concurrent-c-node
Call Node (and npm packages) from Python. Native types, exceptions, callbacks, and async all cross the boundary.
Part of Concurrent-C — a
strict C11-superset preprocessor: .ccs lowers to plain C and compiles
with your host C compiler. (This bridge itself is pure Python stdlib —
no native build.)
Map of the three boundaries (CC hosts JS, native modules, this package bridge): JS / Python interop.
from cc_node import require # one session child (lazy)
_ = require('lodash') # cwd node_modules
_.chunk([1, 2, 3, 4, 5], 2) # [[1, 2], [3, 4], [5]]
A private child (create()) is still there when you want N Nodes or
an explicit lifetime — not required for the first call.
import cc_node
js = cc_node.create() # a private Node, not the session
semver = js.require('semver')
semver.satisfies('1.2.3', '^1.0.0') # True
js.destroy() # or: with cc_node.create() as js:
The other direction (Python from Node):
concurrent-c-python
(in-process by default; vs pymport / ncp / pythonia in that README).
Every create() is a separate Node — real addons, crash isolation,
measurable wire. N domains = N processes. require() / get() share
one session for the process (the Jupyter kernel).
| this package | CC hosted (cc_js_new(false, …)) |
|
|---|---|---|
| API | require() / create() |
.ccs program |
| Where | child node |
libnode in-process |
| Hot call | ~105µs RTT | sub-µs (needs libnode) |
| Bulk | shm (~9.5ms / 8MB) | in-process |
| Parallelism | N children | one process |
| Crash | child dies; parent lives | shared fate |
Cheat sheet
- Always a child
node. A call blocks until JS answers; thenables wait in the child. No{ async: true }. from cc_node import requireis the session.create()is a private child.reset()/%js_reset/%reset/ atexit tear the session down.- Scalars /
Nonematerialize; empty{}stays a handle; everything else is aJsHandleuntilstr()/ attrs / a call. - Notebook:
import cc_noderegisters%%js(no%load_ext). Same session asrequire(). eval()is one RTT, no extra globals.%%js/eval_cellinstall cwdrequireonce.--bindisObject.assign(globalThis, …)of names you name (wire types only; no pickle). Missing names refuse.- First Ctrl-C finishes the in-flight call (wire stays in sync). Interrupt again to kill the child.
pip install concurrent-c-node # needs node on PATH
pip install 'concurrent-c-node[jupyter]' # IPython (%%js); require() does not need this
python -m cc_node.examples.use_node
python -m cc_node.examples.bench_wire
python -m cc_node.benchmarks.multi_domain
python -m cc_node.benchmarks.vs_alts # vs pythonia / DIY node / pythonmonkey / mini-racer
Jupyter / Colab
Same verb as pythonia: require. No %load_ext, no create(), no
destroy() for the happy path. One session child for the kernel;
console.log lands in the cell.
%pip install concurrent-c-node
# if `node` is missing (typical Colab):
!apt-get install -y nodejs
from cc_node import require
require('lodash').chunk([1, 2, 3, 4, 5], 2)
import cc_node also registers %%js (IPython already running; the
[jupyter] extra is only if you want magics without IPython already
installed).
%%js
console.log('hi') # shows in the cell
require('lodash').chunk([1, 2, 3, 4, 5], 2)
xs = [1, 2, 3, 4]
%%js -b xs -t chunks
xs.map(x => x * 2) # wire types only; no pickle fallback
from cc_node import require |
session require; spawns on first call |
import cc_node |
registers magics; does not spawn until first require() / %%js |
%load_ext cc_node |
same, idempotent; not required |
%js 1+1 / %%js |
eval on the same session; last expression is the result |
-b xs / --bind xs,n |
publish those Python names on globalThis for the cell |
-t chunks / --to |
store the result in the notebook namespace |
%js_stats |
handle-table size (spawns if needed) |
%js_reset / cc_node.reset() |
destroy() the session child; %reset does this too |
cc_node.get() |
the session the magics use; create() is still a private child |
cc_node.kernel() |
alias of get() |
cc_node.require('fs') |
get().require('fs') |
JsHandle display |
cheap JsHandle #3 — repr does not cross the wire |
eval() is unchanged (one RTT, no extra globals). %%js / eval_cell
install cwd require once so cells look like Node (require('path')).
--bind is Object.assign(globalThis, …) — missing names and non-wire
types (DataFrame, a set) fail articulately. Reserved names
(require, process, globalThis, …) refuse so a bind cannot shadow
Node.
Interrupt. First Ctrl-C does not abandon the in-flight reply (that
would desync the wire and drop callbacks). The call finishes, the result
is discarded, the domain stays up. Interrupt again to kill the
child — cooperative destroy() cannot stop a JS for (;;) {}. Same
honesty as the rest of the bridge.
JS kernels (tslab, Deno Jupyter) are
concurrent-c-python;
Colab is not that. There, default create() blocks the kernel thread —
py.task / { isolated: true } when the loop must stay live.
Measured
bench_wire
·
cc_node_bridge_py_20260810.txt:
| what | result |
|---|---|
| spawn (first eval) | 28ms |
| wire RTT | 105µs |
| Python callback round trip | 153µs |
8MB array('d') via shm |
9.5ms |
| same 8MB as JSON list | 499ms (~52×) |
Wire: line-JSON on dedicated fds (stdio stays yours). Bulk spill: private 0700 dir, 0600 files, removed with the bridge.
Vs pythonia / pythonmonkey / mini-racer / DIY node
Most “JS from Python” libraries are not Node. pythonia (PyPI
javascript, JSPyBridge) is the
packaged peer that is: require() on import, one child. Bulk is a
sum over 1M floats (.length on an in-process wrapper is free and
lies). Snapshot:
cc_node_vs_alts_20260813.txt
· harness: benchmarks/vs_alts.py.
| cc-node | pythonia | DIY JSON stdio | node -e each |
pythonmonkey | mini-racer | |
|---|---|---|---|---|---|---|
| identity RTT | 20µs | 42µs | 19µs | 23ms | <1µs | 104µs |
| callback | 40µs | 106µs | — | — | 1µs | — |
| 8MB typed / list | 7.5ms shm / 266ms | — / 481ms | — / 155ms | — | — / 609ms | — / 78ms |
require('fs') |
yes | yes | yes | yes | no | no |
| process | child node |
child node |
child node |
new process/call | SpiderMonkey in-process | V8 isolate |
Tiny scalars: pythonmonkey’s in-process SM beats a child. Real Node
(require('fs'), native addons, callbacks, stdout stays yours): this
package — ~2× pythonia on identity, shm for bulk, Python callables are
sync (pythonia’s JS side sees a Promise). Isolated node -e per call is
~1000× a persistent child. Optional engines SKIP if not importable —
not package deps.
The other direction (Python from Node):
concurrent-c-python
vs pymport / ncp / pythonia.
Surface
- Plain data (numbers, str, bool,
None, lists, non-empty dicts) by value; else a domain-owned handle (attrs, calls,str()→String()). Non-finite floats are tagged. - Handles are per-domain.
stats()/release()/ idempotentdestroy(); afterwards:bridge is closed. eval_cell(src, bindings=)is the notebook door (%%js): cwdrequireonce, optionalglobalThisbinds;eval()stays one RTT.get()/require()/eval()at module level share that session.- Crash isolation, not a sandbox.
destroy()is cooperative; an in-flight CPU-bound call finishes or you kill the child (bridge_stress.md).
Promises
Awaited in the child before the reply — no async/await on the
Python side. Same honesty as concurrent-c-python: a call blocks until
the other runtime answers.
fetchish = js.eval('async (x) => { return { doubled: x * 2 } }')
fetchish(21) # {'doubled': 42}
Callbacks
mapped = js.eval('(f) => [1, 2, 3].map(f)')(lambda x, *rest: x * 10)
# map passes (value, index, array) — take *rest
Exceptions cross both ways with messages intact.
Buffers
bytes / array.array / 1-D numpy → typed arrays (and back). Small
inline; large via shm.
import array
total = js.eval('(a) => a.reduce((s, x) => s + x, 0)')
total(array.array('d', range(1_000_000)))
Common issues
Cannot find module. require / import resolve from the Python
process cwd (node_modules next to your notebook or program), not from
this wheel’s site-packages, and this package does not npm install
on a miss (pythonia does). npm install lodash in that directory is
the fix; or create(node=…) / CC_NODE_BIN when the wrong Node is on
PATH.
Empty {} stays a handle
An empty object has to stay on the Node side — a materialized Python
dict would lose later property use that matches Node. So
js.eval('({})') returns a live handle:
o = js.eval('({})') # JsHandle, not {}
js.eval('(o) => { o.x = 1; return o.x }')(o) # 1
js.eval('({a: 1})') # {'a': 1} — data return
Non-empty plain objects still cross as Python dicts. Same-domain
handles chain (h.update(…).digest(…)).
Wire cost vs tiny work. Round trip is ~100µs; a one-line JS helper
on three numbers loses to pure Python. Prefer Python (or a native CC
module) for small/hot work; use the bridge when Node/npm owns the kernel.
Multi-core: python -m cc_node.benchmarks.multi_domain (~2.8× on 3
domains here).
Choosing node
create(node='/path/to/node')CC_NODE_BINnodeonPATH
Packages: cwd node_modules, same as Node itself.
From Concurrent-C (not Python): cc_js_new(false, &a) hosted
(libnode), or cc_js_new(true, &a) for this wire —
jsdemo.shcc.
Publishing
PyPI Trusted Publishing (OIDC) — no API token:
- Publishing settings:
owner
sreekotay, repoconcurrent-c, workflowpublish-cc-node.yml, environmentpypi - GitHub Environment
pypi - Bump
pyproject.toml, push, then:
gh workflow run publish-cc-node.yml
Both bridges (npm OIDC + PyPI OIDC):
./scripts/publish_bridges.sh --publish --minor
# fallbacks: --npm-local / --pypi-twine
Examples: use_node, bench_wire, benchmarks.multi_domain,
benchmarks.vs_alts.
Jupyter: from cc_node import require (or import cc_node then %%js).
Stress: stress/bridge/.
Own hot path in C/CC → native module (40–90ns) —
JS / Python interop.
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