- Updated to .NET 7
- Fix a bug in the native x86_64 disassembler giving an error about compatibility on Windows Intel CPUs
- Extend optimizations in
RelWithDebInfo
mode
- Changed the
pyjion.config(debug=)
setting to allow True or False (as before), or 0 (Release), 1 (Debug), 2 (ReleaseWithDebugInfo)
- Updated to rich 11.0
- Fix a bug in the CIL disassembler for constant double (LDC_R8) opcodes
- Unboxed operations won't update frame last instruction since they're unable to raise exceptions (making them faster)
- Added
pyjion.dis.flow_graph()
function to get a DOT control flow-graph of CIL basic blocks - Added
pyjion.dis.cil_instructions()
function to get a list of CIL instructions from a compiled function - Enable ASAN for Windows (compile-time option)
- CIL compiles to short branch opcodes when target is within 1 byte
- Show effective branch target on CIL disassembly output
- Fixes a bug in OPT-12 (method caching) where it would store the incorrect cache address for a global type of subclass. Bug seen in SQLalchemy.
- PGC unboxing errors are avoided when functions are called with different argument types to those it was optimized with.
- PGC types will now be inferred across jump statements, for loops and other small scopes, improving performance
- LOAD_METHOD will use cached pointers for builtin types like
dict
,list
, etc. meaning LOAD_METHOD is faster in many cases - Dictionary merge operators,
|
and|=
will assert the return type as dict - Fixes a crash on Windows when referencing call points or sequence points for a free'd module
- Fixes an issue running
pyjion -m module
with arguments
- Fixed a critical bug where recursive functions that use a mutable container type (e.g. list) causes a decref to the wrong object and subsequent crash.
- Fixes a bug on graph generation for recursive functions causing a crash in some situations
- Fixes a bug on method calls, which called the wrong method when the class was copied using
copy.copy()
- Reduced memory consumption for method calls
- Added unboxed integer operations for BINARY_LSHIFT, BINARY_RSHIFT, BINARY_AND, BINARY_OR, BINARY_XOR
- BINARY_MULTIPLY and BINARY_POWER will stay unboxed if the right-hand operator is a constant that won't overflow (e.g. x ** 2)
- Added unboxed UNARY_NOT,UNARY_POSITIVE and UNARY_NEGATIVE operation for float, bool and int types
- Added unboxed UNARY_INVERT for int and bool types
- Added unboxed STORE_SUBSCR for bytearrays
- The types of global variables are profiled at compile-time
- Improved performance of bytearrays, by adding an unboxed bytearray type and unboxed slice operations for bytearrays, yielding unboxed integers
- Fixed a reference count bug with unboxed range iterators
- PGC will now allow an int of value 0 or 1 to be unboxed into a bool
- Unboxing of integers is now more efficient and allows for True to be unboxed into 1 and False into 0
- Fix a bug on
pyjion.config()
crashing when called with invalid arguments (#401) - Update to .NET 6 GA
- LOAD_GLOBAL is faster when neither globals or builtins have changed since compiling, by caching the object address.
- Calls to Python functions are now routed through Vector Call (faster)
- Improved performance of calling builtin types, like int(), str(), etc.
- Calls to C Functions are faster
- Added an OptimisticIntegers optimization to level 2 to inspect integer values and unbox them if they're small
- Abstract value profiler will assert tuples of constant values (e.g. float, int) based on value
- LOAD_ATTR will infer the attribute type of classes using a cached attribute lookup table when optimization
AttrTypeTable
(level 1) is enabled - Fix a bug that would reset the optimization level to 1 whenever
pyjion.enable()
was called - Fix a bug that would cause an invalid jump operation and a failed compilation for EXTENDED_ARG jumps which occur in big functions
- Added ARM64 for Apple macOS (M1 Silicon). The JIT will emit native ARM64 assembly. Disassembler not supported.
- Added Linux/ARM64 support and a manylinux wheel
- Added Windows/ARM64 support
- All JIT configuration is now set using the
pyjion.config()
function instead ofenable_feature()
/disable_feature()
- Fixed a bug where
pyjion.graph()
would cause an exception if graphing was not enabled when the function was compiled - Added support for the
SETUP_ANNOTATIONS
opcode - Added support for generators in 3.10
- Fixed a bug in the DUP_TOP_TWO opcode with escaped variables
- UNPACK_SEQUENCE will emit types for constant tuples of string, int and float
- STORE_FAST is now profiled during the probe stage of PGC, leading to drastically improved performance in many cases where unboxed ints and floats can be used
- Added a simple benchmark suite script (
Tests/benchmarks/suite.py
) - Upgraded scikit-build to 0.12 for native VS2019 support
- Updated to .NET 6 RC1
- Added Python 3.10 support
- Experimental
try..except
statements, stacked exception handlers and exception filtering. Disabled by default - Fixed a bug on LOAD_METHOD not raising an exception immediately if the method could not be resolved
- Remove
enable_tracing()
andenable_profiling
functions in 3.10 builds. Profiling and tracing is detected on compilation and available via the.info()
method - Added support for PEP626 (fast line tracing)
- Extended profiling support for CFunction calls
- PyTrace_RETURN now correctly sends the return value as an argument as per CPython spec
- Fixed a bug causing SEG when range iterators are escaped
- BINARY_MULTIPLY and BINARY_POWER will assume the resulting integer is a big integer (not unboxed)
- Introduced two optimizations IntegerUnboxingMultiply and IntegerUnboxingPower which are applied at optimization level 2. Try level two if you work with integers, but at smaller values to see better performance.
- Pyjion will infer that
range(n)
generates integers in iterator to improve unboxing - LOAD_BUILD_CLASS will infer a function type instead of Any (#42)
- Instruction graphs will include the name of fast locals
- Instruction graph const values are capped to 40 characters
- Added abstract types for all builtins (#339)
pyjion.info()
will now return a JitInfo object- Optimization flags that were applied to a function during compilation are available in
JitInfo.optimizations
- All optimizations are now runtime flags instead of compile-time features
- Unboxing PGC errors will raise
pyjion.PyjionUnboxingError
(ValueError) instead of ValueError - Instruction graphs will show conditional branches (in orange)
- Fixed a bug in generators where mixed unboxed/boxed fast locals would yield the wrong values with PGC between the first and second compilation stages
- Fixed a de-optimization that happened in rc1 due to PGC asserting the abstract kind on the profiling phase and then always asserting that integers were big-integers
- Fixed a bug where unboxed locals were decrefing frame locals on yield
- Generators will not unbox fast locals for stability reasons
- Fixed a regression on unboxed integers, caused by PGC values being set as Any
- Assert return types for float object methods (as_integer_ratio, conjugate, is_integer, hex)
- Added
pyjion
command-line script to complement thepython -m pyjion
command - The pyjion CLI has flags for enabling profiling, tracing, optimization level, graphs and debugging
- Unboxing integers that don't fit into
long long
will raise a ValueError. - Pyjion will mark any values above 1 billion as "big integers" and not escape them to reduce the chance of overflows.
- Floating point
__pow__
with negative values matches all behaviour of CPython - Raising
0
to a negative power will raise aZeroDivisionError
- PGC no longer uses a reference to probed values, dramatically reducing memory consumption between the first and second compile cycles
- Fixed a bug where
statistics.variance([0, 0, 1])
would raise an assertion error because of an overflow raised in Fraction arithmetic (#326) - Fixed a bug on calling
sys.settrace(None)
would cause a segmentation fault (#330) - Fixed a bug on optimized calls to custom types would crash on the 3rd execution because of the way PGC held and released references.
- Refactored Pyjion's test suite to Pytest
- Rewrote the documentation site
- Fixed a bug in the native disassembler printing empty comment lines
- Corrected the type signature of
pyjion.get_offsets()
- Fixed a bug on changed methods for object (like a global) causing crashes because of the way load_method was optimized (#335)
- Added
pyjion.symbols(callable)
API to fetch the dictionary of external call tokens - Extended the
dis()
anddis_native()
methods with a flag to not print the program counter (print_pc=False
) - Improved the
dis_native()
method to print the name of the method call after thecall
instructions as a line comment - Fixed a bug in
dis_native()
which showed unresolved sequence points at the top of the printout - Fixed a bug where
in
(CONTAINS_OP) result wasn't being checked for exceptions and the next operation would segfault if thein
operation returned an error result. - The IL in
dis()
is closer in syntax to ILDasm and easier to read - Added a
pyjion.status()
method to get runtime data on the JIT - Windows will now observe the
DOTNET_ROOT
andDOTNET_LIB_PATH
environment variables
- Updated to .NET 6 preview 6
- Fixed a bug where
ord()
builtin would return the wrong type (#315) pyjion.dis.dis()
andpyjion.dis.dis_native()
will show sequence points as comments- The BINARY_POWER and INPLACE_POWER opcodes will always return a native python long instead of an escaped integer, to avoid overflows
- Fixed a bug on large dictionary literals (>100 keys)
- Improved the efficiency of the BUILD_TUPLE, BUILD_LIST, BUILD_CONST_KEY_MAP, and BUILD_SET opcodes
- Fixed a bug with comparison of numpy arrays being unboxed into a boolean instead of staying as an array (#310)
- Support for the
yield
keyword and Python generators
- Instruction graphs can be enabled with
pyjion.enable_graphs()
and then exported bypyjion.get_graph(f)
- Pyjion will raise an ImportError if .NET is missing instead of a system exit
- Fast locals can store unboxed values
- Method calls are optimized for known types by asserting the return type, e.g.
str.upper()
returns a string - Updated to .NET 6 preview 5
- Pyjion can be run using
python -m pyjion <command>
, e.g.python -m pyjion script.py
orpython -m pyjion -m unittest
- Added unboxing for integers (OPT-16)
- Added unboxing for bool
- Fixed a bug with interned hash maps on Windows
- Added unboxing and escape analysis for floating point objects (OPT-16)
- Removed OPT-8 as it is superseded by OPT-16
- Updated to .NET 6 preview 4
- Debuggable JIT methods can be toggled at runtime using
pyjion.enable_debug()
/pyjion.disable_debug()
- Added option for including Python bytecode disassembly in Pyjion disassemble printouts on
pyjion.dis.dis()
andpyjion.dis.dis_native()
- Added API
pyjion.get_offsets(callable)
to get the offsets of Python Opcode <> IL offset <> native offset. - Moved internal representations to fixed width standard types.
- Pyjion uses .NET 6 Preview 3 as the compiler, for Linux and macOS make sure you have installed it first
- Rich comparisons (==, <, >) of floating point numbers are significantly faster (OPT-17)
- All method calls are faster by enforcing vectorcall protocol and inlining anything below 10 arguments (OPT-16)
- PGC now observes and optimizes heap-allocated (user-defined) types
- Fixed a crash on certain recursive functions with PGC enabled
- Fixed macOS wheel name
- LOAD_ATTR is now optimized by for types that implement the tp_getattr by prehashing the names (OPT-15)
- JIT will emit a direct call to LOAD_ATTR tp_getattro/tp_getattr slots for builtin types
- macOS wheels are now compiled with Clang PGO
- PGC will only profile non heap-allocated types (ie not user specified types) as type objects could be deallocated between compilation cycles
- Reduced stack effect during frame calls/function calls
- Improved performance on function calls
- Py_MakePendingCalls will be called every 100 instructions (previously 10), configurable at compile-time through the
EMIT_PENDING_CALL_COUNTER
definition - Updated to .NET 5.0.5 (5.0.202)
- Fixed a bug in PGC for large functions meaning they wouldn't be optimized
- Implemented PGC for BINARY_SUBSCR (OPT-5)
- Implemented PGC for STORE_SUBSCR (OPT-6)
- Implemented PGC for all inplace and regular binary operators (+, -, / etc) see OPT-13
- The compiler will now fail (and default back to CPython) if .NET emits a FAST_FAIL helper
- UNPACK_SEQUENCE is rewritten to be more efficient and use optimized paths for LIST and TUPLE types
- f-string (BUILD_STRING) is rewritten to be more efficient
- UNPACK_EX is rewritten to remove the requirement for dynamic heap allocation (and the stack canary) and leverage .NET compiler's dynamic eval stack
- PGC implemented for UNPACK_SEQUENCE
- PGC implemented for BINARY_SUBSCR
- PGC implemented for CALL_FUNCTION/OPT-14
- Added PGC emitter to first compile pass
- Drastically simplified the compilation process, resulting in a smaller call stack and allowing for more recursion (and better performance)
- Added a field to the pyjion.info() dictinary,
compile_result
, indicating cause of compilation failure (if failed), seeAbstractInterpreterResult
for enumerations - Fixed a bug in pyjion.dump_native/pyjion.dis.dis_native disassembling the wrapper function
- Incompatible functions (those with async, yield keyword) are marked as incompatible early in the compilation process
- Fixed a bug in OPT-13 if the type changed under certain circumstances
- Arguments to a frame are now marked as volatile and requiring type guards for certain optimizations
- Any Python type passed as an argument is now available to be optimized by OPT-13, OPT-12
- Fixed a bug occuring on Linux and Windows in sre_parse._compile which caused a GuardStackException when doing an inline decref operation.
- Added an environment variable DOTNET_LIB_PATH to allow specifying the exact path to libclrjit
- Added OPT-13 (OPTIMIZE_TYPESLOT_LOOKUPS) to optimize the type slots for all binary operators and resolve the precedence at compile-time (only for known types)
- Added OPT-14 (OPTIMIZE_FUNCTION_CALLS) to optimize calls to builtin functions
- Optimize all frame locals by determining abstract types on compilation
- Bugfix: Fixed a crash on f-strings with lots (>255) arguments
- Bugfix: Will now skip all functions containing the use of
exec()
as it contains frame globals which are not supported - Updated to .NET 5.0.3
- Updated the containers to Ubuntu 20
- Added fileobject abstract type
- Added enumerator abstract type
- Added code object abstract type
- Added integration tests for reference leaks for all binary operations (thanks @amaeckelberghe)
- Added module type (thanks @vacowboy75)
- Added OPT-12 (OPTIMIZE_BUILTIN_METHOD) to pre-lookup methods for builtin types and bypass LOAD_METHOD (PyObject_GetMethod)
- Optimized LOAD_METHOD to recycle lookups for the same object
- Expanded OPT-8, OPT-9, OPT-11, OPT-12 for nested stacks (e.g. inside expressions)
- Added a frozen set abstract type
- Added OPT-11 (OPTIMIZE_BINARY_SLICE) to optimize the BUILD_SLICE and BINARY_SUBSCR operations into a single function when the slice start, stop and step is None or a const number.
- Fixed a bug in the set_optimization_level() being reset (thanks @tetsuo-cpp)
- Added a bytearray abstract value kind (thanks @tetsuo-cpp)
- Added a type abstract value kind (thanks @tetsuo-cpp)
- Optimized the compiled instructions to only update the frame last instruction field on error/exit branch
- Removed the "periodic work" method which was called for every for/while loop and put a function to call Py_MakePendingCalls for every 10th loop
- Added an improvement to the process stage to infer the abstract types of return values to methods of builtin types, e.g. str.encode
- Added a check in dis_native for when the compiled function wasn't compiled (thanks @tetsuo-cpp)
- dis_native will now pretty print the assembly code when the
rich
package is installed (thanks @C4ptainCrunch) pyjion[dis]
is a new package bundled with pystorm3 and rich (thanks @C4ptainCrunch)
- Enhanced the process stage of the compiler with new abstract types, iterable, bytearray, codeobject, frozenset, enumerator, file, type and module
- Process stage will assert the abstract return type of any call to a builtin function (e.g. list(), tuple()), which will kick in the optimizations for a broader set of scenarios
- Added OPT-8 (OPTIMIZE_BINARY_FUNCTIONS) to combine 2 sequential binary operations into a single operation. Adds about 15-20% performance gain on PyFloat operations.
- Added OPT-9 (OPTIMIZE_ITERATORS) to inline the FOR_ITER opcode of a listiter (List iterator) into native assembly instructions.
- Added OPT-10 (OPTIMIZE_HASHED_NAMES) to precompute the hashes for LOAD_NAME and LOAD_GLOBAL dictionary lookups
- Fixed a bug where looking up a known hash for a dictionary object (optimized BINARY_SUBSCR) wouldn't raise a KeyError. Seen in #157
- Fixed a bug in JUMP_IF_FALSE_OR_POP/JUMP_IF_TRUE_OR_POP opcodes emitting a stack growth, which would cause a stack underflow on subsequent branch checks. JIT will compile a broader range of functions now
- Implemented PEP590 vector calls for methods with 10+ arguments (thanks @tetsuo-cpp)
- Implemented PEP590 vector calls for functions with 10+ arguments
- Fixed a reference leak on method calls with large number of arguments
- Support for tracing of function calls with 10+ arguments
- Disabled OPT-4 as it is causing reference leaks
- Added OPT-6 optimization. Frame constants are now used to speed up assignments to lists and dictionaries. STORE_SUBSCR will assert if something is a list, or dict and shortcut the assignment logic.
- Added OPT-7 optimization. The binary subscript operator is compiled to faster path under a set of circumstances, especially if the index/key is a frame constant. Hashes are precomputed and indexes for integer constants are converted to native numbers at compile-time.
- The native machine-code disassembler will show the actual position of the JITed code in memory, instead of starting the offset at 0
- The
pyjion.dump_native()
function returns a tuple with bytes, length and position - Type inferencing has been improved for all inplace and binary operations
- Windows builds from source are fixed for when the user wants to compile against a checkout of .NET
- Implemented FAST_DISPATCH for additional opcodes
- Added a test runner for the CPython regression suite that tests the JIT in isolation
- Fixed a reference leak of (self) for the LOAD_METHOD opcode
- Fixed a reference leak of non C functions being called via Call (CALL_FUNCTION)
- Fixed a bug where (very) large tuples being created via the BUILD_TUPLE opcode would cause an overflow error
- Fixed a bug on BUILD_MAP being called with very large dictionaries caused a fatal error
- Added OPT-4 optimization. Frame locals (named variables known at compilation) using the LOAD_FAST, STORE_FAST and DELETE_FAST opcodes will use native .NET locals instead of using the frame's f_localsplus array.
- Improved performance in LOAD_FAST and STORE_FAST through OPT-4
- Added OPT-5 optimization. Frame push/pop on entry/exit are now inline CIL instructions.
- LOAD_FAST skips unbound local checks when proceeded by a STORE_FAST (i.e. slot is definitely assigned)
- Fixed a crash bug where CPython checks recursion depth from ceval state, which may not be set
- Implemented a faster check for recursion depth
- Fixed a bug on LOAD_CLOSURE operator not being set
- Fixed OPT-2 on Windows and Linux
- Fixed a bug where the wrong CIL opcode was being used to subtract values, would throw an overflow error and fail back into EFD.
- Implemented the .NET EE exception handlers for guard stack canaries, overflow errors, and null reference exceptions
- Implemented a more efficient case of ld_i(1)
- Corrected cases of ob_refcnt to use 64-bit signed integers
- No longer print error messages on release code for unimplemented .NET EE methods
- Fixed a bug on the incorrect vtable relative field being set
- Fixed a bug where tracing and profiling would be emitted even when not explicitly enabled
- .NET Exceptions are transferred into Python exceptions at runtime
- Added an optimization (OPT-1/OPTIMIZE_IS) to inline the "is"/ "is not" statement into a simple pointer comparison with jump statement. Compiles to inline machine code instead of a method call
- Added an optimization (OPT-2/OPTIMIZE_DECREF) to decrement the refcount without a method call, when the object refcount is >1 and then call _Py_dealloc if the ref count becomes 0. Replaces the previous method call
- Windows now uses the system page size instead of the default value of 1MB
- Added support for .NET 5.0.1
- Implemented a CIL modulus emitter
- Added support for profiling compiled functions by enabling profiling (
pyjion.enable_profiling()
) - Added support for profiling C function calls, returns and exceptions
- Implemented a faster call path for functions and methods for 5-10 arguments
- Fixed a bug where the page size defaulted to 0 in the .NET EE, which caused a failed assertion (and fails to compile the function), would fix a large % of functions that previously failed to compile
- Added support for debugging compiled functions and modules by enabling tracing (
pyjion.enable_tracing()
) - Added support for debugging to catch unhandled/handled exceptions at runtime when tracing is enabled
- Added support for opcode-level tracing
- Fixed a bug on executing Pyjion with pydevd (VScode/PyCharm debugger) would cause the Python process to crash because of a doubly-freed code object (#7)
- Added a WSGI middleware function to enable Pyjion for Flask and Django (#67)
- Fix a bug on dictionary merging for mapping types incorrectly raising a type error (#66)
- Implemented supported for disassembling "large" methods into CIL (#27)
- Added type stubs for the pyjion C extension
- Fix a bug where merging or updating a subclassed dictionary would fail with a type error. (#28)
- Fixed a critical bug where method calls with large numbers of arguments, and the argument was a tuple could cause a segmentation fault on GC collection.
- Tested support for IPython REPL
- Fixed a bug where importing pyjion.dis after enabling the JIT would cause a stack overflow
- Has around 50% chance of working and not causing your computer to explode, or worse, segmentation fault
- Added a stack probe helper for Linux (will use JIT in more scenarios)
- Enabled support for running unit tests in Linux
- Fixed a bug where JIT would crash when a method call failed because of a bad-lookup
- Implemented helper method redirection for Linux to support PIC compiled symbols
- Has around 35% chance of working and not causing your computer to explode, or worse, segmentation fault
- Improved discovery of .NET libraries on Linux
- Fixed a bug where a garble-named log file would be generated (should be JIT timings log)
- Installable bdist_wheel for Ubuntu, Debian, macOS 10.15, 11 (10.16) and Windows x64
- Installable manylinux2014 wheel with clrjit.so bundled in
- Added multithreading/multiprocessing support
- Fixed a bug where the wheel would be broken if there are two distributions of Python 3.9 on the system
- Has around 30% chance of working and not causing your computer to explode, or worse, segmentation fault.
- Installable source distribution support for macOS, Windows and (barely) Linux.
- It compiles on my machine