rchitect — Interoperate R with Python
rchitect is a lightweight, high-performance bridge for embedding R in Python and interoperating between Python and R objects. It is the core engine powering radian.
Features
- Low-overhead CFFI bridge: Dynamically links
libRat runtime and converts between Python objects and RSEXPs directly in C. - Full R console & event loop callbacks: Supports
read_console,write_console_ex,polled_events,process_events,busy,show_message,yes_no_cancel, and interrupt-safe console execution. - Bidirectional Python ↔ R calls: Call R functions directly from Python (
rcall,reval), pass Python callables into R as native R closures, or import and call Python modules from R viarchitect.py_tools. - Seamless
reticulateintegration: Automatically registers S3 methods soRObjectandPyObjectconvert transparently acrossrchitectandreticulate. - Cross-platform binary wheels: Prebuilt wheels for Linux (
x86_64,aarch64), macOS (x86_64,arm64), and Windows (AMD64,ARM64) across Python 3.10+, including a native Windows UTF-8 host (rchitect/host.exe) for R >= 4.2.
Requirements
- Python >= 3.10
- R >= 4.2.0 (built with the R shared library
libR.so/libR.dylib/R.dll)
Installation
# Install the latest release from PyPI
pip install -U rchitect
# Or via conda-forge
conda install -c conda-forge rchitect
# Or install the development version from GitHub
pip install -U git+https://github.com/randy3k/rchitect
Quick Start
Evaluating R Expressions and Calling R Functions
from rchitect import rcall, rcopy, reval, rlang, robject, rparse, rprint
# Evaluate an R expression in R_GlobalEnv (returns an RObject)
x = reval("1:5")
rprint(x)
# Convert an RObject to a Python object
py_list = rcopy(x) # [1, 2, 3, 4, 5]
py_int = rcopy(int, reval("1L")) # 1
# Convert a Python object to an RObject
r_vec = robject([10, 20, 30])
# Call an R function (Python arguments are converted to RObjects automatically)
total = rcall("sum", [1, 2, 3, 4, 5])
print(rcopy(total)) # 15
# Call a namespaced R function using a (pkg, fn) tuple
pkg_path = rcall(("base", "find.package"), "stats", _convert=True)
# Construct and evaluate an R language call
expr = rlang("seq", 1, 10, by=2)
print(rcopy(reval(expr))) # [1, 3, 5, 7, 9]
Passing Python Functions to R
Python callables can be converted to R functions via robject:
from rchitect import rcall, rcopy, robject
r_add = robject(lambda a, b: a + b, convert=True)
res = rcall(r_add, 3, 4)
print(rcopy(res)) # 7
Calling Python from R (rchitect.py_tools)
Inside an embedded R session initialized by rchitect, Python modules and objects can be accessed directly from R:
getOption("rchitect.py_tools")$attach()
math <- import("math")
math$sqrt(16) # 4.0
builtins <- import_builtins()
builtins$abs(-42L) # 42L
Interoperating with reticulate
When reticulate is loaded in R, rchitect automatically registers py_to_r and r_to_py S3 methods so objects created by rchitect and reticulate can be mixed freely:
from rchitect import rcall, rcopy, reval
reval("library(reticulate)")
math = reval("import('math', convert = FALSE)")
sqrt = rcall("$", math, "sqrt")
res = rcall(sqrt, 16)
print(rcopy(res)) # 4.0
Customizing Console Callbacks & Hosting an R REPL
Applications that embed an interactive R REPL (such as radian) can customize R's console callbacks with @def_callback() and run the R event loop with rchitect.loop():
import sys
import rchitect
from rchitect import def_callback
@def_callback(name="read_console")
def read_console(prompt, add_history):
sys.stdout.flush()
sys.stderr.flush()
return input(prompt)
@def_callback(name="write_console_ex")
def write_console_ex(buf, otype):
stream = sys.stdout if otype == 0 else sys.stderr
stream.write(buf)
stream.flush()
rchitect.init(args=["rchitect", "--quiet", "--no-save"])
rchitect.loop()
Selecting an R Installation
rchitect locates R in the following order:
R_HOME: Path to the R home directory (i.e., the output ofR RHOMEorR.home(), not thebin/directory):R_HOME=/usr/local/lib/R radian
R_BINARY: Path to a specificRexecutable:R_BINARY=/opt/R/4.5.0/bin/R radian
PATH: TheRexecutable on your systemPATH(or the Windows Registry ifRis not onPATH).
Note for Linux users building R from source: Make sure R is configured and compiled with
--enable-R-shlibso thatlibR.sois available.
Metadata
Release files for rchitect 0.5.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| rchitect-0.5.0.tar.gz | 46.2 kB | Details |
Built distributions (wheels)
Total release size: 15.9 MB
Release files / rchitect-0.5.0.tar.gz
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| Tags | Source |
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| Size | 382.7 kB |
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| Size | 116.4 kB |
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| Tags | CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 |
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| Download URL | rchitect-0.5.0-cp314-cp314t-musllinux_1_2_aarch64.whl |
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Release files / rchitect-0.5.0-cp314-cp314t-macosx_11_0_arm64.whl
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Release files / rchitect-0.5.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
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Release files / rchitect-0.5.0-cp314-cp314-macosx_11_0_arm64.whl
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Release files / rchitect-0.5.0-cp314-cp314-macosx_10_15_x86_64.whl
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Release files / rchitect-0.5.0-cp313-cp313-win_arm64.whl
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Release files / rchitect-0.5.0-cp313-cp313-win_amd64.whl
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Release files / rchitect-0.5.0-cp313-cp313-musllinux_1_2_aarch64.whl
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Release files / rchitect-0.5.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
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Release files / rchitect-0.5.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
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Release files / rchitect-0.5.0-cp313-cp313-macosx_11_0_arm64.whl
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Release files / rchitect-0.5.0-cp313-cp313-macosx_10_13_x86_64.whl
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Release files / rchitect-0.5.0-cp312-cp312-win_arm64.whl
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Release files / rchitect-0.5.0-cp312-cp312-win_amd64.whl
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Release files / rchitect-0.5.0-cp312-cp312-musllinux_1_2_x86_64.whl
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Release files / rchitect-0.5.0-cp312-cp312-musllinux_1_2_aarch64.whl
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Release files / rchitect-0.5.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
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Release files / rchitect-0.5.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
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Release files / rchitect-0.5.0-cp312-cp312-macosx_11_0_arm64.whl
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Release files / rchitect-0.5.0-cp312-cp312-macosx_10_13_x86_64.whl
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Release files / rchitect-0.5.0-cp311-cp311-musllinux_1_2_x86_64.whl
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Release files / rchitect-0.5.0-cp311-cp311-musllinux_1_2_aarch64.whl
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Release files / rchitect-0.5.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
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Release files / rchitect-0.5.0-cp311-cp311-macosx_11_0_arm64.whl
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Release files / rchitect-0.5.0-cp311-cp311-macosx_10_9_x86_64.whl
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Release files / rchitect-0.5.0-cp310-cp310-win_arm64.whl
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Release files / rchitect-0.5.0-cp310-cp310-win_amd64.whl
| Download URL | rchitect-0.5.0-cp310-cp310-win_amd64.whl |
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Release files / rchitect-0.5.0-cp310-cp310-musllinux_1_2_x86_64.whl
| Download URL | rchitect-0.5.0-cp310-cp310-musllinux_1_2_x86_64.whl |
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Release files / rchitect-0.5.0-cp310-cp310-musllinux_1_2_aarch64.whl
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Release files / rchitect-0.5.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
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Release files / rchitect-0.5.0-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
| Download URL | rchitect-0.5.0-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl |
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Release files / rchitect-0.5.0-cp310-cp310-macosx_11_0_arm64.whl
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Release files / rchitect-0.5.0-cp310-cp310-macosx_10_9_x86_64.whl
| Download URL | rchitect-0.5.0-cp310-cp310-macosx_10_9_x86_64.whl |
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