jycm 1.2.1

A highly flexible json diff framework for python.

JYCM

A flexible json diff framework for minimalist.

JYCM = Json You-Cha-Ma (「is there a difference」in Chinese)

Reference

• deepdiff

  • how results are reported in JYCM is learnt from this amazing framework.
  • how TreeLevel is designed in JYCM is learnt from this amazing framework.

• gojsondif

  • Fuzzy matching part of JYCM is learnt from this amazing framework.

Install

pip install jycm

Renderer

Yes! JYCM has a rendering tool out of the box!

Document

Use JYCM with viewer directly from Terminal

Easy

python -m jycm --help 
# Usage: python -m jycm [OPTIONS]

# Options:
#   --interactive  Enter interactive mode
#   --left TEXT    Left Json
#   --right TEXT   Right Json
#   --rules TEXT   Rules
#   --output TEXT  The folder where the results will be dumped.
#   --open         Open the browser; This is valid only if you specify the
#                  output paramter.
#   --help         Show this message and exit.

Example

Use

• mac/linux

python -m jycm --show \
--left="{\"normal-string\":\"aaaaa\",\"ignore_me-string\":\"aaaaa\",\"normal-list-1\":[{\"val\":1},{\"val\":2},{\"val\":3},{\"val\":4},{\"val\":5}],\"set_in_set\":[{\"id\":1,\"label\":\"label:1\",\"set\":[1,2,3,4,5]},{\"id\":2,\"label\":\"label:2\",\"set\":[4,5,6,7,8]}]}" \
--right="{\"normal-string\":\"bbbbb\",\"ignore_me-string\":\"bbbbb\",\"normal-list-1\":[{\"val\":1},{\"val\":9},{\"val\":3},{\"val\":8},{\"what\":5}],\"set_in_set\":[{\"id\":2,\"label\":\"label:2\",\"set\":[6,5,4,7]},{\"id\":1,\"label\":\"label:1\",\"set\":[3,2,1,4,8,9]}]}" \
--rules="[{\"operation\":\"ignore\",\"value\":\"^ignore_me.*\"},{\"value\":\"^set_in_set$\",\"operation\":\"operator:list:ignoreOrder\"},{\"value\":\"set_in_set->\\\\[\\\\d+\\\\]->set\",\"operation\":\"operator:list:ignoreOrder\"}]" 

• or on windows:

python -m jycm --show --left="{'normal-string': 'aaaaa', 'ignore_me-string': 'aaaaa', 'normal-list-1': [{'val': 1}, {'val': 2}, {'val': 3}, {'val': 4}, {'val': 5}], 'set_in_set': [{'id': 1, 'label': 'label:1', 'set': [1, 2, 3, 4, 5]}, {'id': 2, 'label': 'label:2', 'set': [4, 5, 6, 7, 8]}]}" --right="{'normal-string': 'bbbbb', 'ignore_me-string': 'bbbbb', 'normal-list-1': [{'val': 1}, {'val': 9}, {'val': 3}, {'val': 8}, {'what': 5}], 'set_in_set': [{'id': 2, 'label': 'label:2', 'set': [6, 5, 4, 7]}, {'id': 1, 'label': 'label:1', 'set': [3, 2, 1, 4, 8, 9]}]}" --rules="[{'operation': 'ignore', 'value': '^ignore_me.*'}, {'value': '^set_in_set$', 'operation': 'operator:list:ignoreOrder'}, {'value': 'set_in_set->\\[\\d+\\]->set', 'operation': 'operator:list:ignoreOrder'}]"

then you will see a popup like this:

Interactive

You can play with cli using:

python -m jycm --interactive

Show cases

Here's some examples showing you what you can do with JYCM. Only the results without configuration are shown below. (in case you wonder why things are not consistence here)

Default behaviour

Code

from jycm.helper import make_ignore_order_func
from jycm.jycm import YouchamaJsonDiffer

left = {
    "a": 1,
    "b": 2,
    "d": "12345",
    "f": False,
    "e": [
        {"x": 1, "y": 1},
        {"x": 2, "y": 2},
        {"x": 3, "y": 3},
        {"x": 4, "y": 4},
    ]
}

right = {
    "a": 1,
    "b": 3,
    "c": 4,
    "f": True,
    "e": [
        {"x": 0, "y": 1},
        {"x": 2, "y": 2},
        {"x": 3, "y": 3},
        {"x": 5, "y": 5},
    ]
}

ycm = YouchamaJsonDiffer(left, right)
ycm.diff()

expected = {
    'dict:add': [
        {'left': '__NON_EXIST__',
         'left_path': '',
         'right': 4,
         'right_path': 'c'}
    ],
    'dict:remove': [
        {'left': '12345',
         'left_path': 'd',
         'right': '__NON_EXIST__',
         'right_path': ''}
    ],
    'list:add': [
        {'left': '__NON_EXIST__',
         'left_path': '',
         'right': {'x': 5, 'y': 5},
         'right_path': 'e->[3]'}
    ],
    'list:remove': [
        {'left': {'x': 4, 'y': 4},
         'left_path': 'e->[3]',
         'right': '__NON_EXIST__',
         'right_path': ''}
    ],
    'value_changes': [
        {'left': 2,
         'left_path': 'b',
         'new': 3,
         'old': 2,
         'right': 3,
         'right_path': 'b'},
        {'left': 1,
         'left_path': 'e->[0]->x',
         'new': 0,
         'old': 1,
         'right': 0,
         'right_path': 'e->[0]->x'},
        {'left': False,
         'left_path': 'f',
         'new': True,
         'old': False,
         'right': True,
         'right_path': 'f'}
    ]
}
assert ycm.to_dict(no_pairs=True) == expected

Graph

Ignore Order

Code

from jycm.helper import make_ignore_order_func
from jycm.jycm import YouchamaJsonDiffer

left = {
    "ignore_order": [1, 2, 3],
    "not_ignore_order": [1, 2, 3]
}

right = {
    "ignore_order": [3, 2, 1],
    "not_ignore_order": [3, 2, 1]
}

ycm = YouchamaJsonDiffer(left, right, ignore_order_func=make_ignore_order_func([
    "^ignore_order$"
]))
ycm.diff()
expected = {
    'list:add': [
        {'left': '__NON_EXIST__',
         'left_path': '',
         'right': 2,
         'right_path': 'not_ignore_order->[1]'},
        {'left': '__NON_EXIST__',
         'left_path': '',
         'right': 1,
         'right_path': 'not_ignore_order->[2]'}
    ],
    'list:remove': [
        {'left': 1,
         'left_path': 'not_ignore_order->[0]',
         'right': '__NON_EXIST__',
         'right_path': ''},
        {'left': 2,
         'left_path': 'not_ignore_order->[1]',
         'right': '__NON_EXIST__',
         'right_path': ''}
    ]
}
assert ycm.to_dict(no_pairs=True) == expected

Graph

Diff set-in-set

Code

from jycm.helper import make_ignore_order_func
from jycm.jycm import YouchamaJsonDiffer

left = {
    "set_in_set": [
        {
            "id": 1,
            "label": "label:1",
            "set": [
                1,
                5,
                3
            ]
        },
        {
            "id": 2,
            "label": "label:2",
            "set": [
                4,
                5,
                6
            ]
        }
    ]
}


right = {
    "set_in_set": [
        {
            "id": 2,
            "label": "label:2",
            "set": [
                6,
                5,
                4
            ]
        },
        {
            "id": 1,
            "label": "label:1111",
            "set": [
                3,
                2,
                1
            ]
        }
    ]
}


ycm = YouchamaJsonDiffer(left, right, ignore_order_func=make_ignore_order_func([
    f"^set_in_set$",
    f"^set_in_set->\\[\\d+\\]->set$"
]))

ycm.diff()


expected = {
    'list:add': [
        {'left': '__NON_EXIST__', 'right': 2, 'left_path': '', 'right_path': 'set_in_set->[1]->set->[1]'}
    ],
    'list:remove': [
        {'left': 5, 'right': '__NON_EXIST__', 'left_path': 'set_in_set->[0]->set->[1]', 'right_path': ''}
    ],
    'value_changes': [
        {'left': 'label:1', 'right': 'label:1111', 'left_path': 'set_in_set->[0]->label',
         'right_path': 'set_in_set->[1]->label', 'old': 'label:1', 'new': 'label:1111'}
    ]
}

assert ycm.to_dict(no_pairs=True) == expected

Graph

Custom operator

Define an operator

import math
from jycm.operator import  BaseOperator

class L2DistanceOperator(BaseOperator):
    __operator_name__ = "operator:l2distance"
    __event__ = "operator:l2distance"

    def __init__(self, path_regex, distance_threshold):
        super().__init__(path_regex=path_regex)
        self.distance_threshold = distance_threshold

    def diff(self, level: 'TreeLevel', instance, drill: bool) -> Tuple[bool, float]:
        print("damn")
        distance = math.sqrt(
            (level.left["x"] - level.right["x"]) ** 2 + (level.left["y"] - level.right["y"]) ** 2
        )
        info = {
            "distance": distance,
            "distance_threshold": self.distance_threshold,
            "pass": distance < self.distance_threshold
        }

        if not drill:
            instance.report(self.__event__, level, info)
        return True, 1 if info["pass"] else 0

And use it

from jycm.jycm import YouchamaJsonDiffer

left = {
    "distance_ok": {
        "x": 1,
        "y": 1
    },
    "distance_too_far": {
        "x": 5,
        "y": 5
    },
}

right = {
    "distance_ok": {
        "x": 2,
        "y": 2
    },
    "distance_too_far": {
        "x": 7,
        "y": 9
    },
}

ycm = YouchamaJsonDiffer(left, right, custom_operators=[
    L2DistanceOperator(f"distance.*", 3),
])

expected = {
    'operator:l2distance': [
        {'left': {'x': 1, 'y': 1}, 'right': {'x': 2, 'y': 2}, 'left_path': 'distance_ok',
         'right_path': 'distance_ok', 'distance': 1.4142135623730951, 'distance_threshold': 3, 'pass': True},
        {'left': {'x': 5, 'y': 5}, 'right': {'x': 7, 'y': 9}, 'left_path': 'distance_too_far',
         'right_path': 'distance_too_far', 'distance': 4.47213595499958, 'distance_threshold': 3, 'pass': False}
    ]
}
assert {**ycm.to_dict(), "pairs": []} == expected

Philosophy

Since determining two things are equal or not is heavily depend on the context, it is not possible to build a json diff tool to meet all requirements.

JYCM choose another way: making it easy to compare values.

JYCM allows users just need to focus on defining the differing logic or what a distance is between two values and JYCM will take care all the other dirty works such as array-item-matching, ignoring-array-order, recursively comparing and calculating similarity.

By the way, JYCM uses algorithms below to match items in array:

	exactly matching	fuzzy matching
with order	LCS	Edit distance
without order	Brute force	Kuhn–Munkres

Speaking of flexibility, to make a new operator, you just to need to extend a class called BaseOperator with such function signature:

diff: (level: 'TreeLevel', instance, drill: bool) => [float, boolean]

where the first return is a float number between zero and one for describing how similar level.left and level.right are and the second return is used to indicate whether comparing process should stop here.

Contribute

requirements

pip install -r requirements-dev.txt

Releases

git checkout master && git pull
bumpversion {patch|minor|major}
git push && git push --tags

run test with cov

make testcov 

make docs

make docs