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cpython-extensions

CPython 3.13 extensions for fast switch dispatch, guarded specialization, bytecode inlining, and verified local goto.

PythonImplementationLicenseTyping

The PyPI distribution is cpython-extensions; code imports python_extensions. The supported interpreter range is CPython >=3.13,<3.14.

python -m pip install cpython-extensions
frompython_extensionsimport (
case,
enable_goto,
enable_switch,
hotpath,
inline_calls,
inline_function,
optimize_extensions,
partial,
runtime_diagnostics,
specialize,
switch,
)

goto .name and label .name are source markers recognized inside @enable_goto functions; they are not runtime objects to import.

What it provides

FeaturePurposeRecommended starting point
SwitchTable-backed multi-way dispatch, typed keys, guards, fallthrough, optional live dispatch@enable_switch / mode="auto"
PartialFreeze selected parameters and simplify the resulting functionexplicit partial(...)
SpecializeGuarded constant/exact-type variants with generic fallbackexplicit @specialize(...)
HotpathBounded runtime shape discovery and promotionpolicy="speed"
InlineInline registered direct calls and optimize the merged bytecodepolicy="speed", binding="frozen"
GotoLocal jumps with CFG and exception-region validationmode="strict"
DiagnosticsValidate CPython/runtime assumptions and expose feature statusautomatic core checks

The project deliberately favors semantics-preserving, fail-closed transformations over benchmark-specific shortcuts.

Quick start

Switch

frompython_extensionsimportcase, enable_switch, switch@enable_switchdefclassify(command: str) ->int:
withswitch(command):
ifcase("read", "peek"):
return1ifcase("write"):
return2ifcase():
return0

Use exact runtime type as part of case identity when ordinary Python mapping equality is not appropriate:

@enable_switch(case_key_mode="typed")defexact(value):
withswitch(value):
ifcase(1):
return"int"ifcase(1.0):
return"float"ifcase(True):
return"bool"ifcase():
return"other"

mode="auto" uses portable lowering by default. Supplying live_threshold= is an explicit opt-in to live planning; compact portable direct/template plans can still veto live mutation. Use live modes only after benchmarking the real workload and accepting their CPython-specific concurrency/re-entry contract. See Live switch.

Partial evaluation

frompython_extensionsimportpartialfast_parse=partial(parse, mode="fast")

Bound parameters are removed from the effective call signature and exposed to conservative constant/dead-branch simplification.

Guarded specialization

frompython_extensionsimportspecialize@specialize(constants={"mode": "fast"}, types={"value": int})defconvert(value, mode="safe"):
...

A guard miss executes the generic function.

Adaptive hot paths

frompython_extensionsimporthotpath@hotpath(threshold=64, max_variants=1, policy="speed")defdecode(value, mode):
...

Profiling is bounded by shape and call budgets. Eligible monomorphic ordinary functions can warm up through sys.monitoring and promote to a verified in-frame dispatcher.

Function inlining

frompython_extensionsimportinline_calls, inline_function@inline_function(register_only=True)defaffine(x: int, scale: int=4) ->int:
returnx*scale+3@inline_calls(policy="speed")defhot_path(x: int) ->int:
returnaffine(x)

binding="frozen" is a decoration-time snapshot and gives the optimizer the most freedom. Use binding="guarded" when a target may be rebound, patched, or reconfigured after decoration.

Validated goto

frompython_extensionsimportenable_goto@enable_gotodefcountdown(n: int) ->int:
total=0label .loopifn<=0:
goto .donetotal+=nn-=1goto .looplabel .donereturntotal

Strict mode rejects jumps that violate stack or exception-region invariants. Prefer ordinary structured control flow when it is already clear; goto is most useful for generated parsers/state machines and other explicitly low-level control flow.

Compose transformations

Use the canonical order rather than stacking decorators manually:

switch -> partial -> inline -> goto -> specialize/hotpath
frompython_extensionsimportoptimize_extensions@optimize_extensions(switch=True,partial={"mode": "fast"},inline={"policy": "speed"},goto=True,specialize={"types": {"value": int}},)defexecute(value, mode="safe"):
...

specialize and hotpath are alternative final layers.

Runtime qualification

import python_extensions runs bounded package-owned checks for the CPython 3.13 wordcode/exception-table contract, required opcodes, CodeType.replace, the shared verifier, portable switch execution, and goto prerequisites. The import probe does not call application functions.

frompython_extensionsimportruntime_diagnosticsprint(runtime_diagnostics())
print(runtime_diagnostics(full=True))

runtime_diagnostics(full=True) additionally probes live-switch layout/native support and the lazy bytecode-dependent inline/specialization subsystems. Results are cached per process and returned as detached snapshots. See Runtime diagnostics.

Choosing modes

AreaDefaultChange it when...
Switch backendmode="auto"A measured workload justifies an explicit portable/live choice
Live enginelive_engine="auto"Certification requires native, or diagnostics require ctypes
Case identitycase_key_mode="python"Exact runtime types must remain distinct
Specializationexplicit constants/typesYou know the valuable stable shape
Hotpathbounded adaptive defaultsRuntime discovery is preferable to manual variants
Inline bindingbinding="frozen"Use guarded for replaceable targets
Inline policypolicy="speed"Use always only after measuring the tradeoff
Gotomode="strict"unsafe is reserved for controlled experiments

Installation notes

The optional python_extensions._livegate C extension accelerates explicit live switch modes. Portable switch and goto do not require it at runtime. Live switch is not certified for free-threaded CPython 3.13 and the native accelerator is not imported there.

Development checkout:

git clone https://github.com/Karvp/cpython-extensions.git
cd cpython-extensions
python -m venv .venv
python -m pip install -e ".[dev]"
python -m pytest

Validation

For changes to the repository:

python -m compileall -q src tests tools benchmarks/scripts
python -m pytest
python tools/check_repo.py

Long stress/differential harnesses are separate from normal pull-request feedback; see Contributing.

Release status

Version 1.3.3 is the current documented release. It is a documentation-only refinement over the published 1.3.2 corrective release; runtime implementation and retained V130 benchmark/certification evidence remain unchanged from 1.3.0.

Current source licensing is GPL-3.0-only. Earlier releases retain the licenses under which they were distributed.

Performance

Performance claims are read in this order: Normal Python vs extension support, then extension mode/backend comparisons, then release-to-release implementation overhead.

The primary V130 benchmark uses a 1,024-way source-level router and validates equivalent results before timing. On the recorded CPython 3.13.5 host, integer routing measured about 133.7× faster than the equivalent linear if/elif router and 142.7× faster than match; the extension remained in the same performance class as a hand-written dict.get control. This is a scaling claim over linear source dispatch, not a claim to beat Python dictionaries by two orders of magnitude.

The same evidence records about 1.33× for the selected frozen-inline workload and 2.67× for strict goto versus an explicit three-state dispatcher. The live-switch matrix shows that native live can substantially outperform portable mode for repeated heterogeneous in-frame VM/parser dispatch, while ordinary HTTP/direct/template routing can favor portable. The 1.3 optimization evidence records 1.94× faster monomorphic hotpath profiling along with smaller construction-time improvements in several decorators.

Canonical evidence and reproduction commands live in benchmarks/README.md, especially BENCHMARK_PRIMARY_V130. Treat all recorded timings as host-specific evidence, not guarantees for another machine or workload.

Documentation

License

The current source and 1.3.x release line are licensed under the GNU General Public License v3.0 only (GPL-3.0-only). See LICENSE.

About

Production-oriented CPython 3.13 bytecode extensions for switch dispatch, function inlining, and validated goto.

Topics

Resources

Code of conduct

Contributing

Security policy

Stars

1 star

Watchers

0 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all
 blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
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cpython-extensions

CPython 3.13 extensions for fast switch dispatch, guarded specialization, bytecode inlining, and verified local goto.

PythonImplementationLicenseTyping

The PyPI distribution is cpython-extensions; code imports python_extensions. The supported interpreter range is CPython >=3.13,<3.14.

python -m pip install cpython-extensions
frompython_extensionsimport (
case,
enable_goto,
enable_switch,
hotpath,
inline_calls,
inline_function,
optimize_extensions,
partial,
runtime_diagnostics,
specialize,
switch,
)

goto .name and label .name are source markers recognized inside @enable_goto functions; they are not runtime objects to import.

What it provides

FeaturePurposeRecommended starting point
SwitchTable-backed multi-way dispatch, typed keys, guards, fallthrough, optional live dispatch@enable_switch / mode="auto"
PartialFreeze selected parameters and simplify the resulting functionexplicit partial(...)
SpecializeGuarded constant/exact-type variants with generic fallbackexplicit @specialize(...)
HotpathBounded runtime shape discovery and promotionpolicy="speed"
InlineInline registered direct calls and optimize the merged bytecodepolicy="speed", binding="frozen"
GotoLocal jumps with CFG and exception-region validationmode="strict"
DiagnosticsValidate CPython/runtime assumptions and expose feature statusautomatic core checks

The project deliberately favors semantics-preserving, fail-closed transformations over benchmark-specific shortcuts.

Quick start

Switch

frompython_extensionsimportcase, enable_switch, switch@enable_switchdefclassify(command: str) ->int:
withswitch(command):
ifcase("read", "peek"):
return1ifcase("write"):
return2ifcase():
return0

Use exact runtime type as part of case identity when ordinary Python mapping equality is not appropriate:

@enable_switch(case_key_mode="typed")defexact(value):
withswitch(value):
ifcase(1):
return"int"ifcase(1.0):
return"float"ifcase(True):
return"bool"ifcase():
return"other"

mode="auto" uses portable lowering by default. Supplying live_threshold= is an explicit opt-in to live planning; compact portable direct/template plans can still veto live mutation. Use live modes only after benchmarking the real workload and accepting their CPython-specific concurrency/re-entry contract. See Live switch.

Partial evaluation

frompython_extensionsimportpartialfast_parse=partial(parse, mode="fast")

Bound parameters are removed from the effective call signature and exposed to conservative constant/dead-branch simplification.

Guarded specialization

frompython_extensionsimportspecialize@specialize(constants={"mode": "fast"}, types={"value": int})defconvert(value, mode="safe"):
...

A guard miss executes the generic function.

Adaptive hot paths

frompython_extensionsimporthotpath@hotpath(threshold=64, max_variants=1, policy="speed")defdecode(value, mode):
...

Profiling is bounded by shape and call budgets. Eligible monomorphic ordinary functions can warm up through sys.monitoring and promote to a verified in-frame dispatcher.

Function inlining

frompython_extensionsimportinline_calls, inline_function@inline_function(register_only=True)defaffine(x: int, scale: int=4) ->int:
returnx*scale+3@inline_calls(policy="speed")defhot_path(x: int) ->int:
returnaffine(x)

binding="frozen" is a decoration-time snapshot and gives the optimizer the most freedom. Use binding="guarded" when a target may be rebound, patched, or reconfigured after decoration.

Validated goto

frompython_extensionsimportenable_goto@enable_gotodefcountdown(n: int) ->int:
total=0label .loopifn<=0:
goto .donetotal+=nn-=1goto .looplabel .donereturntotal

Strict mode rejects jumps that violate stack or exception-region invariants. Prefer ordinary structured control flow when it is already clear; goto is most useful for generated parsers/state machines and other explicitly low-level control flow.

Compose transformations

Use the canonical order rather than stacking decorators manually:

switch -> partial -> inline -> goto -> specialize/hotpath
frompython_extensionsimportoptimize_extensions@optimize_extensions(switch=True,partial={"mode": "fast"},inline={"policy": "speed"},goto=True,specialize={"types": {"value": int}},)defexecute(value, mode="safe"):
...

specialize and hotpath are alternative final layers.

Runtime qualification

import python_extensions runs bounded package-owned checks for the CPython 3.13 wordcode/exception-table contract, required opcodes, CodeType.replace, the shared verifier, portable switch execution, and goto prerequisites. The import probe does not call application functions.

frompython_extensionsimportruntime_diagnosticsprint(runtime_diagnostics())
print(runtime_diagnostics(full=True))

runtime_diagnostics(full=True) additionally probes live-switch layout/native support and the lazy bytecode-dependent inline/specialization subsystems. Results are cached per process and returned as detached snapshots. See Runtime diagnostics.

Choosing modes

AreaDefaultChange it when...
Switch backendmode="auto"A measured workload justifies an explicit portable/live choice
Live enginelive_engine="auto"Certification requires native, or diagnostics require ctypes
Case identitycase_key_mode="python"Exact runtime types must remain distinct
Specializationexplicit constants/typesYou know the valuable stable shape
Hotpathbounded adaptive defaultsRuntime discovery is preferable to manual variants
Inline bindingbinding="frozen"Use guarded for replaceable targets
Inline policypolicy="speed"Use always only after measuring the tradeoff
Gotomode="strict"unsafe is reserved for controlled experiments

Installation notes

The optional python_extensions._livegate C extension accelerates explicit live switch modes. Portable switch and goto do not require it at runtime. Live switch is not certified for free-threaded CPython 3.13 and the native accelerator is not imported there.

Development checkout:

git clone https://github.com/Karvp/cpython-extensions.git
cd cpython-extensions
python -m venv .venv
python -m pip install -e ".[dev]"
python -m pytest

Validation

For changes to the repository:

python -m compileall -q src tests tools benchmarks/scripts
python -m pytest
python tools/check_repo.py

Long stress/differential harnesses are separate from normal pull-request feedback; see Contributing.

Release status

Version 1.3.3 is the current documented release. It is a documentation-only refinement over the published 1.3.2 corrective release; runtime implementation and retained V130 benchmark/certification evidence remain unchanged from 1.3.0.

Current source licensing is GPL-3.0-only. Earlier releases retain the licenses under which they were distributed.

Performance

Performance claims are read in this order: Normal Python vs extension support, then extension mode/backend comparisons, then release-to-release implementation overhead.

The primary V130 benchmark uses a 1,024-way source-level router and validates equivalent results before timing. On the recorded CPython 3.13.5 host, integer routing measured about 133.7× faster than the equivalent linear if/elif router and 142.7× faster than match; the extension remained in the same performance class as a hand-written dict.get control. This is a scaling claim over linear source dispatch, not a claim to beat Python dictionaries by two orders of magnitude.

The same evidence records about 1.33× for the selected frozen-inline workload and 2.67× for strict goto versus an explicit three-state dispatcher. The live-switch matrix shows that native live can substantially outperform portable mode for repeated heterogeneous in-frame VM/parser dispatch, while ordinary HTTP/direct/template routing can favor portable. The 1.3 optimization evidence records 1.94× faster monomorphic hotpath profiling along with smaller construction-time improvements in several decorators.

Canonical evidence and reproduction commands live in benchmarks/README.md, especially BENCHMARK_PRIMARY_V130. Treat all recorded timings as host-specific evidence, not guarantees for another machine or workload.

Documentation

License

The current source and 1.3.x release line are licensed under the GNU General Public License v3.0 only (GPL-3.0-only). See LICENSE.

About

Production-oriented CPython 3.13 bytecode extensions for switch dispatch, function inlining, and validated goto.

Topics

Resources

Code of conduct

Contributing

Security policy

Stars

1 star

Watchers

0 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix"); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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cpython-extensions

CPython 3.13 extensions for fast switch dispatch, guarded specialization, bytecode inlining, and verified local goto.

PythonImplementationLicenseTyping

The PyPI distribution is cpython-extensions; code imports python_extensions. The supported interpreter range is CPython >=3.13,<3.14.

python -m pip install cpython-extensions
frompython_extensionsimport (
case,
enable_goto,
enable_switch,
hotpath,
inline_calls,
inline_function,
optimize_extensions,
partial,
runtime_diagnostics,
specialize,
switch,
)

goto .name and label .name are source markers recognized inside @enable_goto functions; they are not runtime objects to import.

What it provides

FeaturePurposeRecommended starting point
SwitchTable-backed multi-way dispatch, typed keys, guards, fallthrough, optional live dispatch@enable_switch / mode="auto"
PartialFreeze selected parameters and simplify the resulting functionexplicit partial(...)
SpecializeGuarded constant/exact-type variants with generic fallbackexplicit @specialize(...)
HotpathBounded runtime shape discovery and promotionpolicy="speed"
InlineInline registered direct calls and optimize the merged bytecodepolicy="speed", binding="frozen"
GotoLocal jumps with CFG and exception-region validationmode="strict"
DiagnosticsValidate CPython/runtime assumptions and expose feature statusautomatic core checks

The project deliberately favors semantics-preserving, fail-closed transformations over benchmark-specific shortcuts.

Quick start

Switch

frompython_extensionsimportcase, enable_switch, switch@enable_switchdefclassify(command: str) ->int:
withswitch(command):
ifcase("read", "peek"):
return1ifcase("write"):
return2ifcase():
return0

Use exact runtime type as part of case identity when ordinary Python mapping equality is not appropriate:

@enable_switch(case_key_mode="typed")defexact(value):
withswitch(value):
ifcase(1):
return"int"ifcase(1.0):
return"float"ifcase(True):
return"bool"ifcase():
return"other"

mode="auto" uses portable lowering by default. Supplying live_threshold= is an explicit opt-in to live planning; compact portable direct/template plans can still veto live mutation. Use live modes only after benchmarking the real workload and accepting their CPython-specific concurrency/re-entry contract. See Live switch.

Partial evaluation

frompython_extensionsimportpartialfast_parse=partial(parse, mode="fast")

Bound parameters are removed from the effective call signature and exposed to conservative constant/dead-branch simplification.

Guarded specialization

frompython_extensionsimportspecialize@specialize(constants={"mode": "fast"}, types={"value": int})defconvert(value, mode="safe"):
...

A guard miss executes the generic function.

Adaptive hot paths

frompython_extensionsimporthotpath@hotpath(threshold=64, max_variants=1, policy="speed")defdecode(value, mode):
...

Profiling is bounded by shape and call budgets. Eligible monomorphic ordinary functions can warm up through sys.monitoring and promote to a verified in-frame dispatcher.

Function inlining

frompython_extensionsimportinline_calls, inline_function@inline_function(register_only=True)defaffine(x: int, scale: int=4) ->int:
returnx*scale+3@inline_calls(policy="speed")defhot_path(x: int) ->int:
returnaffine(x)

binding="frozen" is a decoration-time snapshot and gives the optimizer the most freedom. Use binding="guarded" when a target may be rebound, patched, or reconfigured after decoration.

Validated goto

frompython_extensionsimportenable_goto@enable_gotodefcountdown(n: int) ->int:
total=0label .loopifn<=0:
goto .donetotal+=nn-=1goto .looplabel .donereturntotal

Strict mode rejects jumps that violate stack or exception-region invariants. Prefer ordinary structured control flow when it is already clear; goto is most useful for generated parsers/state machines and other explicitly low-level control flow.

Compose transformations

Use the canonical order rather than stacking decorators manually:

switch -> partial -> inline -> goto -> specialize/hotpath
frompython_extensionsimportoptimize_extensions@optimize_extensions(switch=True,partial={"mode": "fast"},inline={"policy": "speed"},goto=True,specialize={"types": {"value": int}},)defexecute(value, mode="safe"):
...

specialize and hotpath are alternative final layers.

Runtime qualification

import python_extensions runs bounded package-owned checks for the CPython 3.13 wordcode/exception-table contract, required opcodes, CodeType.replace, the shared verifier, portable switch execution, and goto prerequisites. The import probe does not call application functions.

frompython_extensionsimportruntime_diagnosticsprint(runtime_diagnostics())
print(runtime_diagnostics(full=True))

runtime_diagnostics(full=True) additionally probes live-switch layout/native support and the lazy bytecode-dependent inline/specialization subsystems. Results are cached per process and returned as detached snapshots. See Runtime diagnostics.

Choosing modes

AreaDefaultChange it when...
Switch backendmode="auto"A measured workload justifies an explicit portable/live choice
Live enginelive_engine="auto"Certification requires native, or diagnostics require ctypes
Case identitycase_key_mode="python"Exact runtime types must remain distinct
Specializationexplicit constants/typesYou know the valuable stable shape
Hotpathbounded adaptive defaultsRuntime discovery is preferable to manual variants
Inline bindingbinding="frozen"Use guarded for replaceable targets
Inline policypolicy="speed"Use always only after measuring the tradeoff
Gotomode="strict"unsafe is reserved for controlled experiments

Installation notes

The optional python_extensions._livegate C extension accelerates explicit live switch modes. Portable switch and goto do not require it at runtime. Live switch is not certified for free-threaded CPython 3.13 and the native accelerator is not imported there.

Development checkout:

git clone https://github.com/Karvp/cpython-extensions.git
cd cpython-extensions
python -m venv .venv
python -m pip install -e ".[dev]"
python -m pytest

Validation

For changes to the repository:

python -m compileall -q src tests tools benchmarks/scripts
python -m pytest
python tools/check_repo.py

Long stress/differential harnesses are separate from normal pull-request feedback; see Contributing.

Release status

Version 1.3.3 is the current documented release. It is a documentation-only refinement over the published 1.3.2 corrective release; runtime implementation and retained V130 benchmark/certification evidence remain unchanged from 1.3.0.

Current source licensing is GPL-3.0-only. Earlier releases retain the licenses under which they were distributed.

Performance

Performance claims are read in this order: Normal Python vs extension support, then extension mode/backend comparisons, then release-to-release implementation overhead.

The primary V130 benchmark uses a 1,024-way source-level router and validates equivalent results before timing. On the recorded CPython 3.13.5 host, integer routing measured about 133.7× faster than the equivalent linear if/elif router and 142.7× faster than match; the extension remained in the same performance class as a hand-written dict.get control. This is a scaling claim over linear source dispatch, not a claim to beat Python dictionaries by two orders of magnitude.

The same evidence records about 1.33× for the selected frozen-inline workload and 2.67× for strict goto versus an explicit three-state dispatcher. The live-switch matrix shows that native live can substantially outperform portable mode for repeated heterogeneous in-frame VM/parser dispatch, while ordinary HTTP/direct/template routing can favor portable. The 1.3 optimization evidence records 1.94× faster monomorphic hotpath profiling along with smaller construction-time improvements in several decorators.

Canonical evidence and reproduction commands live in benchmarks/README.md, especially BENCHMARK_PRIMARY_V130. Treat all recorded timings as host-specific evidence, not guarantees for another machine or workload.

Documentation

License

The current source and 1.3.x release line are licensed under the GNU General Public License v3.0 only (GPL-3.0-only). See LICENSE.

About

Production-oriented CPython 3.13 bytecode extensions for switch dispatch, function inlining, and validated goto.

Topics

Resources

Code of conduct

Contributing

Security policy

Stars

1 star

Watchers

0 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms"); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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cpython-extensions

CPython 3.13 extensions for fast switch dispatch, guarded specialization, bytecode inlining, and verified local goto.

PythonImplementationLicenseTyping

The PyPI distribution is cpython-extensions; code imports python_extensions. The supported interpreter range is CPython >=3.13,<3.14.

python -m pip install cpython-extensions
frompython_extensionsimport (
case,
enable_goto,
enable_switch,
hotpath,
inline_calls,
inline_function,
optimize_extensions,
partial,
runtime_diagnostics,
specialize,
switch,
)

goto .name and label .name are source markers recognized inside @enable_goto functions; they are not runtime objects to import.

What it provides

FeaturePurposeRecommended starting point
SwitchTable-backed multi-way dispatch, typed keys, guards, fallthrough, optional live dispatch@enable_switch / mode="auto"
PartialFreeze selected parameters and simplify the resulting functionexplicit partial(...)
SpecializeGuarded constant/exact-type variants with generic fallbackexplicit @specialize(...)
HotpathBounded runtime shape discovery and promotionpolicy="speed"
InlineInline registered direct calls and optimize the merged bytecodepolicy="speed", binding="frozen"
GotoLocal jumps with CFG and exception-region validationmode="strict"
DiagnosticsValidate CPython/runtime assumptions and expose feature statusautomatic core checks

The project deliberately favors semantics-preserving, fail-closed transformations over benchmark-specific shortcuts.

Quick start

Switch

frompython_extensionsimportcase, enable_switch, switch@enable_switchdefclassify(command: str) ->int:
withswitch(command):
ifcase("read", "peek"):
return1ifcase("write"):
return2ifcase():
return0

Use exact runtime type as part of case identity when ordinary Python mapping equality is not appropriate:

@enable_switch(case_key_mode="typed")defexact(value):
withswitch(value):
ifcase(1):
return"int"ifcase(1.0):
return"float"ifcase(True):
return"bool"ifcase():
return"other"

mode="auto" uses portable lowering by default. Supplying live_threshold= is an explicit opt-in to live planning; compact portable direct/template plans can still veto live mutation. Use live modes only after benchmarking the real workload and accepting their CPython-specific concurrency/re-entry contract. See Live switch.

Partial evaluation

frompython_extensionsimportpartialfast_parse=partial(parse, mode="fast")

Bound parameters are removed from the effective call signature and exposed to conservative constant/dead-branch simplification.

Guarded specialization

frompython_extensionsimportspecialize@specialize(constants={"mode": "fast"}, types={"value": int})defconvert(value, mode="safe"):
...

A guard miss executes the generic function.

Adaptive hot paths

frompython_extensionsimporthotpath@hotpath(threshold=64, max_variants=1, policy="speed")defdecode(value, mode):
...

Profiling is bounded by shape and call budgets. Eligible monomorphic ordinary functions can warm up through sys.monitoring and promote to a verified in-frame dispatcher.

Function inlining

frompython_extensionsimportinline_calls, inline_function@inline_function(register_only=True)defaffine(x: int, scale: int=4) ->int:
returnx*scale+3@inline_calls(policy="speed")defhot_path(x: int) ->int:
returnaffine(x)

binding="frozen" is a decoration-time snapshot and gives the optimizer the most freedom. Use binding="guarded" when a target may be rebound, patched, or reconfigured after decoration.

Validated goto

frompython_extensionsimportenable_goto@enable_gotodefcountdown(n: int) ->int:
total=0label .loopifn<=0:
goto .donetotal+=nn-=1goto .looplabel .donereturntotal

Strict mode rejects jumps that violate stack or exception-region invariants. Prefer ordinary structured control flow when it is already clear; goto is most useful for generated parsers/state machines and other explicitly low-level control flow.

Compose transformations

Use the canonical order rather than stacking decorators manually:

switch -> partial -> inline -> goto -> specialize/hotpath
frompython_extensionsimportoptimize_extensions@optimize_extensions(switch=True,partial={"mode": "fast"},inline={"policy": "speed"},goto=True,specialize={"types": {"value": int}},)defexecute(value, mode="safe"):
...

specialize and hotpath are alternative final layers.

Runtime qualification

import python_extensions runs bounded package-owned checks for the CPython 3.13 wordcode/exception-table contract, required opcodes, CodeType.replace, the shared verifier, portable switch execution, and goto prerequisites. The import probe does not call application functions.

frompython_extensionsimportruntime_diagnosticsprint(runtime_diagnostics())
print(runtime_diagnostics(full=True))

runtime_diagnostics(full=True) additionally probes live-switch layout/native support and the lazy bytecode-dependent inline/specialization subsystems. Results are cached per process and returned as detached snapshots. See Runtime diagnostics.

Choosing modes

AreaDefaultChange it when...
Switch backendmode="auto"A measured workload justifies an explicit portable/live choice
Live enginelive_engine="auto"Certification requires native, or diagnostics require ctypes
Case identitycase_key_mode="python"Exact runtime types must remain distinct
Specializationexplicit constants/typesYou know the valuable stable shape
Hotpathbounded adaptive defaultsRuntime discovery is preferable to manual variants
Inline bindingbinding="frozen"Use guarded for replaceable targets
Inline policypolicy="speed"Use always only after measuring the tradeoff
Gotomode="strict"unsafe is reserved for controlled experiments

Installation notes

The optional python_extensions._livegate C extension accelerates explicit live switch modes. Portable switch and goto do not require it at runtime. Live switch is not certified for free-threaded CPython 3.13 and the native accelerator is not imported there.

Development checkout:

git clone https://github.com/Karvp/cpython-extensions.git
cd cpython-extensions
python -m venv .venv
python -m pip install -e ".[dev]"
python -m pytest

Validation

For changes to the repository:

python -m compileall -q src tests tools benchmarks/scripts
python -m pytest
python tools/check_repo.py

Long stress/differential harnesses are separate from normal pull-request feedback; see Contributing.

Release status

Version 1.3.3 is the current documented release. It is a documentation-only refinement over the published 1.3.2 corrective release; runtime implementation and retained V130 benchmark/certification evidence remain unchanged from 1.3.0.

Current source licensing is GPL-3.0-only. Earlier releases retain the licenses under which they were distributed.

Performance

Performance claims are read in this order: Normal Python vs extension support, then extension mode/backend comparisons, then release-to-release implementation overhead.

The primary V130 benchmark uses a 1,024-way source-level router and validates equivalent results before timing. On the recorded CPython 3.13.5 host, integer routing measured about 133.7× faster than the equivalent linear if/elif router and 142.7× faster than match; the extension remained in the same performance class as a hand-written dict.get control. This is a scaling claim over linear source dispatch, not a claim to beat Python dictionaries by two orders of magnitude.

The same evidence records about 1.33× for the selected frozen-inline workload and 2.67× for strict goto versus an explicit three-state dispatcher. The live-switch matrix shows that native live can substantially outperform portable mode for repeated heterogeneous in-frame VM/parser dispatch, while ordinary HTTP/direct/template routing can favor portable. The 1.3 optimization evidence records 1.94× faster monomorphic hotpath profiling along with smaller construction-time improvements in several decorators.

Canonical evidence and reproduction commands live in benchmarks/README.md, especially BENCHMARK_PRIMARY_V130. Treat all recorded timings as host-specific evidence, not guarantees for another machine or workload.

Documentation

License

The current source and 1.3.x release line are licensed under the GNU General Public License v3.0 only (GPL-3.0-only). See LICENSE.

About

Production-oriented CPython 3.13 bytecode extensions for switch dispatch, function inlining, and validated goto.

Topics

Resources

Code of conduct

Contributing

Security policy

Stars

1 star

Watchers

0 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links"); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + '
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cpython-extensions

CPython 3.13 extensions for fast switch dispatch, guarded specialization, bytecode inlining, and verified local goto.

PythonImplementationLicenseTyping

The PyPI distribution is cpython-extensions; code imports python_extensions. The supported interpreter range is CPython >=3.13,<3.14.

python -m pip install cpython-extensions
frompython_extensionsimport (
case,
enable_goto,
enable_switch,
hotpath,
inline_calls,
inline_function,
optimize_extensions,
partial,
runtime_diagnostics,
specialize,
switch,
)

goto .name and label .name are source markers recognized inside @enable_goto functions; they are not runtime objects to import.

What it provides

FeaturePurposeRecommended starting point
SwitchTable-backed multi-way dispatch, typed keys, guards, fallthrough, optional live dispatch@enable_switch / mode="auto"
PartialFreeze selected parameters and simplify the resulting functionexplicit partial(...)
SpecializeGuarded constant/exact-type variants with generic fallbackexplicit @specialize(...)
HotpathBounded runtime shape discovery and promotionpolicy="speed"
InlineInline registered direct calls and optimize the merged bytecodepolicy="speed", binding="frozen"
GotoLocal jumps with CFG and exception-region validationmode="strict"
DiagnosticsValidate CPython/runtime assumptions and expose feature statusautomatic core checks

The project deliberately favors semantics-preserving, fail-closed transformations over benchmark-specific shortcuts.

Quick start

Switch

frompython_extensionsimportcase, enable_switch, switch@enable_switchdefclassify(command: str) ->int:
withswitch(command):
ifcase("read", "peek"):
return1ifcase("write"):
return2ifcase():
return0

Use exact runtime type as part of case identity when ordinary Python mapping equality is not appropriate:

@enable_switch(case_key_mode="typed")defexact(value):
withswitch(value):
ifcase(1):
return"int"ifcase(1.0):
return"float"ifcase(True):
return"bool"ifcase():
return"other"

mode="auto" uses portable lowering by default. Supplying live_threshold= is an explicit opt-in to live planning; compact portable direct/template plans can still veto live mutation. Use live modes only after benchmarking the real workload and accepting their CPython-specific concurrency/re-entry contract. See Live switch.

Partial evaluation

frompython_extensionsimportpartialfast_parse=partial(parse, mode="fast")

Bound parameters are removed from the effective call signature and exposed to conservative constant/dead-branch simplification.

Guarded specialization

frompython_extensionsimportspecialize@specialize(constants={"mode": "fast"}, types={"value": int})defconvert(value, mode="safe"):
...

A guard miss executes the generic function.

Adaptive hot paths

frompython_extensionsimporthotpath@hotpath(threshold=64, max_variants=1, policy="speed")defdecode(value, mode):
...

Profiling is bounded by shape and call budgets. Eligible monomorphic ordinary functions can warm up through sys.monitoring and promote to a verified in-frame dispatcher.

Function inlining

frompython_extensionsimportinline_calls, inline_function@inline_function(register_only=True)defaffine(x: int, scale: int=4) ->int:
returnx*scale+3@inline_calls(policy="speed")defhot_path(x: int) ->int:
returnaffine(x)

binding="frozen" is a decoration-time snapshot and gives the optimizer the most freedom. Use binding="guarded" when a target may be rebound, patched, or reconfigured after decoration.

Validated goto

frompython_extensionsimportenable_goto@enable_gotodefcountdown(n: int) ->int:
total=0label .loopifn<=0:
goto .donetotal+=nn-=1goto .looplabel .donereturntotal

Strict mode rejects jumps that violate stack or exception-region invariants. Prefer ordinary structured control flow when it is already clear; goto is most useful for generated parsers/state machines and other explicitly low-level control flow.

Compose transformations

Use the canonical order rather than stacking decorators manually:

switch -> partial -> inline -> goto -> specialize/hotpath
frompython_extensionsimportoptimize_extensions@optimize_extensions(switch=True,partial={"mode": "fast"},inline={"policy": "speed"},goto=True,specialize={"types": {"value": int}},)defexecute(value, mode="safe"):
...

specialize and hotpath are alternative final layers.

Runtime qualification

import python_extensions runs bounded package-owned checks for the CPython 3.13 wordcode/exception-table contract, required opcodes, CodeType.replace, the shared verifier, portable switch execution, and goto prerequisites. The import probe does not call application functions.

frompython_extensionsimportruntime_diagnosticsprint(runtime_diagnostics())
print(runtime_diagnostics(full=True))

runtime_diagnostics(full=True) additionally probes live-switch layout/native support and the lazy bytecode-dependent inline/specialization subsystems. Results are cached per process and returned as detached snapshots. See Runtime diagnostics.

Choosing modes

AreaDefaultChange it when...
Switch backendmode="auto"A measured workload justifies an explicit portable/live choice
Live enginelive_engine="auto"Certification requires native, or diagnostics require ctypes
Case identitycase_key_mode="python"Exact runtime types must remain distinct
Specializationexplicit constants/typesYou know the valuable stable shape
Hotpathbounded adaptive defaultsRuntime discovery is preferable to manual variants
Inline bindingbinding="frozen"Use guarded for replaceable targets
Inline policypolicy="speed"Use always only after measuring the tradeoff
Gotomode="strict"unsafe is reserved for controlled experiments

Installation notes

The optional python_extensions._livegate C extension accelerates explicit live switch modes. Portable switch and goto do not require it at runtime. Live switch is not certified for free-threaded CPython 3.13 and the native accelerator is not imported there.

Development checkout:

git clone https://github.com/Karvp/cpython-extensions.git
cd cpython-extensions
python -m venv .venv
python -m pip install -e ".[dev]"
python -m pytest

Validation

For changes to the repository:

python -m compileall -q src tests tools benchmarks/scripts
python -m pytest
python tools/check_repo.py

Long stress/differential harnesses are separate from normal pull-request feedback; see Contributing.

Release status

Version 1.3.3 is the current documented release. It is a documentation-only refinement over the published 1.3.2 corrective release; runtime implementation and retained V130 benchmark/certification evidence remain unchanged from 1.3.0.

Current source licensing is GPL-3.0-only. Earlier releases retain the licenses under which they were distributed.

Performance

Performance claims are read in this order: Normal Python vs extension support, then extension mode/backend comparisons, then release-to-release implementation overhead.

The primary V130 benchmark uses a 1,024-way source-level router and validates equivalent results before timing. On the recorded CPython 3.13.5 host, integer routing measured about 133.7× faster than the equivalent linear if/elif router and 142.7× faster than match; the extension remained in the same performance class as a hand-written dict.get control. This is a scaling claim over linear source dispatch, not a claim to beat Python dictionaries by two orders of magnitude.

The same evidence records about 1.33× for the selected frozen-inline workload and 2.67× for strict goto versus an explicit three-state dispatcher. The live-switch matrix shows that native live can substantially outperform portable mode for repeated heterogeneous in-frame VM/parser dispatch, while ordinary HTTP/direct/template routing can favor portable. The 1.3 optimization evidence records 1.94× faster monomorphic hotpath profiling along with smaller construction-time improvements in several decorators.

Canonical evidence and reproduction commands live in benchmarks/README.md, especially BENCHMARK_PRIMARY_V130. Treat all recorded timings as host-specific evidence, not guarantees for another machine or workload.

Documentation

License

The current source and 1.3.x release line are licensed under the GNU General Public License v3.0 only (GPL-3.0-only). See LICENSE.

About

Production-oriented CPython 3.13 bytecode extensions for switch dispatch, function inlining, and validated goto.

Topics

Resources

Code of conduct

Contributing

Security policy

Stars

1 star

Watchers

0 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default"); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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cpython-extensions

CPython 3.13 extensions for fast switch dispatch, guarded specialization, bytecode inlining, and verified local goto.

PythonImplementationLicenseTyping

The PyPI distribution is cpython-extensions; code imports python_extensions. The supported interpreter range is CPython >=3.13,<3.14.

python -m pip install cpython-extensions
frompython_extensionsimport (
case,
enable_goto,
enable_switch,
hotpath,
inline_calls,
inline_function,
optimize_extensions,
partial,
runtime_diagnostics,
specialize,
switch,
)

goto .name and label .name are source markers recognized inside @enable_goto functions; they are not runtime objects to import.

What it provides

FeaturePurposeRecommended starting point
SwitchTable-backed multi-way dispatch, typed keys, guards, fallthrough, optional live dispatch@enable_switch / mode="auto"
PartialFreeze selected parameters and simplify the resulting functionexplicit partial(...)
SpecializeGuarded constant/exact-type variants with generic fallbackexplicit @specialize(...)
HotpathBounded runtime shape discovery and promotionpolicy="speed"
InlineInline registered direct calls and optimize the merged bytecodepolicy="speed", binding="frozen"
GotoLocal jumps with CFG and exception-region validationmode="strict"
DiagnosticsValidate CPython/runtime assumptions and expose feature statusautomatic core checks

The project deliberately favors semantics-preserving, fail-closed transformations over benchmark-specific shortcuts.

Quick start

Switch

frompython_extensionsimportcase, enable_switch, switch@enable_switchdefclassify(command: str) ->int:
withswitch(command):
ifcase("read", "peek"):
return1ifcase("write"):
return2ifcase():
return0

Use exact runtime type as part of case identity when ordinary Python mapping equality is not appropriate:

@enable_switch(case_key_mode="typed")defexact(value):
withswitch(value):
ifcase(1):
return"int"ifcase(1.0):
return"float"ifcase(True):
return"bool"ifcase():
return"other"

mode="auto" uses portable lowering by default. Supplying live_threshold= is an explicit opt-in to live planning; compact portable direct/template plans can still veto live mutation. Use live modes only after benchmarking the real workload and accepting their CPython-specific concurrency/re-entry contract. See Live switch.

Partial evaluation

frompython_extensionsimportpartialfast_parse=partial(parse, mode="fast")

Bound parameters are removed from the effective call signature and exposed to conservative constant/dead-branch simplification.

Guarded specialization

frompython_extensionsimportspecialize@specialize(constants={"mode": "fast"}, types={"value": int})defconvert(value, mode="safe"):
...

A guard miss executes the generic function.

Adaptive hot paths

frompython_extensionsimporthotpath@hotpath(threshold=64, max_variants=1, policy="speed")defdecode(value, mode):
...

Profiling is bounded by shape and call budgets. Eligible monomorphic ordinary functions can warm up through sys.monitoring and promote to a verified in-frame dispatcher.

Function inlining

frompython_extensionsimportinline_calls, inline_function@inline_function(register_only=True)defaffine(x: int, scale: int=4) ->int:
returnx*scale+3@inline_calls(policy="speed")defhot_path(x: int) ->int:
returnaffine(x)

binding="frozen" is a decoration-time snapshot and gives the optimizer the most freedom. Use binding="guarded" when a target may be rebound, patched, or reconfigured after decoration.

Validated goto

frompython_extensionsimportenable_goto@enable_gotodefcountdown(n: int) ->int:
total=0label .loopifn<=0:
goto .donetotal+=nn-=1goto .looplabel .donereturntotal

Strict mode rejects jumps that violate stack or exception-region invariants. Prefer ordinary structured control flow when it is already clear; goto is most useful for generated parsers/state machines and other explicitly low-level control flow.

Compose transformations

Use the canonical order rather than stacking decorators manually:

switch -> partial -> inline -> goto -> specialize/hotpath
frompython_extensionsimportoptimize_extensions@optimize_extensions(switch=True,partial={"mode": "fast"},inline={"policy": "speed"},goto=True,specialize={"types": {"value": int}},)defexecute(value, mode="safe"):
...

specialize and hotpath are alternative final layers.

Runtime qualification

import python_extensions runs bounded package-owned checks for the CPython 3.13 wordcode/exception-table contract, required opcodes, CodeType.replace, the shared verifier, portable switch execution, and goto prerequisites. The import probe does not call application functions.

frompython_extensionsimportruntime_diagnosticsprint(runtime_diagnostics())
print(runtime_diagnostics(full=True))

runtime_diagnostics(full=True) additionally probes live-switch layout/native support and the lazy bytecode-dependent inline/specialization subsystems. Results are cached per process and returned as detached snapshots. See Runtime diagnostics.

Choosing modes

AreaDefaultChange it when...
Switch backendmode="auto"A measured workload justifies an explicit portable/live choice
Live enginelive_engine="auto"Certification requires native, or diagnostics require ctypes
Case identitycase_key_mode="python"Exact runtime types must remain distinct
Specializationexplicit constants/typesYou know the valuable stable shape
Hotpathbounded adaptive defaultsRuntime discovery is preferable to manual variants
Inline bindingbinding="frozen"Use guarded for replaceable targets
Inline policypolicy="speed"Use always only after measuring the tradeoff
Gotomode="strict"unsafe is reserved for controlled experiments

Installation notes

The optional python_extensions._livegate C extension accelerates explicit live switch modes. Portable switch and goto do not require it at runtime. Live switch is not certified for free-threaded CPython 3.13 and the native accelerator is not imported there.

Development checkout:

git clone https://github.com/Karvp/cpython-extensions.git
cd cpython-extensions
python -m venv .venv
python -m pip install -e ".[dev]"
python -m pytest

Validation

For changes to the repository:

python -m compileall -q src tests tools benchmarks/scripts
python -m pytest
python tools/check_repo.py

Long stress/differential harnesses are separate from normal pull-request feedback; see Contributing.

Release status

Version 1.3.3 is the current documented release. It is a documentation-only refinement over the published 1.3.2 corrective release; runtime implementation and retained V130 benchmark/certification evidence remain unchanged from 1.3.0.

Current source licensing is GPL-3.0-only. Earlier releases retain the licenses under which they were distributed.

Performance

Performance claims are read in this order: Normal Python vs extension support, then extension mode/backend comparisons, then release-to-release implementation overhead.

The primary V130 benchmark uses a 1,024-way source-level router and validates equivalent results before timing. On the recorded CPython 3.13.5 host, integer routing measured about 133.7× faster than the equivalent linear if/elif router and 142.7× faster than match; the extension remained in the same performance class as a hand-written dict.get control. This is a scaling claim over linear source dispatch, not a claim to beat Python dictionaries by two orders of magnitude.

The same evidence records about 1.33× for the selected frozen-inline workload and 2.67× for strict goto versus an explicit three-state dispatcher. The live-switch matrix shows that native live can substantially outperform portable mode for repeated heterogeneous in-frame VM/parser dispatch, while ordinary HTTP/direct/template routing can favor portable. The 1.3 optimization evidence records 1.94× faster monomorphic hotpath profiling along with smaller construction-time improvements in several decorators.

Canonical evidence and reproduction commands live in benchmarks/README.md, especially BENCHMARK_PRIMARY_V130. Treat all recorded timings as host-specific evidence, not guarantees for another machine or workload.

Documentation

License

The current source and 1.3.x release line are licensed under the GNU General Public License v3.0 only (GPL-3.0-only). See LICENSE.

About

Production-oriented CPython 3.13 bytecode extensions for switch dispatch, function inlining, and validated goto.

Topics

Resources

Code of conduct

Contributing

Security policy

Stars

1 star

Watchers

0 watching

Forks

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers"); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content

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13 Commits

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cpython-extensions

CPython 3.13 extensions for fast switch dispatch, guarded specialization, bytecode inlining, and verified local goto.

PythonImplementationLicenseTyping

The PyPI distribution is cpython-extensions; code imports python_extensions. The supported interpreter range is CPython >=3.13,<3.14.

python -m pip install cpython-extensions
frompython_extensionsimport (
case,
enable_goto,
enable_switch,
hotpath,
inline_calls,
inline_function,
optimize_extensions,
partial,
runtime_diagnostics,
specialize,
switch,
)

goto .name and label .name are source markers recognized inside @enable_goto functions; they are not runtime objects to import.

What it provides

FeaturePurposeRecommended starting point
SwitchTable-backed multi-way dispatch, typed keys, guards, fallthrough, optional live dispatch@enable_switch / mode="auto"
PartialFreeze selected parameters and simplify the resulting functionexplicit partial(...)
SpecializeGuarded constant/exact-type variants with generic fallbackexplicit @specialize(...)
HotpathBounded runtime shape discovery and promotionpolicy="speed"
InlineInline registered direct calls and optimize the merged bytecodepolicy="speed", binding="frozen"
GotoLocal jumps with CFG and exception-region validationmode="strict"
DiagnosticsValidate CPython/runtime assumptions and expose feature statusautomatic core checks

The project deliberately favors semantics-preserving, fail-closed transformations over benchmark-specific shortcuts.

Quick start

Switch

frompython_extensionsimportcase, enable_switch, switch@enable_switchdefclassify(command: str) ->int:
withswitch(command):
ifcase("read", "peek"):
return1ifcase("write"):
return2ifcase():
return0

Use exact runtime type as part of case identity when ordinary Python mapping equality is not appropriate:

@enable_switch(case_key_mode="typed")defexact(value):
withswitch(value):
ifcase(1):
return"int"ifcase(1.0):
return"float"ifcase(True):
return"bool"ifcase():
return"other"

mode="auto" uses portable lowering by default. Supplying live_threshold= is an explicit opt-in to live planning; compact portable direct/template plans can still veto live mutation. Use live modes only after benchmarking the real workload and accepting their CPython-specific concurrency/re-entry contract. See Live switch.

Partial evaluation

frompython_extensionsimportpartialfast_parse=partial(parse, mode="fast")

Bound parameters are removed from the effective call signature and exposed to conservative constant/dead-branch simplification.

Guarded specialization

frompython_extensionsimportspecialize@specialize(constants={"mode": "fast"}, types={"value": int})defconvert(value, mode="safe"):
...

A guard miss executes the generic function.

Adaptive hot paths

frompython_extensionsimporthotpath@hotpath(threshold=64, max_variants=1, policy="speed")defdecode(value, mode):
...

Profiling is bounded by shape and call budgets. Eligible monomorphic ordinary functions can warm up through sys.monitoring and promote to a verified in-frame dispatcher.

Function inlining

frompython_extensionsimportinline_calls, inline_function@inline_function(register_only=True)defaffine(x: int, scale: int=4) ->int:
returnx*scale+3@inline_calls(policy="speed")defhot_path(x: int) ->int:
returnaffine(x)

binding="frozen" is a decoration-time snapshot and gives the optimizer the most freedom. Use binding="guarded" when a target may be rebound, patched, or reconfigured after decoration.

Validated goto

frompython_extensionsimportenable_goto@enable_gotodefcountdown(n: int) ->int:
total=0label .loopifn<=0:
goto .donetotal+=nn-=1goto .looplabel .donereturntotal

Strict mode rejects jumps that violate stack or exception-region invariants. Prefer ordinary structured control flow when it is already clear; goto is most useful for generated parsers/state machines and other explicitly low-level control flow.

Compose transformations

Use the canonical order rather than stacking decorators manually:

switch -> partial -> inline -> goto -> specialize/hotpath
frompython_extensionsimportoptimize_extensions@optimize_extensions(switch=True,partial={"mode": "fast"},inline={"policy": "speed"},goto=True,specialize={"types": {"value": int}},)defexecute(value, mode="safe"):
...

specialize and hotpath are alternative final layers.

Runtime qualification

import python_extensions runs bounded package-owned checks for the CPython 3.13 wordcode/exception-table contract, required opcodes, CodeType.replace, the shared verifier, portable switch execution, and goto prerequisites. The import probe does not call application functions.

frompython_extensionsimportruntime_diagnosticsprint(runtime_diagnostics())
print(runtime_diagnostics(full=True))

runtime_diagnostics(full=True) additionally probes live-switch layout/native support and the lazy bytecode-dependent inline/specialization subsystems. Results are cached per process and returned as detached snapshots. See Runtime diagnostics.

Choosing modes

AreaDefaultChange it when...
Switch backendmode="auto"A measured workload justifies an explicit portable/live choice
Live enginelive_engine="auto"Certification requires native, or diagnostics require ctypes
Case identitycase_key_mode="python"Exact runtime types must remain distinct
Specializationexplicit constants/typesYou know the valuable stable shape
Hotpathbounded adaptive defaultsRuntime discovery is preferable to manual variants
Inline bindingbinding="frozen"Use guarded for replaceable targets
Inline policypolicy="speed"Use always only after measuring the tradeoff
Gotomode="strict"unsafe is reserved for controlled experiments

Installation notes

The optional python_extensions._livegate C extension accelerates explicit live switch modes. Portable switch and goto do not require it at runtime. Live switch is not certified for free-threaded CPython 3.13 and the native accelerator is not imported there.

Development checkout:

git clone https://github.com/Karvp/cpython-extensions.git
cd cpython-extensions
python -m venv .venv
python -m pip install -e ".[dev]"
python -m pytest

Validation

For changes to the repository:

python -m compileall -q src tests tools benchmarks/scripts
python -m pytest
python tools/check_repo.py

Long stress/differential harnesses are separate from normal pull-request feedback; see Contributing.

Release status

Version 1.3.3 is the current documented release. It is a documentation-only refinement over the published 1.3.2 corrective release; runtime implementation and retained V130 benchmark/certification evidence remain unchanged from 1.3.0.

Current source licensing is GPL-3.0-only. Earlier releases retain the licenses under which they were distributed.

Performance

Performance claims are read in this order: Normal Python vs extension support, then extension mode/backend comparisons, then release-to-release implementation overhead.

The primary V130 benchmark uses a 1,024-way source-level router and validates equivalent results before timing. On the recorded CPython 3.13.5 host, integer routing measured about 133.7× faster than the equivalent linear if/elif router and 142.7× faster than match; the extension remained in the same performance class as a hand-written dict.get control. This is a scaling claim over linear source dispatch, not a claim to beat Python dictionaries by two orders of magnitude.

The same evidence records about 1.33× for the selected frozen-inline workload and 2.67× for strict goto versus an explicit three-state dispatcher. The live-switch matrix shows that native live can substantially outperform portable mode for repeated heterogeneous in-frame VM/parser dispatch, while ordinary HTTP/direct/template routing can favor portable. The 1.3 optimization evidence records 1.94× faster monomorphic hotpath profiling along with smaller construction-time improvements in several decorators.

Canonical evidence and reproduction commands live in benchmarks/README.md, especially BENCHMARK_PRIMARY_V130. Treat all recorded timings as host-specific evidence, not guarantees for another machine or workload.

Documentation

License

The current source and 1.3.x release line are licensed under the GNU General Public License v3.0 only (GPL-3.0-only). See LICENSE.

About

Production-oriented CPython 3.13 bytecode extensions for switch dispatch, function inlining, and validated goto.

Topics

Resources

Code of conduct

Contributing

Security policy

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1 star

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0 watching

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cpython-extensions

CPython 3.13 extensions for fast switch dispatch, guarded specialization, bytecode inlining, and verified local goto.

PythonImplementationLicenseTyping

The PyPI distribution is cpython-extensions; code imports python_extensions. The supported interpreter range is CPython >=3.13,<3.14.

python -m pip install cpython-extensions
frompython_extensionsimport (
case,
enable_goto,
enable_switch,
hotpath,
inline_calls,
inline_function,
optimize_extensions,
partial,
runtime_diagnostics,
specialize,
switch,
)

goto .name and label .name are source markers recognized inside @enable_goto functions; they are not runtime objects to import.

What it provides

FeaturePurposeRecommended starting point
SwitchTable-backed multi-way dispatch, typed keys, guards, fallthrough, optional live dispatch@enable_switch / mode="auto"
PartialFreeze selected parameters and simplify the resulting functionexplicit partial(...)
SpecializeGuarded constant/exact-type variants with generic fallbackexplicit @specialize(...)
HotpathBounded runtime shape discovery and promotionpolicy="speed"
InlineInline registered direct calls and optimize the merged bytecodepolicy="speed", binding="frozen"
GotoLocal jumps with CFG and exception-region validationmode="strict"
DiagnosticsValidate CPython/runtime assumptions and expose feature statusautomatic core checks

The project deliberately favors semantics-preserving, fail-closed transformations over benchmark-specific shortcuts.

Quick start

Switch

frompython_extensionsimportcase, enable_switch, switch@enable_switchdefclassify(command: str) ->int:
withswitch(command):
ifcase("read", "peek"):
return1ifcase("write"):
return2ifcase():
return0

Use exact runtime type as part of case identity when ordinary Python mapping equality is not appropriate:

@enable_switch(case_key_mode="typed")defexact(value):
withswitch(value):
ifcase(1):
return"int"ifcase(1.0):
return"float"ifcase(True):
return"bool"ifcase():
return"other"

mode="auto" uses portable lowering by default. Supplying live_threshold= is an explicit opt-in to live planning; compact portable direct/template plans can still veto live mutation. Use live modes only after benchmarking the real workload and accepting their CPython-specific concurrency/re-entry contract. See Live switch.

Partial evaluation

frompython_extensionsimportpartialfast_parse=partial(parse, mode="fast")

Bound parameters are removed from the effective call signature and exposed to conservative constant/dead-branch simplification.

Guarded specialization

frompython_extensionsimportspecialize@specialize(constants={"mode": "fast"}, types={"value": int})defconvert(value, mode="safe"):
...

A guard miss executes the generic function.

Adaptive hot paths

frompython_extensionsimporthotpath@hotpath(threshold=64, max_variants=1, policy="speed")defdecode(value, mode):
...

Profiling is bounded by shape and call budgets. Eligible monomorphic ordinary functions can warm up through sys.monitoring and promote to a verified in-frame dispatcher.

Function inlining

frompython_extensionsimportinline_calls, inline_function@inline_function(register_only=True)defaffine(x: int, scale: int=4) ->int:
returnx*scale+3@inline_calls(policy="speed")defhot_path(x: int) ->int:
returnaffine(x)

binding="frozen" is a decoration-time snapshot and gives the optimizer the most freedom. Use binding="guarded" when a target may be rebound, patched, or reconfigured after decoration.

Validated goto

frompython_extensionsimportenable_goto@enable_gotodefcountdown(n: int) ->int:
total=0label .loopifn<=0:
goto .donetotal+=nn-=1goto .looplabel .donereturntotal

Strict mode rejects jumps that violate stack or exception-region invariants. Prefer ordinary structured control flow when it is already clear; goto is most useful for generated parsers/state machines and other explicitly low-level control flow.

Compose transformations

Use the canonical order rather than stacking decorators manually:

switch -> partial -> inline -> goto -> specialize/hotpath
frompython_extensionsimportoptimize_extensions@optimize_extensions(switch=True,partial={"mode": "fast"},inline={"policy": "speed"},goto=True,specialize={"types": {"value": int}},)defexecute(value, mode="safe"):
...

specialize and hotpath are alternative final layers.

Runtime qualification

import python_extensions runs bounded package-owned checks for the CPython 3.13 wordcode/exception-table contract, required opcodes, CodeType.replace, the shared verifier, portable switch execution, and goto prerequisites. The import probe does not call application functions.

frompython_extensionsimportruntime_diagnosticsprint(runtime_diagnostics())
print(runtime_diagnostics(full=True))

runtime_diagnostics(full=True) additionally probes live-switch layout/native support and the lazy bytecode-dependent inline/specialization subsystems. Results are cached per process and returned as detached snapshots. See Runtime diagnostics.

Choosing modes

AreaDefaultChange it when...
Switch backendmode="auto"A measured workload justifies an explicit portable/live choice
Live enginelive_engine="auto"Certification requires native, or diagnostics require ctypes
Case identitycase_key_mode="python"Exact runtime types must remain distinct
Specializationexplicit constants/typesYou know the valuable stable shape
Hotpathbounded adaptive defaultsRuntime discovery is preferable to manual variants
Inline bindingbinding="frozen"Use guarded for replaceable targets
Inline policypolicy="speed"Use always only after measuring the tradeoff
Gotomode="strict"unsafe is reserved for controlled experiments

Installation notes

The optional python_extensions._livegate C extension accelerates explicit live switch modes. Portable switch and goto do not require it at runtime. Live switch is not certified for free-threaded CPython 3.13 and the native accelerator is not imported there.

Development checkout:

git clone https://github.com/Karvp/cpython-extensions.git
cd cpython-extensions
python -m venv .venv
python -m pip install -e ".[dev]"
python -m pytest

Validation

For changes to the repository:

python -m compileall -q src tests tools benchmarks/scripts
python -m pytest
python tools/check_repo.py

Long stress/differential harnesses are separate from normal pull-request feedback; see Contributing.

Release status

Version 1.3.3 is the current documented release. It is a documentation-only refinement over the published 1.3.2 corrective release; runtime implementation and retained V130 benchmark/certification evidence remain unchanged from 1.3.0.

Current source licensing is GPL-3.0-only. Earlier releases retain the licenses under which they were distributed.

Performance

Performance claims are read in this order: Normal Python vs extension support, then extension mode/backend comparisons, then release-to-release implementation overhead.

The primary V130 benchmark uses a 1,024-way source-level router and validates equivalent results before timing. On the recorded CPython 3.13.5 host, integer routing measured about 133.7× faster than the equivalent linear if/elif router and 142.7× faster than match; the extension remained in the same performance class as a hand-written dict.get control. This is a scaling claim over linear source dispatch, not a claim to beat Python dictionaries by two orders of magnitude.

The same evidence records about 1.33× for the selected frozen-inline workload and 2.67× for strict goto versus an explicit three-state dispatcher. The live-switch matrix shows that native live can substantially outperform portable mode for repeated heterogeneous in-frame VM/parser dispatch, while ordinary HTTP/direct/template routing can favor portable. The 1.3 optimization evidence records 1.94× faster monomorphic hotpath profiling along with smaller construction-time improvements in several decorators.

Canonical evidence and reproduction commands live in benchmarks/README.md, especially BENCHMARK_PRIMARY_V130. Treat all recorded timings as host-specific evidence, not guarantees for another machine or workload.

Documentation

License

The current source and 1.3.x release line are licensed under the GNU General Public License v3.0 only (GPL-3.0-only). See LICENSE.

About

Production-oriented CPython 3.13 bytecode extensions for switch dispatch, function inlining, and validated goto.

Topics

Resources

Code of conduct

Contributing

Security policy

Stars

1 star

Watchers

0 watching

Forks

Releases

Packages

Contributors

Languages