Source code for polygraphy.json.serde

# SPDX-FileCopyrightText: Copyright (c) 1993-2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: Apache-2.0
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# See the License for the specific language governing permissions and
# limitations under the License.

import base64
import functools
import io
import json
from collections import OrderedDict

from polygraphy import constants, mod, util
from polygraphy.logger import G_LOGGER

np = mod.lazy_import("numpy")
torch = mod.lazy_import("torch>=1.13.0")

def legacy_str_from_type(typ):
    return "__polygraphy_encoded_" + typ.__name__

def str_from_type(typ):
    return typ.__name__

class BaseCustomImpl:
    Base class for Polygraphy's JSON encoder/decoder.

    def register(cls, typ, alias=None):
        Decorator that registers JSON encoding/decoding functions for types.

            typ (type): The type to register
            alias (str):
                    An alias under which to also register the decoder function.
                    This can be used to retain backwards-compatibility when a class
                    name changes.

        For the documentation that follows, assume we have a class:

            class Dummy:
                def __init__(self, x):
                    self.x = x


        Encoder functions should accept instances of the specified type and
        return dictionaries.

        For example:

            def encode(dummy):
                return {"x": dummy.x}

        To use the custom encoder, use the `to_json` helper:

            d = Dummy(x=1)
            d_json = to_json(d)


        Decoder functions should accept dictionaries, and return instances of the

        For example:

            def decode(dct):
                return Dummy(x=dct["x"])

        To use the custom decoder, use the `from_json` helper:


            typ (type): The type of the class for which to register the function.

        def register_impl(func):
            def add(key, val):
                if key in cls.polygraphy_registered:
                        f"Duplicate serialization function for type: {key}.\nNote: Existing function: {cls.polygraphy_registered[key]}, New function: {func}"
                cls.polygraphy_registered[key] = val

            if cls == Encoder:

                def wrapped(obj):
                    dct = func(obj)
                    dct[constants.TYPE_MARKER] = str_from_type(typ)
                    return dct

                add(typ, wrapped)
                return wrapped
            elif cls == Decoder:

                def wrapped(dct):
                    if constants.TYPE_MARKER in dct:
                        del dct[constants.TYPE_MARKER]

                    type_name = legacy_str_from_type(typ)
                    if type_name in dct:
                        del dct[type_name]

                    return func(dct)

                add(legacy_str_from_type(typ), wrapped)
                add(str_from_type(typ), wrapped)
                if alias is not None:
                    add(alias, wrapped)
                G_LOGGER.critical("Cannot register for unrecognized class type: ")

        return register_impl

class Encoder(BaseCustomImpl, json.JSONEncoder):
    Polygraphy's custom JSON Encoder implementation.

    polygraphy_registered = {}

    def default(self, o):
        if type(o) in self.polygraphy_registered:
            return self.polygraphy_registered[type(o)](o)
        return super().default(o)

class Decoder(BaseCustomImpl):
    Polygraphy's custom JSON Decoder implementation.

    polygraphy_registered = {}

    def __call__(self, pairs):
        # The encoder will insert special key-value pairs into dictionaries encoded from
        # custom types. If we find one, then we know to decode using the corresponding custom
        # type function.
        dct = OrderedDict(pairs)

        # Handle legacy naming first - these keys should not be present in JSON generated by more recent versions of Polygraphy.
        for type_str, func in self.polygraphy_registered.items():
            if type_str in dct and dct[type_str] == constants.LEGACY_TYPE_MARKER:  # Found a custom type!
                return func(dct)

        type_name = dct.get(constants.TYPE_MARKER)
        if type_name is not None:
            if type_name not in self.polygraphy_registered:
                user_type_name = {
                    "Tensor": "torch.Tensor",
                    "ndarray": "np.ndarray",
                }.get(type_name, type_name)
                    f"Could not decode serialized type: {user_type_name}. This could be because a required module is missing. "
            return self.polygraphy_registered[type_name](dct)

        return dct


def try_register_common_json(func):
    Decorator that attempts to register common JSON encode/decode methods
    if the methods have not already been registered.

    This needs to be attempted multiple times because dependencies may become available in the
    middle of execution - for example, if using dependency auto-installation.

    def wrapped(*args, **kwargs):
        if not NUMPY_REGISTRATION_SUCCESS and np.is_installed() and np.is_importable():
            # We define this alongside load_json/save_json so that it is guaranteed to be
            # imported before we need to encode/decode NumPy arrays.
            def encode(array):
                outfile = io.BytesIO()
      , array, allow_pickle=False)
                data = base64.b64encode(
                return {"array": data}

            def decode(dct):
                def load(mode="base64"):
                    if mode == "base64":
                        data = base64.b64decode(dct["array"].encode(), validate=True)
                    elif mode == "latin-1":
                        data = dct["array"].encode(mode)
                        assert False, f"Unsupported mode: {mode}"
                    infile = io.BytesIO(data)
                    return np.load(infile, allow_pickle=False)

                    arr = load()
                    arr = load("latin-1")  # For backwards compatibility
                if isinstance(arr, np.ndarray):
                    return arr
                return list(arr.values())[0]  # For backwards compatibility


        if not TORCH_REGISTRATION_SUCCESS and torch.is_installed() and torch.is_importable():

            def encode(tensor):
                outfile = io.BytesIO()
      , outfile)
                data = base64.b64encode(
                return {"tensor": data}

            def decode(dct):
                data = base64.b64decode(dct["tensor"].encode(), validate=True)
                infile = io.BytesIO(data)
                return torch.load(infile)


            # Pull in some common types so that we can get their associated serialization/deserialization
            # functions. This allows the user to avoid importing these manually.
            # Note: We can only do this here for submodules with no external dependencies.
            # That means, for example, nothing from `backend/` can be imported here.
            from polygraphy.common import FormattedArray
            from polygraphy.comparator import RunResults

        return func(*args, **kwargs)

    return wrapped

[docs]@mod.export() @try_register_common_json def to_json(obj): """ Encode an object to JSON. NOTE: For Polygraphy objects, you should use the ``to_json()`` method instead. Returns: str: A JSON representation of the object. """ return json.dumps(obj, cls=Encoder, indent=constants.TAB)
[docs]@mod.export() @try_register_common_json def from_json(src): """ Decode a JSON string to an object. NOTE: For Polygraphy objects, you should use the ``from_json()`` method instead. Args: src (str): The JSON representation of the object Returns: object: The decoded instance """ return json.loads(src, object_pairs_hook=Decoder())
[docs]@mod.export() @try_register_common_json def save_json(obj, dest, description=None): """ Encode an object as JSON and save it to a file. NOTE: For Polygraphy objects, you should use the ``save()`` method instead. Args: obj : The object to save. src (Union[str, file-like]): The path or file-like object to save to. """ util.save_file(to_json(obj), dest, mode="w", description=description)
[docs]@mod.export() @try_register_common_json def load_json(src, description=None): """ Loads a file and decodes the JSON contents. NOTE: For Polygraphy objects, you should use the ``load()`` method instead. Args: src (Union[str, file-like]): The path or file-like object to load from. Returns: object: The object, or `None` if nothing could be read. """ return from_json(util.load_file(src, mode="r", description=description))
@mod.export() def add_json_methods(description=None): """ Decorator that adds 4 JSON helper methods to a class: - to_json(): Convert to JSON string - from_json(): Convert from JSON string - save(): Convert to JSON and save to file - load(): Load from file and convert from JSON Args: description (str): A description of what is being saved or loaded. """ def add_json_methods_impl(cls): # JSON methods def check_decoded(obj): if not isinstance(obj, cls): G_LOGGER.critical( f"Provided JSON cannot be decoded into a {cls.__name__}.\nNote: JSON was decoded into a {type(obj)}:\n{obj}" ) return obj def _to_json_method(self): """ Encode this instance as a JSON object. Returns: str: A JSON representation of this instance. """ return to_json(self) def _from_json_method(src): return check_decoded(from_json(src)) _from_json_method.__doc__ = f""" Decode a JSON object and create an instance of this class. Args: src (str): The JSON representation of the object Returns: {cls.__name__}: The decoded instance Raises: PolygraphyException: If the JSON cannot be decoded to an instance of {cls.__name__} """ cls.to_json = _to_json_method cls.from_json = staticmethod(_from_json_method) # Save/Load methods def _save_method(self, dest): """ Encode this instance as a JSON object and save it to the specified path or file-like object. Args: dest (Union[str, file-like]): The path or file-like object to write to. """ save_json(self, dest, description=description) def _load_method(src): return check_decoded(load_json(src, description=description)) _load_method.__doc__ = f""" Loads an instance of this class from a JSON file. Args: src (Union[str, file-like]): The path or file-like object to read from. Returns: {cls.__name__}: The decoded instance Raises: PolygraphyException: If the JSON cannot be decoded to an instance of {cls.__name__} """ = _save_method cls.load = staticmethod(_load_method) return cls return add_json_methods_impl