import inspect
import os
import re
from pathlib import Path

import torch
import torch._dynamo as torchdynamo
from torch._export.db.case import ExportCase
from torch._export.db.examples import all_examples
from torch.export import export


PWD = Path(__file__).absolute().parent
ROOT = Path(__file__).absolute().parents[3]
SOURCE = ROOT / "source"
EXPORTDB_SOURCE = SOURCE / "generated" / "exportdb"


def generate_example_rst(example_case: ExportCase):
    """
    Generates the .rst files for all the examples in db/examples/
    """

    model = example_case.model

    tags = ", ".join(f":doc:`{tag} <{tag}>`" for tag in example_case.tags)

    source_file = (
        inspect.getfile(model.__class__)
        if isinstance(model, torch.nn.Module)
        else inspect.getfile(model)
    )
    with open(source_file) as file:
        source_code = file.read()
    source_code = source_code.replace("\n", "\n    ")
    splitted_source_code = re.split(r"@export_rewrite_case.*\n", source_code)

    assert len(splitted_source_code) in {
        1,
        2,
    }, f"more than one @export_rewrite_case decorator in {source_code}"

    more_arguments = ""
    if example_case.example_kwargs:
        more_arguments += ", example_kwargs"
    if example_case.dynamic_shapes:
        more_arguments += ", dynamic_shapes=dynamic_shapes"

    # Generate contents of the .rst file
    title = f"{example_case.name}"
    doc_contents = f"""{title}
{'^' * (len(title))}

.. note::

    Tags: {tags}

    Support Level: {example_case.support_level.name}

Original source code:

.. code-block:: python

    {splitted_source_code[0]}

    torch.export.export(model, example_args{more_arguments})

Result:

.. code-block::

"""

    # Get resulting graph from dynamo trace
    try:
        exported_program = export(
            model,
            example_case.example_args,
            example_case.example_kwargs,
            dynamic_shapes=example_case.dynamic_shapes,
            strict=True,
        )
        graph_output = str(exported_program)
        graph_output = re.sub(r"        # File(.|\n)*?\n", "", graph_output)
        graph_output = graph_output.replace("\n", "\n    ")
        output = f"    {graph_output}"
    except torchdynamo.exc.Unsupported as e:
        output = "    Unsupported: " + str(e).split("\n")[0]
    except AssertionError as e:
        output = "    AssertionError: " + str(e).split("\n")[0]
    except RuntimeError as e:
        output = "    RuntimeError: " + str(e).split("\n")[0]

    doc_contents += output + "\n"

    if len(splitted_source_code) == 2:
        doc_contents += f"""\n
You can rewrite the example above to something like the following:

.. code-block:: python

{splitted_source_code[1]}

"""

    return doc_contents


def generate_index_rst(example_cases, tag_to_modules, support_level_to_modules):
    """
    Generates the index.rst file
    """

    support_contents = ""
    for k, v in support_level_to_modules.items():
        support_level = k.name.lower().replace("_", " ").title()
        module_contents = "\n\n".join(v)
        support_contents += f"""
{support_level}
{'-' * (len(support_level))}

{module_contents}
"""

    tag_names = "\n    ".join(t for t in tag_to_modules.keys())

    with open(os.path.join(PWD, "blurb.txt")) as file:
        blurb = file.read()

    # Generate contents of the .rst file
    doc_contents = f""".. _torch.export_db:

ExportDB
========

{blurb}

.. toctree::
    :maxdepth: 1
    :caption: Tags

    {tag_names}

{support_contents}
"""

    with open(os.path.join(EXPORTDB_SOURCE, "index.rst"), "w") as f:
        f.write(doc_contents)


def generate_tag_rst(tag_to_modules):
    """
    For each tag that shows up in each ExportCase.tag, generate an .rst file
    containing all the examples that have that tag.
    """

    for tag, modules_rst in tag_to_modules.items():
        doc_contents = f"{tag}\n{'=' * (len(tag) + 4)}\n"
        full_modules_rst = "\n\n".join(modules_rst)
        full_modules_rst = re.sub(
            r"={3,}", lambda match: "-" * len(match.group()), full_modules_rst
        )
        doc_contents += full_modules_rst

        with open(os.path.join(EXPORTDB_SOURCE, f"{tag}.rst"), "w") as f:
            f.write(doc_contents)


def generate_rst():
    if not os.path.exists(EXPORTDB_SOURCE):
        os.makedirs(EXPORTDB_SOURCE)

    example_cases = all_examples()
    tag_to_modules = {}
    support_level_to_modules = {}
    for example_case in example_cases.values():
        doc_contents = generate_example_rst(example_case)

        for tag in example_case.tags:
            tag_to_modules.setdefault(tag, []).append(doc_contents)

        support_level_to_modules.setdefault(example_case.support_level, []).append(
            doc_contents
        )

    generate_tag_rst(tag_to_modules)
    generate_index_rst(example_cases, tag_to_modules, support_level_to_modules)


if __name__ == "__main__":
    generate_rst()
