:])
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if "example" in tags:
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example = "\n".join(tags["example"])
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del tags["example"]
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else:
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example = None
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for key, val in tags.items():
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if isinstance(val, list):
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tags[key] = "<br>".join(val)
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description = " ".join(description_lines).replace("\n", "<br>")
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return description, tags, example
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def generate_documentation():
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documentation = {}
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for mode, class_list in classes_to_document.items():
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documentation[mode] = []
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for cls, fns in class_list:
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fn_to_document = (
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cls
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if inspect.isfunction(cls) or dataclasses.is_dataclass(cls)
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else cls.__init__
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)
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_, parameter_doc, return_doc, _ = document_fn(fn_to_document, cls)
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if (
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hasattr(cls, "preprocess")
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and callable(cls.preprocess)
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and hasattr(cls, "postprocess")
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and callable(cls.postprocess)
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):
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preprocess_doc = document_fn(cls.preprocess, cls)
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postprocess_doc = document_fn(cls.postprocess, cls)
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preprocess_doc, postprocess_doc = (
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{
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"parameter_doc": preprocess_doc[1],
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"return_doc": preprocess_doc[2],
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},
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{
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"parameter_doc": postprocess_doc[1],
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"return_doc": postprocess_doc[2],
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},
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)
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cls_description, cls_tags, cls_example = document_cls(cls)
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cls_documentation = {
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"class": cls,
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"name": cls.__name__,
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"description": cls_description,
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"tags": cls_tags,
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"parameters": parameter_doc,
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"returns": return_doc,
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"example": cls_example,
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"fns": [],
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}
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if (
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hasattr(cls, "preprocess")
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and callable(cls.preprocess)
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and hasattr(cls, "postprocess")
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and callable(cls.postprocess)
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):
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cls_documentation["preprocess"] = preprocess_doc
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cls_documentation["postprocess"] = postprocess_doc
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for fn_name in fns:
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instance_attribute_fn = fn_name.startswith("*")
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if instance_attribute_fn:
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fn_name = fn_name[1:]
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fn = getattr(cls(), fn_name).__call__
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else:
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fn = getattr(cls, fn_name)
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if not callable(fn):
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description_doc = str(fn)
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parameter_docs = {}
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return_docs = {}
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examples_doc = ""
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override_signature = f"gr.{cls.__name__}.{fn_name}"
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else:
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(
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description_doc,
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parameter_docs,
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return_docs,
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examples_doc,
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) = document_fn(fn, cls)
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if fn_name in getattr(cls, "EVENTS", []):
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parameter_docs = parameter_docs[1:]
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override_signature = None
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if instance_attribute_fn:
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description_doc = extract_instance_attr_doc(cls, fn_name)
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cls_documentation["fns"].append(
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{
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"fn": fn,
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"name": fn_name,
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"description": description_doc,
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"tags": {},
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"parameters": parameter_docs,
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"returns": return_docs,
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"example": examples_doc,
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"override_signature": override_signature,
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}
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)
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documentation[mode].append(cls_documentation)
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if cls in classes_inherit_documentation:
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classes_inherit_documentation[cls] = cls_documentation["fns"]
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for mode, class_list in classes_to_document.items():
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for i, (cls, _) in enumerate(class_list):
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for super_class in classes_inherit_documentation:
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if (
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inspect.isclass(cls)
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and issubclass(cls, super_class)
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and cls != super_class
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):
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for inherited_fn in classes_inherit_documentation[super_class]:
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inherited_fn = dict(inherited_fn)
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try:
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inherited_fn["description"] = extract_instance_attr_doc(
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cls, inherited_fn["name"]
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)
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except ValueError:
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pass
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documentation[mode][i]["fns"].append(inherited_fn)
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return documentation
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