jycm 1.5.0

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 parameter.
#   --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\"}]" \
--left_title="Left Title" \
--right_title="Right Title"

• 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'}]"

• when the json are too large you can pass file path

python -m jycm --show  --left_file /xxxx/your_left.json --right_file ~/xxxx/your_right.json

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)

Notes

Kindly suggestion from @TonisPiip

• Why you want no_pairs=True in ycm.to_dict(no_pairs=True)?
  • pairs are for rendering purpose (you can see the usage here at react-jycm-viewer)
  • usually pairs are pretty large json (especially for some relocation diff)
  • so if you just want to get the diff you don't need pairs

Default behaviour

Diff two json objects are easy:

Basically you do this:

from jycm.jycm import YouchamaJsonDiffer
left = {} # your json
right = {} # your json

ycm = YouchamaJsonDiffer(left, right)
diff_result = ycm.get_diff() 
"""
ycm.get_diff() 

are the same as

ycm.diff()
ycm.to_dict*(
"""

Code

from jycm.helper import make_ignore_order_func
from jycm.jycm import YouchamaJsonDiffer
from jycm.helper import dump_html_output, open_url
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)

diff_result = ycm.get_diff() # new API

# legacy usage:
# ycm.diff()
# diff_result = ycm.to_dict()

# you can find generated html in the folder
output_dir = "/Users/xxx/jycm-example-1"
# you can directly view it by clicking the index.html file inside the folder
url = dump_html_output(left, right, diff_result, output_dir)

# if you want to open it from python
open_url(url)



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$"
]))

diff_result = ycm.get_diff() # new API

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': ''}
    ]
}
# legacy usage:
# ycm.diff()
# diff_result = ycm.to_dict()
assert ycm.diff_result(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