A lightweight, dependency-free streaming (SAX-style) JSON parser.
Project description
jsonsax
Read JSON while it is still arriving — don't wait for the whole thing.
Imagine someone is reading you a long story out loud, one word at a time. You
don't wait for them to finish the whole book before you start listening — you
react to each part as you hear it. jsonsax does that for JSON.
Normally a computer waits for the entire JSON to show up, then reads it.
jsonsax is different: you hand it little pieces as they arrive, and it taps
you on the shoulder and says "hey, I just found a name!", "hey, here's a
number!" — right away, piece by piece.
This style of reading-as-you-go is called a streaming (or SAX-style) parser. (XML has had one for years; this is the same idea for JSON.)
Why would you want that?
- 🤖 Talking to an AI — chatbots send their answer one word at a time. With
jsonsaxyou can start using the first part of the answer before the rest has even arrived. - 🐘 Huge files — a JSON file too big to fit in memory? Read it in small sips instead of swallowing it whole.
- ⚡ Show things sooner — display the title of an article the instant it appears, without waiting for the whole article.
Install
pip install jsonsax
That's it. No other stuff gets installed — jsonsax has zero dependencies.
The tiniest example
from jsonsax import parse
parse('{"name": "Bo", "age": 5}', value=lambda path, val: print(path, "=", val))
Output:
$.name = Bo
$.age = 5
$ means "the start". $.name means "the name part". Think of it as an
address that tells you where in the JSON you are.
Feeding it bit by bit (the fun part)
Real streams don't arrive all at once. Watch what happens when the JSON shows up in messy little chunks — even cut in the middle of a word:
from jsonsax import Parser
parser = Parser()
parser.on("value", lambda path, val: print("found:", path, "=", val))
chunks = ['{"tit', 'le": "R', 'AG", "sco', 're": 9.5}']
for chunk in chunks:
parser.feed(chunk) # hand over one piece at a time
parser.close() # tell it "okay, that's everything"
Output:
found: $.title = RAG
found: $.score = 9.5
Even though "title" got chopped into "tit" + "le", jsonsax patiently
stitched it back together. 🧩
Listening for different things ("events")
You tell jsonsax what you care about with parser.on(...). Each time it sees
that kind of thing, it calls your little function (a callback).
from jsonsax import Parser
parser = Parser()
parser.on("start_object", lambda path: print(path, "{ ... an object starts"))
parser.on("end_object", lambda path: print(path, "} ... an object ends"))
parser.on("start_array", lambda path: print(path, "[ ... a list starts"))
parser.on("end_array", lambda path: print(path, "] ... a list ends"))
parser.on("key", lambda path, key: print(path, "key:", key))
parser.on("value", lambda path, val: print(path, "value:", repr(val)))
parse_me = '{"pets": ["cat", "dog"], "happy": true}'
for ch in parse_me:
parser.feed(ch)
parser.close()
Output:
$ { ... an object starts
$.pets key: pets
$.pets [ ... a list starts
$.pets[0] value: 'cat'
$.pets[1] value: 'dog'
$.pets ] ... a list ends
$.happy key: happy
$.happy value: True
$ } ... an object ends
See how $.pets[0] and $.pets[1] count the items in the list, just like
"first pet" and "second pet"?
The events you can listen for
| Event | You get… | Happens when it sees… |
|---|---|---|
start_object |
path |
a { — an object is starting |
end_object |
path |
a } — an object is finished |
start_array |
path |
a [ — a list is starting |
end_array |
path |
a ] — a list is finished |
key |
path, key |
a label inside an object (like name) |
value |
path, value |
a real value: text, number, true/false/null |
A value can be a str, an int, a float, True, False, or None
(JSON's null becomes Python's None).
More examples (little recipes)
1. Grab just one field, ignore everything else
Only want the title? Only listen for it:
from jsonsax import Parser
def on_value(path, val):
if path == "$.title":
print("The title is:", val)
p = Parser()
p.on("value", on_value)
p.feed('{"title": "Hello", "body": "long boring text..."}')
p.close()
# The title is: Hello
2. Build a normal dictionary as you go
from jsonsax import Parser
data = {}
p = Parser()
p.on("value", lambda path, val: data.__setitem__(path, val))
p.feed('{"a": 1, "b": 2, "c": 3}')
p.close()
print(data)
# {'$.a': 1, '$.b': 2, '$.c': 3}
3. Count the items in a list
from jsonsax import Parser
count = 0
def bump(path, val):
global count
count += 1
p = Parser()
p.on("value", bump)
p.feed('[10, 20, 30, 40, 50]')
p.close()
print("items:", count) # items: 5
4. Deeply nested stuff is no problem
from jsonsax import parse
parse(
'{"user": {"name": "Mia", "tags": ["a", "b"]}}',
value=lambda path, val: print(path, "=", val),
)
# $.user.name = Mia
# $.user.tags[0] = a
# $.user.tags[1] = b
5. All the value types at once
from jsonsax import parse
parse(
'{"text": "hi", "whole": 42, "decimal": 3.14, "yes": true, "no": false, "nothing": null}',
value=lambda path, val: print(f"{path:14} -> {val!r}"),
)
# $.text -> 'hi'
# $.whole -> 42
# $.decimal -> 3.14
# $.yes -> True
# $.no -> False
# $.nothing -> None
6. Reacting to an AI that types its answer slowly
This is the big one. Pretend an AI sends its reply word-by-word:
from jsonsax import Parser
# These pieces would normally come from the AI, one at a time.
ai_stream = ['{"head', 'line": "Big New', 's!", "summary": "It happened today."}']
p = Parser()
p.on("value", lambda path, val: print(f"[{path}] arrived: {val}"))
for piece in ai_stream:
p.feed(piece) # the moment a field finishes, you hear about it
p.close()
# [$.headline] arrived: Big News!
# [$.summary] arrived: It happened today.
7. Chain your setup in one breath
on(...) hands you the parser back, so you can line them up:
from jsonsax import Parser
p = (
Parser()
.on("key", lambda path, k: print("key", k))
.on("value", lambda path, v: print("value", v))
)
p.feed('{"x": 1}')
p.close()
When the JSON is broken
If the JSON is messy or unfinished, jsonsax tells you by raising a
ParseError (which is just a special kind of Python ValueError). It is
strict on purpose — better to shout early than to quietly hand you wrong data.
from jsonsax import parse, ParseError
broken_examples = [
'{"a": 1,}', # extra comma at the end
'[1, 2', # forgot to close the list
'{"a" 1}', # missing the ':' between key and value
'"never ends', # string with no closing quote
'true false', # two things glued together
]
for bad in broken_examples:
try:
parse(bad)
except ParseError as error:
print("rejected:", bad, "->", error)
Output (your wording may vary slightly):
rejected: {"a": 1,} -> Unexpected '}'.
rejected: [1, 2 -> Unexpected end of input: unclosed container.
rejected: {"a" 1} -> Unexpected value (parser state: obj_colon).
rejected: "never ends -> Unexpected end of input: unterminated string.
rejected: true false -> Unexpected value (parser state: done).
Always call
parser.close()at the end. That's the momentjsonsaxdouble-checks that the JSON was actually complete. Forgetting it means you might miss the "you're missing the last}!" warning.
Run it from the terminal (no code needed)
You can pipe JSON straight into jsonsax to watch the events scroll by:
echo '{"x": [1, 2, true]}' | python -m jsonsax
Output:
$ {
$.x key='x'
$.x [
$.x[0] value=1
$.x[1] value=2
$.x[2] value=True
$.x ]
$ }
The whole toolbox (quick reference)
from jsonsax import Parser, parse, ParseError, EVENTS
parser = Parser() # make a new reader
parser.on(event, callback) # "when you see <event>, call <callback>" (returns parser)
parser.feed(chunk) # give it the next piece of text
parser.close() # "that's all" — checks the JSON was complete
parser.closed # True after a successful close()
parse(text, **handlers) # shortcut: feed + close in one line
ParseError # raised when the JSON is broken (a ValueError)
EVENTS # the tuple of all valid event names
Good to know:
- Truly incremental — chunks can split anywhere, even in the middle of a
word, a number, or a
\uXXXXescape. - Strict — rejects trailing commas, missing colons, leftover junk, and unfinished strings or brackets.
- Typed — ships with
py.typed, so type checkers understand it. - Tiny & dependency-free, works on Python 3.9+.
For developers (working on jsonsax itself)
pip install -e ".[dev]"
pytest # run the tests
pylint src/jsonsax # check the style
mypy # check the types
License
MIT — free to use, change, and share.
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