deepdiff-rs

onix is a Rust rewrite of Python DeepDiff's core: byte-compatible output, 37-4588x faster, with ignore_order support included. Install it as deepdiff-rs, a drop-in DeepDiff class for Python, or run the diff engine as the onix command-line tool.

deepdiff-rs reads live Python objects (or JSON) and produces the exact same report DeepDiff does at verbose_level=2, so it slots into code that already parses DeepDiff output while running dramatically faster on large or deeply nested inputs.

Status (September 2026): pre-alpha proof of concept. Ordered and ignore_order diffing are complete, differentially tested against real DeepDiff 9.1.0, and benchmarked; deepdiff-rs is published to PyPI, the onix CLI builds and runs from source, and nothing is on crates.io yet.

Install
Quickstart
Known limitations
Performance
Reference
Layout
Contributing
License

Install

Python (the deepdiff-rs package, import name deepdiff_rs):

pip install deepdiff-rs

From source:

cd crates/onix-py
uv tool install maturin              # the build tool (skip if already installed)
uv sync --group test                 # creates .venv, installs pytest + pinned deepdiff
uv run --group test maturin develop --release

CLI (the onix binary), from a clean clone:

cargo install --path crates/onix-cli

Library crate (onix-core), a path dependency only (it sets publish = false):

[dependencies]
onix-core = { path = "crates/onix-core" }

Quickstart

The drop-in DeepDiff class, on live Python objects:

from deepdiff_rs import DeepDiff

diff = DeepDiff({"a": 1}, {"a": 2})
if diff:
    print(diff.to_json())   # byte-compatible with DeepDiff(...).to_json() at verbose_level=2
    print(diff.to_dict())   # the same report as a native Python dict

{"values_changed":{"root['a']":{"new_value":2,"old_value":1}}}
{'values_changed': {"root['a']": {'new_value': 2, 'old_value': 1}}}

diff_json, the fast path when you already have JSON text (it parses, diffs, and serializes entirely in Rust, with no Python-object conversion):

from deepdiff_rs import diff_json

print(diff_json('{"a": 1}', '{"a": 2}'))

{"values_changed":{"root['a']":{"new_value":2,"old_value":1}}}

The onix CLI, diffing two JSON files (compact JSON to stdout, {} for no differences):

$ echo '{"a": 1}' > left.json
$ echo '{"a": 2}' > right.json
$ onix diff left.json right.json
{"values_changed":{"root['a']":{"new_value":2,"old_value":1}}}

Pass --ignore-order to compare every list by value instead of by position, mirroring DeepDiff(..., ignore_order=True).

Known limitations

Only the core diff is implemented: exclude_paths, significant_digits, custom operators, verbose_level != 2, and delta/patch are not (yet) supported.
Supported value types are None, bool, int, float, str, dict (with str keys), and list; ints must fit in i64/u64, floats must be finite, and anything else (tuple, set, date, custom object, non-str dict key) raises TypeError or ValueError naming the exact path it was found at. See crates/onix-py/src/convert.rs.
Adversarially deep input raises MaxDepthError instead of crashing: the default max_depth is 512 and the hard ceiling is MAX_DEPTH_CEILING (20,000). See crates/onix-py/src/guard.rs.
ignore_order pairing is O(N^2) in unpaired elements per side and carries a polynomial cost in both time and memory with input depth; it has no max_passes/max_diffs cutoff, so bound the size and depth of untrusted input yourself. See crates/onix-core/src/ignore_order/mod.rs.
Output is byte-identical to DeepDiff except for one boundary case: integers past 2^53 (the limit of exact f64 representation) inside ordered scalar lists. See tests/golden/README.md.

Performance

Two committed, regenerable reports back the numbers below; every figure here is copied verbatim from them.

The Python bindings against real deepdiff on live Python objects, the number a real caller pays (source: crates/onix-py/benchmarks/bench_bindings.py, macOS 26.5.1, Apple M5 Max, median of 11 isolated subprocess runs per side):

Shape	deepdiff	deepdiff_rs	Speedup
`ignore_order`, 10k shuffled ints, ~5% mutated (live objects)	3128.94ms	82.57ms	37.89x
peak RSS	228.0 MB	141.2 MB	1.61x
CPU seconds	3.128 s	0.083 s	37.88x
Heterogeneous API-payload records, n=20,000 (live objects)	3466.52ms	149.18ms	23.24x
peak RSS	117.5 MB	148.3 MB	0.79x
CPU seconds	3.465 s	0.149 s	23.24x
Same `ignore_order` shape, via `diff_json` (JSON-string path)	3133.45ms	83.16ms	37.68x
peak RSS	228.9 MB	141.7 MB	1.62x
CPU seconds	3.131 s	0.083 s	37.68x
Same API-payload shape, via `diff_json` (JSON-string path)	4568.33ms	86.33ms	52.92x
peak RSS	139.0 MB	141.7 MB	0.98x
CPU seconds	4.566 s	0.086 s	52.90x
Same API-payload shape, both tools reading two JSON files from disk	4571.28ms	85.35ms	53.56x
peak RSS	139.0 MB	141.8 MB	0.98x
CPU seconds	4.569 s	0.085 s	53.54x

The engine's own diff-only time and peak resident memory against pinned deepdiff 9.1.0 (source: perf/RESULTS.md, same machine, median over tier-appropriate runs, diff time excluding process startup and JSON parsing on both sides):

Fixture	onix diff-only (median, min-max)	deepdiff diff-only (median, min-max)	Speedup	onix peak RSS	deepdiff peak RSS	Memory ratio	≥5x threshold
`flat_dict_10k`	3.093 ms (3.020 ms-3.153 ms)	143.691 ms (140.322 ms-145.891 ms)	46.46x	5.72 MB	39.46 MB	6.90x	✅
`flat_dict_100k`	38.354 ms (37.963 ms-38.916 ms)	1.596 s (1.584 s-1.686 s)	41.60x	40.53 MB	110.95 MB	2.74x	✅
`flat_dict_1m`	450.356 ms (449.689 ms-467.911 ms)	16.936 s (16.889 s-17.154 s)	37.60x	478.10 MB	753.75 MB	1.58x	✅
`flat_list_100k`	81.787 ms (78.266 ms-89.593 ms)	4.798 s (4.746 s-4.828 s)	58.67x	38.16 MB	155.11 MB	4.06x	✅
`nested_uniform_d6_b10`	208.770 ms (208.269 ms-209.842 ms)	71.500 s (71.498 s-72.875 s)	342.48x	224.58 MB	908.33 MB	4.04x	✅
`api_payloads`	160.667 ms (153.309 ms-171.032 ms)	94.138 s (93.625 s-94.669 s)	585.92x	269.39 MB	544.98 MB	2.02x	✅
`deep_narrow_d120`	0.027 ms (0.026 ms-0.028 ms)	123.792 ms (123.234 ms-124.809 ms)	4588.45x	2.18 MB	41.08 MB	18.85x	✅
`startup_trivial`	0.001 ms (0.001 ms-0.001 ms)	0.181 ms (0.174 ms-0.207 ms)	177.24x	2.18 MB	32.69 MB	15.00x	✅
`ignore_order_10k`	80.965 ms (80.117 ms-83.510 ms)	13.010 s (12.900 s-13.023 s)	160.68x	108.82 MB	345.41 MB	3.17x	✅
`identical_1m`	6.996 ms (6.114 ms-7.731 ms)	15.853 s (15.773 s-16.021 s)	2266.18x	315.39 MB	503.28 MB	1.60x	✅

Both reports carry their full methodology, fairness rules, and the reproduce command. perf/RESULTS.md is an upper bound (JSON parsed straight into the engine, no Python-object conversion); the bindings table is the product-surface number. Regenerate them with perf/run_bench.sh and crates/onix-py/benchmarks/bench_bindings.py (see CONTRIBUTING.md).

Reference

Python API. The public surface is DeepDiff, diff_json, MaxDepthError, and MAX_DEPTH_CEILING.

DeepDiff(t1, t2, ignore_order=False, max_depth=None): diffs two live Python objects; .to_json() returns the DeepDiff-compatible JSON string, .to_dict() the same report as a dict, and the instance is falsy when there is no difference.
diff_json(a, b, ignore_order=False, max_depth=None) -> str: diffs two JSON strings entirely in Rust and returns the report as a JSON string.
MaxDepthError (a ValueError subclass) is raised when input exceeds max_depth; MAX_DEPTH_CEILING (20,000) is the hard upper bound on max_depth.

CLI. onix diff <a.json> <b.json> [--max-depth N] [--ignore-order] [--timing] reads both files as JSON and prints a compact, single-line DeepDiff-compatible report to stdout ({} when there is no difference).

--max-depth N overrides the recursion-depth bound (default: the ONIX_MAX_DEPTH environment variable if set, else 512).
--ignore-order compares every list/tuple by hash-based matching instead of by position, mirroring DeepDiff(..., ignore_order=True).
--timing prints one line of JSON ({"parse_ns": N, "diff_ns": N}) to stderr.

Exit codes:

Code	Meaning
`0`	Diff computed successfully (whether or not the report is empty; differences are carried in the stdout JSON, not the exit code).
`1`	Usage error (missing/unknown subcommand, wrong argument count, unknown flag, non-numeric `--max-depth`); details and a usage line go to stderr.
`2`	I/O error (e.g. a missing input file) or a JSON-parse error on either input.
`3`	`max_depth` exceeded; the path that tripped the bound goes to stderr.

Layout

crates/onix-core   # the diff engine (library, no I/O)
crates/onix-cli    # the `onix` binary (thin CLI over the core)
crates/onix-py     # PyO3 bindings, published as `deepdiff-rs`
scripts/           # gen_goldens.py: regenerates tests/golden/ from real DeepDiff
tests/golden       # DeepDiff-generated expected outputs (the compatibility corpus)
perf/              # cross-language benchmark harness and RESULTS.md

Contributing

This is a pre-alpha proof of concept and issues and pull requests are welcome. Open an issue to report a bug, a DeepDiff divergence (include both inputs and the report each engine produces), or a question. Building from source, the quality gates, the golden corpus, benchmarking, mutation testing, and publishing are all in CONTRIBUTING.md.

License

MIT: see LICENSE.

License
- OSI Approved :: MIT License
Operating System
- OS Independent
Programming Language
- Python :: 3
- Rust

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deepdiff-rs 0.3.0

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