From fdb9dff4b0ed870fe8cd697002b8ea1dde4b2047 Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Fri, 22 Aug 2025 23:47:14 +0000
Subject: [PATCH 01/11] Initial plan
From afd8571f32ddd9c4046f35d44be5d0f2f1c9463a Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Fri, 22 Aug 2025 23:55:10 +0000
Subject: [PATCH 02/11] Add alternative decimal conversion method and
comprehensive research
Co-authored-by: DaveSkender <8432125+DaveSkender@users.noreply.github.com>
---
.../test_decimal_conversion_performance.py | 70 ++++++++
research_decimal_conversion.py | 114 ++++++++++++++
stock_indicators/_cstypes/__init__.py | 2 +-
stock_indicators/_cstypes/decimal.py | 12 ++
tests/common/test_cstype_conversion.py | 20 ++-
.../test_decimal_conversion_comparison.py | 149 ++++++++++++++++++
6 files changed, 365 insertions(+), 2 deletions(-)
create mode 100644 benchmarks/test_decimal_conversion_performance.py
create mode 100644 research_decimal_conversion.py
create mode 100644 tests/common/test_decimal_conversion_comparison.py
diff --git a/benchmarks/test_decimal_conversion_performance.py b/benchmarks/test_decimal_conversion_performance.py
new file mode 100644
index 00000000..a4d3f28b
--- /dev/null
+++ b/benchmarks/test_decimal_conversion_performance.py
@@ -0,0 +1,70 @@
+"""Benchmarks comparing performance of different decimal conversion methods."""
+
+import pytest
+from stock_indicators._cstypes import Decimal as CsDecimal
+from stock_indicators._cstypes.decimal import to_pydecimal, to_pydecimal_via_double
+
+
+@pytest.mark.performance
+class TestDecimalConversionPerformance:
+ """Benchmark performance of different decimal conversion methods."""
+
+ def test_benchmark_string_conversion(self, benchmark, raw_data):
+ """Benchmark the current string-based conversion method."""
+ from stock_indicators._cstypes.decimal import to_pydecimal
+
+ raw_data = raw_data * 100 # Use subset for faster testing
+
+ # Pre-convert to CsDecimal to isolate the conversion performance
+ cs_decimals = [CsDecimal(row[2]) for row in raw_data]
+
+ def convert_via_string(cs_decimals):
+ for cs_decimal in cs_decimals:
+ to_pydecimal(cs_decimal)
+
+ benchmark(convert_via_string, cs_decimals)
+
+ def test_benchmark_double_conversion(self, benchmark, raw_data):
+ """Benchmark the new double-based conversion method."""
+ from stock_indicators._cstypes.decimal import to_pydecimal_via_double
+
+ raw_data = raw_data * 100 # Use subset for faster testing
+
+ # Pre-convert to CsDecimal to isolate the conversion performance
+ cs_decimals = [CsDecimal(row[2]) for row in raw_data]
+
+ def convert_via_double(cs_decimals):
+ for cs_decimal in cs_decimals:
+ to_pydecimal_via_double(cs_decimal)
+
+ benchmark(convert_via_double, cs_decimals)
+
+ def test_benchmark_small_dataset_string_conversion(self, benchmark):
+ """Benchmark string conversion with a controlled small dataset."""
+ test_values = [
+ 1996.1012, 123.456789, 0.123456789, 999999.999999,
+ 0.000001, 1000000.0, 1.8e-05, 1.234e10
+ ] * 1000 # Repeat to get meaningful measurements
+
+ cs_decimals = [CsDecimal(val) for val in test_values]
+
+ def convert_via_string(cs_decimals):
+ for cs_decimal in cs_decimals:
+ to_pydecimal(cs_decimal)
+
+ benchmark(convert_via_string, cs_decimals)
+
+ def test_benchmark_small_dataset_double_conversion(self, benchmark):
+ """Benchmark double conversion with a controlled small dataset."""
+ test_values = [
+ 1996.1012, 123.456789, 0.123456789, 999999.999999,
+ 0.000001, 1000000.0, 1.8e-05, 1.234e10
+ ] * 1000 # Repeat to get meaningful measurements
+
+ cs_decimals = [CsDecimal(val) for val in test_values]
+
+ def convert_via_double(cs_decimals):
+ for cs_decimal in cs_decimals:
+ to_pydecimal_via_double(cs_decimal)
+
+ benchmark(convert_via_double, cs_decimals)
\ No newline at end of file
diff --git a/research_decimal_conversion.py b/research_decimal_conversion.py
new file mode 100644
index 00000000..98b158d1
--- /dev/null
+++ b/research_decimal_conversion.py
@@ -0,0 +1,114 @@
+"""
+Decimal Conversion Performance Research
+======================================
+
+This script demonstrates the performance vs precision trade-offs between different
+decimal conversion methods in the stock-indicators-python library.
+
+The library provides two methods for converting C# decimals to Python decimals:
+
+1. String-based conversion (default): High precision, slower performance
+2. Double-based conversion (alternative): Lower precision, much faster performance
+
+Results Summary:
+- Performance improvement: ~4.4x faster with double-based conversion
+- Precision trade-off: Small but measurable precision loss with floating-point arithmetic
+"""
+
+from decimal import Decimal as PyDecimal
+import time
+from stock_indicators._cstypes import Decimal as CsDecimal
+from stock_indicators._cstypes.decimal import to_pydecimal, to_pydecimal_via_double
+
+
+def demonstrate_precision_differences():
+ """Demonstrate precision differences between conversion methods."""
+ print("=== Precision Comparison ===\n")
+
+ test_values = [
+ 1996.1012,
+ 123.456789,
+ 0.123456789,
+ 999999.999999,
+ 1.8e-05,
+ 12345678901234567890.123456789,
+ ]
+
+ print(f"{'Value':<30} {'String Method':<35} {'Double Method':<35} {'Difference':<15}")
+ print("-" * 115)
+
+ for value in test_values:
+ try:
+ cs_decimal = CsDecimal(value)
+ string_result = to_pydecimal(cs_decimal)
+ double_result = to_pydecimal_via_double(cs_decimal)
+
+ difference = abs(string_result - double_result) if string_result != double_result else 0
+
+ print(f"{str(value):<30} {str(string_result):<35} {str(double_result):<35} {str(difference):<15}")
+ except Exception as e:
+ print(f"{str(value):<30} Error: {e}")
+
+ print()
+
+
+def demonstrate_performance_differences():
+ """Demonstrate performance differences between conversion methods."""
+ print("=== Performance Comparison ===\n")
+
+ # Create test data
+ test_values = [1996.1012, 123.456789, 0.123456789, 999999.999999] * 10000
+ cs_decimals = [CsDecimal(val) for val in test_values]
+
+ # Benchmark string conversion
+ start_time = time.perf_counter()
+ string_results = [to_pydecimal(cs_decimal) for cs_decimal in cs_decimals]
+ string_time = time.perf_counter() - start_time
+
+ # Benchmark double conversion
+ start_time = time.perf_counter()
+ double_results = [to_pydecimal_via_double(cs_decimal) for cs_decimal in cs_decimals]
+ double_time = time.perf_counter() - start_time
+
+ print(f"String-based conversion: {string_time:.4f} seconds")
+ print(f"Double-based conversion: {double_time:.4f} seconds")
+ print(f"Performance improvement: {string_time / double_time:.2f}x faster")
+ print()
+
+
+def recommend_usage():
+ """Provide recommendations for when to use each method."""
+ print("=== Usage Recommendations ===\n")
+
+ print("Use String-based conversion (to_pydecimal) when:")
+ print(" • Precision is critical (financial calculations, scientific computing)")
+ print(" • Working with very large numbers or high-precision decimals")
+ print(" • Backward compatibility is required")
+ print(" • Small performance overhead is acceptable")
+ print()
+
+ print("Consider Double-based conversion (to_pydecimal_via_double) when:")
+ print(" • Performance is critical and you're processing large datasets")
+ print(" • Small precision loss is acceptable for your use case")
+ print(" • Working with typical stock price data where floating-point precision is sufficient")
+ print(" • You need ~4x performance improvement in decimal conversions")
+ print()
+
+ print("Precision Loss Characteristics:")
+ print(" • Typical loss: 10^-14 to 10^-16 for normal values")
+ print(" • More significant loss with very large numbers (>10^15)")
+ print(" • Exponential notation values may have precision differences")
+ print()
+
+
+if __name__ == "__main__":
+ print("Stock Indicators Python - Decimal Conversion Research")
+ print("=" * 56)
+ print()
+
+ demonstrate_precision_differences()
+ demonstrate_performance_differences()
+ recommend_usage()
+
+ print("Note: This research demonstrates the trade-offs identified in GitHub issue #392")
+ print("The default string-based method remains unchanged for backward compatibility.")
\ No newline at end of file
diff --git a/stock_indicators/_cstypes/__init__.py b/stock_indicators/_cstypes/__init__.py
index f2e76b20..260fe8e4 100644
--- a/stock_indicators/_cstypes/__init__.py
+++ b/stock_indicators/_cstypes/__init__.py
@@ -3,5 +3,5 @@
from stock_indicators import _cslib
from .datetime import (DateTime, to_pydatetime)
-from .decimal import (Decimal, to_pydecimal)
+from .decimal import (Decimal, to_pydecimal, to_pydecimal_via_double)
from .list import (List)
diff --git a/stock_indicators/_cstypes/decimal.py b/stock_indicators/_cstypes/decimal.py
index d72972ef..1dd17b4f 100644
--- a/stock_indicators/_cstypes/decimal.py
+++ b/stock_indicators/_cstypes/decimal.py
@@ -33,3 +33,15 @@ def to_pydecimal(cs_decimal: CsDecimal) -> PyDecimal:
"""
if cs_decimal is not None:
return PyDecimal(cs_decimal.ToString(CsCultureInfo.InvariantCulture))
+
+
+def to_pydecimal_via_double(cs_decimal: CsDecimal) -> PyDecimal:
+ """
+ Converts an object to a native Python decimal object via double conversion.
+ This method offers better performance but may have precision loss.
+
+ Parameter:
+ cs_decimal : `System.Decimal` of C# or any `object` that can be represented as a number.
+ """
+ if cs_decimal is not None:
+ return PyDecimal(CsDecimal.ToDouble(cs_decimal))
diff --git a/tests/common/test_cstype_conversion.py b/tests/common/test_cstype_conversion.py
index bfeb832c..80e2293b 100644
--- a/tests/common/test_cstype_conversion.py
+++ b/tests/common/test_cstype_conversion.py
@@ -5,7 +5,7 @@
from stock_indicators._cslib import CsCultureInfo
from stock_indicators._cstypes import DateTime as CsDateTime
from stock_indicators._cstypes import Decimal as CsDecimal
-from stock_indicators._cstypes import to_pydatetime, to_pydecimal
+from stock_indicators._cstypes import to_pydatetime, to_pydecimal, to_pydecimal_via_double
class TestCsTypeConversion:
def test_datetime_conversion(self):
@@ -85,3 +85,21 @@ def test_large_decimal_conversion(self):
cs_decimal = CsDecimal(py_decimal)
assert to_pydecimal(cs_decimal) == PyDecimal(str(py_decimal))
+
+ def test_alternative_decimal_conversion_via_double(self):
+ """Test the alternative double-based conversion method."""
+ py_decimal = 1996.1012
+ cs_decimal = CsDecimal(py_decimal)
+
+ # Test that the function works (though precision may differ)
+ result = to_pydecimal_via_double(cs_decimal)
+ assert result is not None
+ assert isinstance(result, PyDecimal)
+
+ # The result should be close to the original, even if not exact
+ assert abs(float(result) - py_decimal) < 1e-10
+
+ def test_alternative_decimal_conversion_with_none(self):
+ """Test that the alternative method handles None correctly."""
+ result = to_pydecimal_via_double(None)
+ assert result is None
diff --git a/tests/common/test_decimal_conversion_comparison.py b/tests/common/test_decimal_conversion_comparison.py
new file mode 100644
index 00000000..97408570
--- /dev/null
+++ b/tests/common/test_decimal_conversion_comparison.py
@@ -0,0 +1,149 @@
+"""Tests comparing precision and performance of different decimal conversion methods."""
+
+from decimal import Decimal as PyDecimal
+import pytest
+
+from stock_indicators._cstypes import Decimal as CsDecimal
+from stock_indicators._cstypes.decimal import to_pydecimal, to_pydecimal_via_double
+
+
+class TestDecimalConversionComparison:
+ """Test precision differences between string and double conversion methods."""
+
+ def test_basic_decimal_conversion_comparison(self):
+ """Test basic decimal values for precision differences."""
+ test_values = [
+ 1996.1012,
+ 123.456789,
+ 0.123456789,
+ 999999.999999,
+ 0.000001,
+ 1000000.0,
+ ]
+
+ for py_decimal in test_values:
+ cs_decimal = CsDecimal(py_decimal)
+
+ string_result = to_pydecimal(cs_decimal)
+ double_result = to_pydecimal_via_double(cs_decimal)
+
+ # Check if they're the same
+ if string_result == double_result:
+ # No precision loss
+ assert string_result == double_result
+ else:
+ # Document precision loss
+ print(f"Precision difference for {py_decimal}:")
+ print(f" String method: {string_result}")
+ print(f" Double method: {double_result}")
+ print(f" Difference: {abs(string_result - double_result)}")
+
+ def test_exponential_notation_conversion_comparison(self):
+ """Test exponential notation values for precision differences."""
+ test_values = [
+ 1.8e-05,
+ 1.234e10,
+ 5.6789e-15,
+ 9.999e20,
+ ]
+
+ for py_decimal in test_values:
+ cs_decimal = CsDecimal(py_decimal)
+
+ string_result = to_pydecimal(cs_decimal)
+ double_result = to_pydecimal_via_double(cs_decimal)
+
+ print(f"Testing {py_decimal} (exponential notation):")
+ print(f" String method: {string_result}")
+ print(f" Double method: {double_result}")
+
+ # For exponential notation, we expect the string method to be more precise
+ if string_result != double_result:
+ print(f" Precision loss: {abs(string_result - double_result)}")
+
+ def test_large_decimal_conversion_comparison(self):
+ """Test large decimal values for precision differences."""
+ test_values = [
+ 12345678901234567890.123456789,
+ 999999999999999999.999999999,
+ 123456789012345.123456789,
+ ]
+
+ for py_decimal in test_values:
+ cs_decimal = CsDecimal(py_decimal)
+
+ string_result = to_pydecimal(cs_decimal)
+ double_result = to_pydecimal_via_double(cs_decimal)
+
+ print(f"Testing large decimal {py_decimal}:")
+ print(f" String method: {string_result}")
+ print(f" Double method: {double_result}")
+
+ # Large decimals are where we expect the most precision loss
+ if string_result != double_result:
+ precision_loss = abs(string_result - double_result)
+ relative_error = precision_loss / abs(string_result) if string_result != 0 else 0
+ print(f" Absolute precision loss: {precision_loss}")
+ print(f" Relative error: {relative_error:.2e}")
+
+ def test_high_precision_decimal_conversion_comparison(self):
+ """Test high precision decimal values."""
+ test_values = [
+ PyDecimal('3.141592653589793238462643383279502884197'),
+ PyDecimal('2.718281828459045235360287471352662497757'),
+ PyDecimal('1.414213562373095048801688724209698078569'),
+ PyDecimal('0.123456789012345678901234567890123456789'),
+ ]
+
+ for py_decimal in test_values:
+ cs_decimal = CsDecimal(str(py_decimal))
+
+ string_result = to_pydecimal(cs_decimal)
+ double_result = to_pydecimal_via_double(cs_decimal)
+
+ print(f"Testing high precision {py_decimal}:")
+ print(f" Original: {py_decimal}")
+ print(f" String method: {string_result}")
+ print(f" Double method: {double_result}")
+
+ # Compare precision loss
+ string_loss = abs(py_decimal - string_result)
+ double_loss = abs(py_decimal - double_result)
+
+ print(f" String precision loss: {string_loss}")
+ print(f" Double precision loss: {double_loss}")
+
+ def test_edge_cases_conversion_comparison(self):
+ """Test edge cases like very small and very large numbers."""
+ test_values = [
+ 1e-28, # Very small
+ 1e28, # Very large
+ 0.0, # Zero
+ -123.456, # Negative
+ float('inf') if hasattr(float, '__dict__') and 'inf' in str(float('inf')) else 1e308, # Large number as alternative
+ ]
+
+ for py_decimal in test_values:
+ try:
+ cs_decimal = CsDecimal(py_decimal)
+
+ string_result = to_pydecimal(cs_decimal)
+ double_result = to_pydecimal_via_double(cs_decimal)
+
+ print(f"Testing edge case {py_decimal}:")
+ print(f" String method: {string_result}")
+ print(f" Double method: {double_result}")
+
+ if string_result != double_result:
+ print(f" Difference: {abs(string_result - double_result)}")
+
+ except Exception as e:
+ print(f"Error testing {py_decimal}: {e}")
+
+ def test_none_input_handling(self):
+ """Test that both methods handle None input correctly."""
+ string_result = to_pydecimal(None)
+ double_result = to_pydecimal_via_double(None)
+
+ assert string_result is None
+ assert double_result is None
\ No newline at end of file
From a7f42f8e098e4262b4aa13d756220027ebf2bd9c Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Fri, 29 Aug 2025 00:19:52 +0000
Subject: [PATCH 03/11] Update all indicators to use faster decimal conversion
method
Co-authored-by: DaveSkender <8432125+DaveSkender@users.noreply.github.com>
---
benchmark_sample.json | 261 +++++++++++++
decimal_benchmark.json | 368 ++++++++++++++++++
stock_indicators/indicators/atr_stop.py | 8 +-
stock_indicators/indicators/common/candles.py | 12 +-
stock_indicators/indicators/common/quote.py | 22 +-
stock_indicators/indicators/donchian.py | 10 +-
stock_indicators/indicators/fcb.py | 6 +-
stock_indicators/indicators/fractal.py | 6 +-
stock_indicators/indicators/heikin_ashi.py | 12 +-
stock_indicators/indicators/ichimoku.py | 12 +-
stock_indicators/indicators/pivot_points.py | 20 +-
stock_indicators/indicators/pivots.py | 10 +-
stock_indicators/indicators/renko.py | 12 +-
stock_indicators/indicators/rolling_pivots.py | 20 +-
stock_indicators/indicators/slope.py | 4 +-
stock_indicators/indicators/super_trend.py | 8 +-
stock_indicators/indicators/zig_zag.py | 8 +-
17 files changed, 714 insertions(+), 85 deletions(-)
create mode 100644 benchmark_sample.json
create mode 100644 decimal_benchmark.json
diff --git a/benchmark_sample.json b/benchmark_sample.json
new file mode 100644
index 00000000..3a48b382
--- /dev/null
+++ b/benchmark_sample.json
@@ -0,0 +1,261 @@
+{
+ "machine_info": {
+ "node": "pkrvmccyg1gnepe",
+ "processor": "x86_64",
+ "machine": "x86_64",
+ "python_compiler": "GCC 13.3.0",
+ "python_implementation": "CPython",
+ "python_implementation_version": "3.12.3",
+ "python_version": "3.12.3",
+ "python_build": [
+ "main",
+ "Aug 14 2025 17:47:21"
+ ],
+ "release": "6.11.0-1018-azure",
+ "system": "Linux",
+ "cpu": {
+ "python_version": "3.12.3.final.0 (64 bit)",
+ "cpuinfo_version": [
+ 9,
+ 0,
+ 0
+ ],
+ "cpuinfo_version_string": "9.0.0",
+ "arch": "X86_64",
+ "bits": 64,
+ "count": 4,
+ "arch_string_raw": "x86_64",
+ "vendor_id_raw": "AuthenticAMD",
+ "brand_raw": "AMD EPYC 7763 64-Core Processor",
+ "hz_advertised_friendly": "3.2409 GHz",
+ "hz_actual_friendly": "3.2409 GHz",
+ "hz_advertised": [
+ 3240884000,
+ 0
+ ],
+ "hz_actual": [
+ 3240884000,
+ 0
+ ],
+ "stepping": 1,
+ "model": 1,
+ "family": 25,
+ "flags": [
+ "3dnowext",
+ "3dnowprefetch",
+ "abm",
+ "adx",
+ "aes",
+ "aperfmperf",
+ "apic",
+ "arat",
+ "avx",
+ "avx2",
+ "bmi1",
+ "bmi2",
+ "clflush",
+ "clflushopt",
+ "clwb",
+ "clzero",
+ "cmov",
+ "cmp_legacy",
+ "constant_tsc",
+ "cpuid",
+ "cr8_legacy",
+ "cx16",
+ "cx8",
+ "de",
+ "decodeassists",
+ "erms",
+ "extd_apicid",
+ "f16c",
+ "flushbyasid",
+ "fma",
+ "fpu",
+ "fsgsbase",
+ "fsrm",
+ "fxsr",
+ "fxsr_opt",
+ "ht",
+ "hypervisor",
+ "invpcid",
+ "lahf_lm",
+ "lm",
+ "mca",
+ "mce",
+ "misalignsse",
+ "mmx",
+ "mmxext",
+ "movbe",
+ "msr",
+ "mtrr",
+ "nonstop_tsc",
+ "nopl",
+ "npt",
+ "nrip_save",
+ "nx",
+ "osvw",
+ "osxsave",
+ "pae",
+ "pat",
+ "pausefilter",
+ "pcid",
+ "pclmulqdq",
+ "pdpe1gb",
+ "pfthreshold",
+ "pge",
+ "pni",
+ "popcnt",
+ "pse",
+ "pse36",
+ "rdpid",
+ "rdpru",
+ "rdrand",
+ "rdrnd",
+ "rdseed",
+ "rdtscp",
+ "rep_good",
+ "sep",
+ "sha",
+ "sha_ni",
+ "smap",
+ "smep",
+ "sse",
+ "sse2",
+ "sse4_1",
+ "sse4_2",
+ "sse4a",
+ "ssse3",
+ "svm",
+ "syscall",
+ "topoext",
+ "tsc",
+ "tsc_known_freq",
+ "tsc_reliable",
+ "tsc_scale",
+ "umip",
+ "user_shstk",
+ "v_vmsave_vmload",
+ "vaes",
+ "vmcb_clean",
+ "vme",
+ "vmmcall",
+ "vpclmulqdq",
+ "xgetbv1",
+ "xsave",
+ "xsavec",
+ "xsaveerptr",
+ "xsaveopt",
+ "xsaves"
+ ],
+ "l3_cache_size": 524288,
+ "l2_cache_size": 1048576,
+ "l1_data_cache_size": 65536,
+ "l1_instruction_cache_size": 65536,
+ "l2_cache_line_size": 512,
+ "l2_cache_associativity": 6
+ }
+ },
+ "commit_info": {
+ "id": "afd8571f32ddd9c4046f35d44be5d0f2f1c9463a",
+ "time": "2025-08-22T23:55:10Z",
+ "author_time": "2025-08-22T23:55:10Z",
+ "dirty": true,
+ "project": "stock-indicators-python",
+ "branch": "copilot/fix-392"
+ },
+ "benchmarks": [
+ {
+ "group": null,
+ "name": "test_benchmark_rsi",
+ "fullname": "benchmarks/test_benchmark_indicators.py::TestPerformance::test_benchmark_rsi",
+ "params": null,
+ "param": null,
+ "extra_info": {},
+ "options": {
+ "disable_gc": false,
+ "timer": "perf_counter",
+ "min_rounds": 5,
+ "max_time": 1.0,
+ "min_time": 5e-06,
+ "warmup": false
+ },
+ "stats": {
+ "min": 0.004117928999960441,
+ "max": 0.013795678999997563,
+ "mean": 0.0047654412641540975,
+ "stddev": 0.0016516754227122268,
+ "rounds": 53,
+ "median": 0.00432412300000351,
+ "iqr": 0.0003096714999770711,
+ "q1": 0.004292769750009029,
+ "q3": 0.0046024412499861,
+ "iqr_outliers": 5,
+ "stddev_outliers": 2,
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+ "iterations": 1
+ }
+ }
+ ],
+ "datetime": "2025-08-29T00:19:11.069407+00:00",
+ "version": "5.1.0"
+}
\ No newline at end of file
diff --git a/decimal_benchmark.json b/decimal_benchmark.json
new file mode 100644
index 00000000..dc445eba
--- /dev/null
+++ b/decimal_benchmark.json
@@ -0,0 +1,368 @@
+{
+ "machine_info": {
+ "node": "pkrvmccyg1gnepe",
+ "processor": "x86_64",
+ "machine": "x86_64",
+ "python_compiler": "GCC 13.3.0",
+ "python_implementation": "CPython",
+ "python_implementation_version": "3.12.3",
+ "python_version": "3.12.3",
+ "python_build": [
+ "main",
+ "Aug 14 2025 17:47:21"
+ ],
+ "release": "6.11.0-1018-azure",
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+ "tsc_known_freq",
+ "tsc_reliable",
+ "tsc_scale",
+ "umip",
+ "user_shstk",
+ "v_vmsave_vmload",
+ "vaes",
+ "vmcb_clean",
+ "vme",
+ "vmmcall",
+ "vpclmulqdq",
+ "xgetbv1",
+ "xsave",
+ "xsavec",
+ "xsaveerptr",
+ "xsaveopt",
+ "xsaves"
+ ],
+ "l3_cache_size": 524288,
+ "l2_cache_size": 1048576,
+ "l1_data_cache_size": 65536,
+ "l1_instruction_cache_size": 65536,
+ "l2_cache_line_size": 512,
+ "l2_cache_associativity": 6
+ }
+ },
+ "commit_info": {
+ "id": "afd8571f32ddd9c4046f35d44be5d0f2f1c9463a",
+ "time": "2025-08-22T23:55:10Z",
+ "author_time": "2025-08-22T23:55:10Z",
+ "dirty": true,
+ "project": "stock-indicators-python",
+ "branch": "copilot/fix-392"
+ },
+ "benchmarks": [
+ {
+ "group": null,
+ "name": "test_benchmark_string_conversion",
+ "fullname": "benchmarks/test_decimal_conversion_performance.py::TestDecimalConversionPerformance::test_benchmark_string_conversion",
+ "params": null,
+ "param": null,
+ "extra_info": {},
+ "options": {
+ "disable_gc": false,
+ "timer": "perf_counter",
+ "min_rounds": 5,
+ "max_time": 1.0,
+ "min_time": 5e-06,
+ "warmup": false
+ },
+ "stats": {
+ "min": 0.7325220469999749,
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+ "q3": 0.759758681500017,
+ "iqr_outliers": 0,
+ "stddev_outliers": 2,
+ "outliers": "2;0",
+ "ld15iqr": 0.7325220469999749,
+ "hd15iqr": 0.7649998720000326,
+ "ops": 1.3360271627639513,
+ "total": 3.742438881000055,
+ "data": [
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+ 0.7580116180000118,
+ 0.7438407870000106,
+ 0.7325220469999749,
+ 0.7430645570000252
+ ],
+ "iterations": 1
+ }
+ },
+ {
+ "group": null,
+ "name": "test_benchmark_double_conversion",
+ "fullname": "benchmarks/test_decimal_conversion_performance.py::TestDecimalConversionPerformance::test_benchmark_double_conversion",
+ "params": null,
+ "param": null,
+ "extra_info": {},
+ "options": {
+ "disable_gc": false,
+ "timer": "perf_counter",
+ "min_rounds": 5,
+ "max_time": 1.0,
+ "min_time": 5e-06,
+ "warmup": false
+ },
+ "stats": {
+ "min": 0.1825159699999972,
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+ "rounds": 6,
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+ "hd15iqr": 0.18806874099999504,
+ "ops": 5.378767220654119,
+ "total": 1.1154972420000604,
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+ ],
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+ }
+ },
+ {
+ "group": null,
+ "name": "test_benchmark_small_dataset_string_conversion",
+ "fullname": "benchmarks/test_decimal_conversion_performance.py::TestDecimalConversionPerformance::test_benchmark_small_dataset_string_conversion",
+ "params": null,
+ "param": null,
+ "extra_info": {},
+ "options": {
+ "disable_gc": false,
+ "timer": "perf_counter",
+ "min_rounds": 5,
+ "max_time": 1.0,
+ "min_time": 5e-06,
+ "warmup": false
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+ "ops": 8.392902228894899,
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+ 0.130109377999986
+ ],
+ "iterations": 1
+ }
+ },
+ {
+ "group": null,
+ "name": "test_benchmark_small_dataset_double_conversion",
+ "fullname": "benchmarks/test_decimal_conversion_performance.py::TestDecimalConversionPerformance::test_benchmark_small_dataset_double_conversion",
+ "params": null,
+ "param": null,
+ "extra_info": {},
+ "options": {
+ "disable_gc": false,
+ "timer": "perf_counter",
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+ "max_time": 1.0,
+ "min_time": 5e-06,
+ "warmup": false
+ },
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+ "datetime": "2025-08-29T00:19:35.472239+00:00",
+ "version": "5.1.0"
+}
\ No newline at end of file
diff --git a/stock_indicators/indicators/atr_stop.py b/stock_indicators/indicators/atr_stop.py
index 140b1774..7816ec92 100644
--- a/stock_indicators/indicators/atr_stop.py
+++ b/stock_indicators/indicators/atr_stop.py
@@ -4,7 +4,7 @@
from stock_indicators._cslib import CsIndicator
from stock_indicators._cstypes import List as CsList
from stock_indicators._cstypes import Decimal as CsDecimal
-from stock_indicators._cstypes import to_pydecimal
+from stock_indicators._cstypes import to_pydecimal_via_double
from stock_indicators.indicators.common.enums import EndType
from stock_indicators.indicators.common.helpers import CondenseMixin, RemoveWarmupMixin
from stock_indicators.indicators.common.results import IndicatorResults, ResultBase
@@ -51,7 +51,7 @@ class AtrStopResult(ResultBase):
@property
def atr_stop(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.AtrStop)
+ return to_pydecimal_via_double(self._csdata.AtrStop)
@atr_stop.setter
def atr_stop(self, value):
@@ -59,7 +59,7 @@ def atr_stop(self, value):
@property
def buy_stop(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.BuyStop)
+ return to_pydecimal_via_double(self._csdata.BuyStop)
@buy_stop.setter
def buy_stop(self, value):
@@ -67,7 +67,7 @@ def buy_stop(self, value):
@property
def sell_stop(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.SellStop)
+ return to_pydecimal_via_double(self._csdata.SellStop)
@sell_stop.setter
def sell_stop(self, value):
diff --git a/stock_indicators/indicators/common/candles.py b/stock_indicators/indicators/common/candles.py
index a6345fab..c166b83b 100644
--- a/stock_indicators/indicators/common/candles.py
+++ b/stock_indicators/indicators/common/candles.py
@@ -4,7 +4,7 @@
from stock_indicators._cslib import CsCandleProperties
from stock_indicators._cstypes import Decimal as CsDecimal
-from stock_indicators._cstypes import to_pydecimal
+from stock_indicators._cstypes import to_pydecimal_via_double
from stock_indicators.indicators.common._contrib.type_resolver import generate_cs_inherited_class
from stock_indicators.indicators.common.enums import Match
from stock_indicators.indicators.common.helpers import CondenseMixin
@@ -15,24 +15,24 @@
class _CandleProperties(_Quote):
@property
def size(self) -> Optional[Decimal]:
- return to_pydecimal(self.High - self.Low)
+ return to_pydecimal_via_double(self.High - self.Low)
@property
def body(self) -> Optional[Decimal]:
- return to_pydecimal(self.Open - self.Close \
+ return to_pydecimal_via_double(self.Open - self.Close \
if (self.Open > self.Close) \
else self.Close - self.Open)
@property
def upper_wick(self) -> Optional[Decimal]:
- return to_pydecimal(self.High - (
+ return to_pydecimal_via_double(self.High - (
self.Open \
if self.Open > self.Close \
else self.Close))
@property
def lower_wick(self) -> Optional[Decimal]:
- return to_pydecimal((self.Close \
+ return to_pydecimal_via_double((self.Close \
if self.Open > self.Close \
else self.Open) - self.Low)
@@ -70,7 +70,7 @@ class CandleResult(ResultBase):
@property
def price(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.Price)
+ return to_pydecimal_via_double(self._csdata.Price)
@price.setter
def price(self, value):
diff --git a/stock_indicators/indicators/common/quote.py b/stock_indicators/indicators/common/quote.py
index dd986851..1cde4b4f 100644
--- a/stock_indicators/indicators/common/quote.py
+++ b/stock_indicators/indicators/common/quote.py
@@ -6,7 +6,7 @@
from stock_indicators._cstypes import List as CsList
from stock_indicators._cstypes import DateTime as CsDateTime
from stock_indicators._cstypes import Decimal as CsDecimal
-from stock_indicators._cstypes import to_pydatetime, to_pydecimal
+from stock_indicators._cstypes import to_pydatetime, to_pydecimal_via_double
from stock_indicators.indicators.common.enums import CandlePart
from stock_indicators.indicators.common._contrib.type_resolver import generate_cs_inherited_class
@@ -20,31 +20,31 @@ def _set_date(quote, value):
quote.Date = CsDateTime(value)
def _get_open(quote):
- return to_pydecimal(quote.Open)
+ return to_pydecimal_via_double(quote.Open)
def _set_open(quote, value):
quote.Open = CsDecimal(value)
def _get_high(quote):
- return to_pydecimal(quote.High)
+ return to_pydecimal_via_double(quote.High)
def _set_high(quote, value):
quote.High = CsDecimal(value)
def _get_low(quote):
- return to_pydecimal(quote.Low)
+ return to_pydecimal_via_double(quote.Low)
def _set_low(quote, value):
quote.Low = CsDecimal(value)
def _get_close(quote):
- return to_pydecimal(quote.Close)
+ return to_pydecimal_via_double(quote.Close)
def _set_close(quote, value):
quote.Close = CsDecimal(value)
def _get_volume(quote):
- return to_pydecimal(quote.Volume)
+ return to_pydecimal_via_double(quote.Volume)
def _set_volume(quote, value):
quote.Volume = CsDecimal(value)
@@ -72,11 +72,11 @@ def from_csquote(cls, cs_quote: CsQuote):
"""Constructs `Quote` instance from C# `Quote` instance."""
return cls(
date=to_pydatetime(cs_quote.Date),
- open=to_pydecimal(cs_quote.Open),
- high=to_pydecimal(cs_quote.High),
- low=to_pydecimal(cs_quote.Low),
- close=to_pydecimal(cs_quote.Close),
- volume=to_pydecimal(cs_quote.Volume)
+ open=to_pydecimal_via_double(cs_quote.Open),
+ high=to_pydecimal_via_double(cs_quote.High),
+ low=to_pydecimal_via_double(cs_quote.Low),
+ close=to_pydecimal_via_double(cs_quote.Close),
+ volume=to_pydecimal_via_double(cs_quote.Volume)
)
@classmethod
diff --git a/stock_indicators/indicators/donchian.py b/stock_indicators/indicators/donchian.py
index f577e109..e53795a4 100644
--- a/stock_indicators/indicators/donchian.py
+++ b/stock_indicators/indicators/donchian.py
@@ -4,7 +4,7 @@
from stock_indicators._cslib import CsIndicator
from stock_indicators._cstypes import List as CsList
from stock_indicators._cstypes import Decimal as CsDecimal
-from stock_indicators._cstypes import to_pydecimal
+from stock_indicators._cstypes import to_pydecimal_via_double
from stock_indicators.indicators.common.helpers import CondenseMixin, RemoveWarmupMixin
from stock_indicators.indicators.common.results import IndicatorResults, ResultBase
from stock_indicators.indicators.common.quote import Quote
@@ -41,7 +41,7 @@ class DonchianResult(ResultBase):
@property
def upper_band(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.UpperBand)
+ return to_pydecimal_via_double(self._csdata.UpperBand)
@upper_band.setter
def upper_band(self, value):
@@ -49,7 +49,7 @@ def upper_band(self, value):
@property
def lower_band(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.LowerBand)
+ return to_pydecimal_via_double(self._csdata.LowerBand)
@lower_band.setter
def lower_band(self, value):
@@ -57,7 +57,7 @@ def lower_band(self, value):
@property
def center_line(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.Centerline)
+ return to_pydecimal_via_double(self._csdata.Centerline)
@center_line.setter
def center_line(self, value):
@@ -65,7 +65,7 @@ def center_line(self, value):
@property
def width(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.Width)
+ return to_pydecimal_via_double(self._csdata.Width)
@width.setter
def width(self, value):
diff --git a/stock_indicators/indicators/fcb.py b/stock_indicators/indicators/fcb.py
index a7c6615b..543ac805 100644
--- a/stock_indicators/indicators/fcb.py
+++ b/stock_indicators/indicators/fcb.py
@@ -4,7 +4,7 @@
from stock_indicators._cslib import CsIndicator
from stock_indicators._cstypes import List as CsList
from stock_indicators._cstypes import Decimal as CsDecimal
-from stock_indicators._cstypes import to_pydecimal
+from stock_indicators._cstypes import to_pydecimal_via_double
from stock_indicators.indicators.common.helpers import CondenseMixin, RemoveWarmupMixin
from stock_indicators.indicators.common.results import IndicatorResults, ResultBase
from stock_indicators.indicators.common.quote import Quote
@@ -43,7 +43,7 @@ class FCBResult(ResultBase):
@property
def upper_band(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.UpperBand)
+ return to_pydecimal_via_double(self._csdata.UpperBand)
@upper_band.setter
def upper_band(self, value):
@@ -51,7 +51,7 @@ def upper_band(self, value):
@property
def lower_band(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.LowerBand)
+ return to_pydecimal_via_double(self._csdata.LowerBand)
@lower_band.setter
def lower_band(self, value):
diff --git a/stock_indicators/indicators/fractal.py b/stock_indicators/indicators/fractal.py
index 18548d63..eeb1880b 100644
--- a/stock_indicators/indicators/fractal.py
+++ b/stock_indicators/indicators/fractal.py
@@ -4,7 +4,7 @@
from stock_indicators._cslib import CsIndicator
from stock_indicators._cstypes import List as CsList
from stock_indicators._cstypes import Decimal as CsDecimal
-from stock_indicators._cstypes import to_pydecimal
+from stock_indicators._cstypes import to_pydecimal_via_double
from stock_indicators.indicators.common.enums import EndType
from stock_indicators.indicators.common.helpers import CondenseMixin
from stock_indicators.indicators.common.results import IndicatorResults, ResultBase
@@ -61,7 +61,7 @@ class FractalResult(ResultBase):
@property
def fractal_bear(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.FractalBear)
+ return to_pydecimal_via_double(self._csdata.FractalBear)
@fractal_bear.setter
def fractal_bear(self, value):
@@ -69,7 +69,7 @@ def fractal_bear(self, value):
@property
def fractal_bull(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.FractalBull)
+ return to_pydecimal_via_double(self._csdata.FractalBull)
@fractal_bull.setter
def fractal_bull(self, value):
diff --git a/stock_indicators/indicators/heikin_ashi.py b/stock_indicators/indicators/heikin_ashi.py
index 02674d0c..42ab6da4 100644
--- a/stock_indicators/indicators/heikin_ashi.py
+++ b/stock_indicators/indicators/heikin_ashi.py
@@ -4,7 +4,7 @@
from stock_indicators._cslib import CsIndicator
from stock_indicators._cstypes import List as CsList
from stock_indicators._cstypes import Decimal as CsDecimal
-from stock_indicators._cstypes import to_pydecimal
+from stock_indicators._cstypes import to_pydecimal_via_double
from stock_indicators.indicators.common.results import IndicatorResults, ResultBase
from stock_indicators.indicators.common.quote import Quote
@@ -37,7 +37,7 @@ class HeikinAshiResult(ResultBase):
@property
def open(self) -> Decimal:
- return to_pydecimal(self._csdata.Open)
+ return to_pydecimal_via_double(self._csdata.Open)
@open.setter
def open(self, value):
@@ -45,7 +45,7 @@ def open(self, value):
@property
def high(self) -> Decimal:
- return to_pydecimal(self._csdata.High)
+ return to_pydecimal_via_double(self._csdata.High)
@high.setter
def high(self, value):
@@ -53,7 +53,7 @@ def high(self, value):
@property
def low(self) -> Decimal:
- return to_pydecimal(self._csdata.Low)
+ return to_pydecimal_via_double(self._csdata.Low)
@low.setter
def low(self, value):
@@ -61,7 +61,7 @@ def low(self, value):
@property
def close(self) -> Decimal:
- return to_pydecimal(self._csdata.Close)
+ return to_pydecimal_via_double(self._csdata.Close)
@close.setter
def close(self, value):
@@ -69,7 +69,7 @@ def close(self, value):
@property
def volume(self) -> Decimal:
- return to_pydecimal(self._csdata.Volume)
+ return to_pydecimal_via_double(self._csdata.Volume)
@volume.setter
def volume(self, value):
diff --git a/stock_indicators/indicators/ichimoku.py b/stock_indicators/indicators/ichimoku.py
index 5a11444d..21648a9a 100644
--- a/stock_indicators/indicators/ichimoku.py
+++ b/stock_indicators/indicators/ichimoku.py
@@ -4,7 +4,7 @@
from stock_indicators._cslib import CsIndicator
from stock_indicators._cstypes import List as CsList
from stock_indicators._cstypes import Decimal as CsDecimal
-from stock_indicators._cstypes import to_pydecimal
+from stock_indicators._cstypes import to_pydecimal_via_double
from stock_indicators.indicators.common.helpers import CondenseMixin
from stock_indicators.indicators.common.results import IndicatorResults, ResultBase
from stock_indicators.indicators.common.quote import Quote
@@ -81,7 +81,7 @@ class IchimokuResult(ResultBase):
@property
def tenkan_sen(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.TenkanSen)
+ return to_pydecimal_via_double(self._csdata.TenkanSen)
@tenkan_sen.setter
def tenkan_sen(self, value):
@@ -89,7 +89,7 @@ def tenkan_sen(self, value):
@property
def kijun_sen(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.KijunSen)
+ return to_pydecimal_via_double(self._csdata.KijunSen)
@kijun_sen.setter
def kijun_sen(self, value):
@@ -97,7 +97,7 @@ def kijun_sen(self, value):
@property
def senkou_span_a(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.SenkouSpanA)
+ return to_pydecimal_via_double(self._csdata.SenkouSpanA)
@senkou_span_a.setter
def senkou_span_a(self, value):
@@ -105,7 +105,7 @@ def senkou_span_a(self, value):
@property
def senkou_span_b(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.SenkouSpanB)
+ return to_pydecimal_via_double(self._csdata.SenkouSpanB)
@senkou_span_b.setter
def senkou_span_b(self, value):
@@ -113,7 +113,7 @@ def senkou_span_b(self, value):
@property
def chikou_span(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.ChikouSpan)
+ return to_pydecimal_via_double(self._csdata.ChikouSpan)
@chikou_span.setter
def chikou_span(self, value):
diff --git a/stock_indicators/indicators/pivot_points.py b/stock_indicators/indicators/pivot_points.py
index e7379b24..25118843 100644
--- a/stock_indicators/indicators/pivot_points.py
+++ b/stock_indicators/indicators/pivot_points.py
@@ -4,7 +4,7 @@
from stock_indicators._cslib import CsIndicator
from stock_indicators._cstypes import List as CsList
from stock_indicators._cstypes import Decimal as CsDecimal
-from stock_indicators._cstypes import to_pydecimal
+from stock_indicators._cstypes import to_pydecimal_via_double
from stock_indicators.indicators.common.enums import PeriodSize, PivotPointType
from stock_indicators.indicators.common.helpers import RemoveWarmupMixin
from stock_indicators.indicators.common.results import IndicatorResults, ResultBase
@@ -49,7 +49,7 @@ class PivotPointsResult(ResultBase):
@property
def r4(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.R4)
+ return to_pydecimal_via_double(self._csdata.R4)
@r4.setter
def r4(self, value):
@@ -57,7 +57,7 @@ def r4(self, value):
@property
def r3(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.R3)
+ return to_pydecimal_via_double(self._csdata.R3)
@r3.setter
def r3(self, value):
@@ -65,7 +65,7 @@ def r3(self, value):
@property
def r2(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.R2)
+ return to_pydecimal_via_double(self._csdata.R2)
@r2.setter
def r2(self, value):
@@ -73,7 +73,7 @@ def r2(self, value):
@property
def r1(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.R1)
+ return to_pydecimal_via_double(self._csdata.R1)
@r1.setter
def r1(self, value):
@@ -81,7 +81,7 @@ def r1(self, value):
@property
def pp(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.PP)
+ return to_pydecimal_via_double(self._csdata.PP)
@pp.setter
def pp(self, value):
@@ -89,7 +89,7 @@ def pp(self, value):
@property
def s1(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.S1)
+ return to_pydecimal_via_double(self._csdata.S1)
@s1.setter
def s1(self, value):
@@ -97,7 +97,7 @@ def s1(self, value):
@property
def s2(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.S2)
+ return to_pydecimal_via_double(self._csdata.S2)
@s2.setter
def s2(self, value):
@@ -105,7 +105,7 @@ def s2(self, value):
@property
def s3(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.S3)
+ return to_pydecimal_via_double(self._csdata.S3)
@s3.setter
def s3(self, value):
@@ -113,7 +113,7 @@ def s3(self, value):
@property
def s4(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.S4)
+ return to_pydecimal_via_double(self._csdata.S4)
@s4.setter
def s4(self, value):
diff --git a/stock_indicators/indicators/pivots.py b/stock_indicators/indicators/pivots.py
index 26540ea9..4904e1a8 100644
--- a/stock_indicators/indicators/pivots.py
+++ b/stock_indicators/indicators/pivots.py
@@ -4,7 +4,7 @@
from stock_indicators._cslib import CsIndicator
from stock_indicators._cstypes import List as CsList
from stock_indicators._cstypes import Decimal as CsDecimal
-from stock_indicators._cstypes import to_pydecimal
+from stock_indicators._cstypes import to_pydecimal_via_double
from stock_indicators.indicators.common.enums import EndType, PivotTrend
from stock_indicators.indicators.common.helpers import CondenseMixin
from stock_indicators.indicators.common.results import IndicatorResults, ResultBase
@@ -57,7 +57,7 @@ class PivotsResult(ResultBase):
@property
def high_point(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.HighPoint)
+ return to_pydecimal_via_double(self._csdata.HighPoint)
@high_point.setter
def high_point(self, value):
@@ -65,7 +65,7 @@ def high_point(self, value):
@property
def low_point(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.LowPoint)
+ return to_pydecimal_via_double(self._csdata.LowPoint)
@low_point.setter
def low_point(self, value):
@@ -73,7 +73,7 @@ def low_point(self, value):
@property
def high_line(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.HighLine)
+ return to_pydecimal_via_double(self._csdata.HighLine)
@high_line.setter
def high_line(self, value):
@@ -81,7 +81,7 @@ def high_line(self, value):
@property
def low_line(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.LowLine)
+ return to_pydecimal_via_double(self._csdata.LowLine)
@low_line.setter
def low_line(self, value):
diff --git a/stock_indicators/indicators/renko.py b/stock_indicators/indicators/renko.py
index b06e12c1..51b57a98 100644
--- a/stock_indicators/indicators/renko.py
+++ b/stock_indicators/indicators/renko.py
@@ -4,7 +4,7 @@
from stock_indicators._cslib import CsIndicator
from stock_indicators._cstypes import List as CsList
from stock_indicators._cstypes import Decimal as CsDecimal
-from stock_indicators._cstypes import to_pydecimal
+from stock_indicators._cstypes import to_pydecimal_via_double
from stock_indicators.indicators.common.enums import EndType
from stock_indicators.indicators.common.results import IndicatorResults, ResultBase
from stock_indicators.indicators.common.quote import Quote
@@ -77,7 +77,7 @@ class RenkoResult(ResultBase):
@property
def open(self) -> Decimal:
- return to_pydecimal(self._csdata.Open)
+ return to_pydecimal_via_double(self._csdata.Open)
@open.setter
def open(self, value):
@@ -85,7 +85,7 @@ def open(self, value):
@property
def high(self) -> Decimal:
- return to_pydecimal(self._csdata.High)
+ return to_pydecimal_via_double(self._csdata.High)
@high.setter
def high(self, value):
@@ -93,7 +93,7 @@ def high(self, value):
@property
def low(self) -> Decimal:
- return to_pydecimal(self._csdata.Low)
+ return to_pydecimal_via_double(self._csdata.Low)
@low.setter
def low(self, value):
@@ -101,7 +101,7 @@ def low(self, value):
@property
def close(self) -> Decimal:
- return to_pydecimal(self._csdata.Close)
+ return to_pydecimal_via_double(self._csdata.Close)
@close.setter
def close(self, value):
@@ -109,7 +109,7 @@ def close(self, value):
@property
def volume(self) -> Decimal:
- return to_pydecimal(self._csdata.Volume)
+ return to_pydecimal_via_double(self._csdata.Volume)
@volume.setter
def volume(self, value):
diff --git a/stock_indicators/indicators/rolling_pivots.py b/stock_indicators/indicators/rolling_pivots.py
index 44267dc0..647a48d3 100644
--- a/stock_indicators/indicators/rolling_pivots.py
+++ b/stock_indicators/indicators/rolling_pivots.py
@@ -4,7 +4,7 @@
from stock_indicators._cslib import CsIndicator
from stock_indicators._cstypes import List as CsList
from stock_indicators._cstypes import Decimal as CsDecimal
-from stock_indicators._cstypes import to_pydecimal
+from stock_indicators._cstypes import to_pydecimal_via_double
from stock_indicators.indicators.common.enums import PivotPointType
from stock_indicators.indicators.common.helpers import RemoveWarmupMixin
from stock_indicators.indicators.common.results import IndicatorResults, ResultBase
@@ -51,7 +51,7 @@ class RollingPivotsResult(ResultBase):
@property
def r4(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.R4)
+ return to_pydecimal_via_double(self._csdata.R4)
@r4.setter
def r4(self, value):
@@ -59,7 +59,7 @@ def r4(self, value):
@property
def r3(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.R3)
+ return to_pydecimal_via_double(self._csdata.R3)
@r3.setter
def r3(self, value):
@@ -67,7 +67,7 @@ def r3(self, value):
@property
def r2(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.R2)
+ return to_pydecimal_via_double(self._csdata.R2)
@r2.setter
def r2(self, value):
@@ -75,7 +75,7 @@ def r2(self, value):
@property
def r1(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.R1)
+ return to_pydecimal_via_double(self._csdata.R1)
@r1.setter
def r1(self, value):
@@ -83,7 +83,7 @@ def r1(self, value):
@property
def pp(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.PP)
+ return to_pydecimal_via_double(self._csdata.PP)
@pp.setter
def pp(self, value):
@@ -91,7 +91,7 @@ def pp(self, value):
@property
def s1(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.S1)
+ return to_pydecimal_via_double(self._csdata.S1)
@s1.setter
def s1(self, value):
@@ -99,7 +99,7 @@ def s1(self, value):
@property
def s2(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.S2)
+ return to_pydecimal_via_double(self._csdata.S2)
@s2.setter
def s2(self, value):
@@ -107,7 +107,7 @@ def s2(self, value):
@property
def s3(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.S3)
+ return to_pydecimal_via_double(self._csdata.S3)
@s3.setter
def s3(self, value):
@@ -115,7 +115,7 @@ def s3(self, value):
@property
def s4(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.S4)
+ return to_pydecimal_via_double(self._csdata.S4)
@s4.setter
def s4(self, value):
diff --git a/stock_indicators/indicators/slope.py b/stock_indicators/indicators/slope.py
index 40457b93..5ccc79b6 100644
--- a/stock_indicators/indicators/slope.py
+++ b/stock_indicators/indicators/slope.py
@@ -4,7 +4,7 @@
from stock_indicators._cslib import CsIndicator
from stock_indicators._cstypes import List as CsList
from stock_indicators._cstypes import Decimal as CsDecimal
-from stock_indicators._cstypes import to_pydecimal
+from stock_indicators._cstypes import to_pydecimal_via_double
from stock_indicators.indicators.common.helpers import CondenseMixin, RemoveWarmupMixin
from stock_indicators.indicators.common.results import IndicatorResults, ResultBase
from stock_indicators.indicators.common.quote import Quote
@@ -74,7 +74,7 @@ def r_squared(self, value):
@property
def line(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.Line)
+ return to_pydecimal_via_double(self._csdata.Line)
@line.setter
def line(self, value):
diff --git a/stock_indicators/indicators/super_trend.py b/stock_indicators/indicators/super_trend.py
index 012d237b..5bd3d236 100644
--- a/stock_indicators/indicators/super_trend.py
+++ b/stock_indicators/indicators/super_trend.py
@@ -4,7 +4,7 @@
from stock_indicators._cslib import CsIndicator
from stock_indicators._cstypes import List as CsList
from stock_indicators._cstypes import Decimal as CsDecimal
-from stock_indicators._cstypes import to_pydecimal
+from stock_indicators._cstypes import to_pydecimal_via_double
from stock_indicators.indicators.common.helpers import CondenseMixin, RemoveWarmupMixin
from stock_indicators.indicators.common.results import IndicatorResults, ResultBase
from stock_indicators.indicators.common.quote import Quote
@@ -46,7 +46,7 @@ class SuperTrendResult(ResultBase):
@property
def super_trend(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.SuperTrend)
+ return to_pydecimal_via_double(self._csdata.SuperTrend)
@super_trend.setter
def super_trend(self, value):
@@ -54,7 +54,7 @@ def super_trend(self, value):
@property
def upper_band(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.UpperBand)
+ return to_pydecimal_via_double(self._csdata.UpperBand)
@upper_band.setter
def upper_band(self, value):
@@ -62,7 +62,7 @@ def upper_band(self, value):
@property
def lower_band(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.LowerBand)
+ return to_pydecimal_via_double(self._csdata.LowerBand)
@lower_band.setter
def lower_band(self, value):
diff --git a/stock_indicators/indicators/zig_zag.py b/stock_indicators/indicators/zig_zag.py
index 7ccb2165..b3a49ba7 100644
--- a/stock_indicators/indicators/zig_zag.py
+++ b/stock_indicators/indicators/zig_zag.py
@@ -4,7 +4,7 @@
from stock_indicators._cslib import CsIndicator
from stock_indicators._cstypes import List as CsList
from stock_indicators._cstypes import Decimal as CsDecimal
-from stock_indicators._cstypes import to_pydecimal
+from stock_indicators._cstypes import to_pydecimal_via_double
from stock_indicators.indicators.common.enums import EndType
from stock_indicators.indicators.common.helpers import CondenseMixin
from stock_indicators.indicators.common.results import IndicatorResults, ResultBase
@@ -48,7 +48,7 @@ class ZigZagResult(ResultBase):
@property
def zig_zag(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.ZigZag)
+ return to_pydecimal_via_double(self._csdata.ZigZag)
@zig_zag.setter
def zig_zag(self, value):
@@ -64,7 +64,7 @@ def point_type(self, value):
@property
def retrace_high(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.RetraceHigh)
+ return to_pydecimal_via_double(self._csdata.RetraceHigh)
@retrace_high.setter
def retrace_high(self, value):
@@ -72,7 +72,7 @@ def retrace_high(self, value):
@property
def retrace_low(self) -> Optional[Decimal]:
- return to_pydecimal(self._csdata.RetraceLow)
+ return to_pydecimal_via_double(self._csdata.RetraceLow)
@retrace_low.setter
def retrace_low(self, value):
From 6529ffb15354c0f7bd15cc53d103ac77362cefe7 Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Fri, 29 Aug 2025 00:20:47 +0000
Subject: [PATCH 04/11] Final verification - all indicators now use 4x faster
conversion method
Co-authored-by: DaveSkender <8432125+DaveSkender@users.noreply.github.com>
---
sample_indicators.json | 830 +++++++++++++++++++++++++++++++++++++++++
1 file changed, 830 insertions(+)
create mode 100644 sample_indicators.json
diff --git a/sample_indicators.json b/sample_indicators.json
new file mode 100644
index 00000000..5fbcf3c5
--- /dev/null
+++ b/sample_indicators.json
@@ -0,0 +1,830 @@
+{
+ "machine_info": {
+ "node": "pkrvmccyg1gnepe",
+ "processor": "x86_64",
+ "machine": "x86_64",
+ "python_compiler": "GCC 13.3.0",
+ "python_implementation": "CPython",
+ "python_implementation_version": "3.12.3",
+ "python_version": "3.12.3",
+ "python_build": [
+ "main",
+ "Aug 14 2025 17:47:21"
+ ],
+ "release": "6.11.0-1018-azure",
+ "system": "Linux",
+ "cpu": {
+ "python_version": "3.12.3.final.0 (64 bit)",
+ "cpuinfo_version": [
+ 9,
+ 0,
+ 0
+ ],
+ "cpuinfo_version_string": "9.0.0",
+ "arch": "X86_64",
+ "bits": 64,
+ "count": 4,
+ "arch_string_raw": "x86_64",
+ "vendor_id_raw": "AuthenticAMD",
+ "brand_raw": "AMD EPYC 7763 64-Core Processor",
+ "hz_advertised_friendly": "3.2696 GHz",
+ "hz_actual_friendly": "3.2696 GHz",
+ "hz_advertised": [
+ 3269647000,
+ 0
+ ],
+ "hz_actual": [
+ 3269647000,
+ 0
+ ],
+ "stepping": 1,
+ "model": 1,
+ "family": 25,
+ "flags": [
+ "3dnowext",
+ "3dnowprefetch",
+ "abm",
+ "adx",
+ "aes",
+ "aperfmperf",
+ "apic",
+ "arat",
+ "avx",
+ "avx2",
+ "bmi1",
+ "bmi2",
+ "clflush",
+ "clflushopt",
+ "clwb",
+ "clzero",
+ "cmov",
+ "cmp_legacy",
+ "constant_tsc",
+ "cpuid",
+ "cr8_legacy",
+ "cx16",
+ "cx8",
+ "de",
+ "decodeassists",
+ "erms",
+ "extd_apicid",
+ "f16c",
+ "flushbyasid",
+ "fma",
+ "fpu",
+ "fsgsbase",
+ "fsrm",
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+ 0.001700247999963267,
+ 0.0016960610000182896,
+ 0.0017771520000451346,
+ 0.0016857010000421724,
+ 0.0017100270000014461,
+ 0.001699527000027956,
+ 0.0016762239999934536,
+ 0.0018753560000277503,
+ 0.001705929000024753,
+ 0.001678597000022819,
+ 0.0016616870000234485,
+ 0.0016921029999821258,
+ 0.0016885960000081468,
+ 0.0016875150000146277,
+ 0.0016677379999805453,
+ 0.0016856210000355532,
+ 0.002039902999968035,
+ 0.003050492999989274,
+ 0.0022955210000077386,
+ 0.001736747000052219,
+ 0.0017267979999928684,
+ 0.0017860680000012508,
+ 0.002127517000019452,
+ 0.0016945369999916693,
+ 0.0016898190000347313,
+ 0.0016910220000454501,
+ 0.001672435999978461,
+ 0.0016922940000085873,
+ 0.0017657209999697443,
+ 0.0017621139999732804,
+ 0.0017181229999891912,
+ 0.0017196840000224256,
+ 0.001703335000001971,
+ 0.0017002690000254006,
+ 0.001683837999962634,
+ 0.0017378890000259162,
+ 0.0016837879999798133,
+ 0.0016884869999671537,
+ 0.0016857819999813728,
+ 0.0017029229999820927,
+ 0.0016843490000155725,
+ 0.001691031000007115,
+ 0.0017837650000274152,
+ 0.0016952089999904274,
+ 0.0017094149999934416,
+ 0.0021169369999824994,
+ 0.0017017409999766642,
+ 0.0016888270000094963,
+ 0.0016608249999876534,
+ 0.0016851400000064132,
+ 0.001679348999971353,
+ 0.0016864930000224376,
+ 0.001649993999990329,
+ 0.0016836279999665749,
+ 0.001681182999959674,
+ 0.0016467390000229898,
+ 0.0016828369999757342,
+ 0.001678567999988445,
+ 0.00167527199999995,
+ 0.0016750209999827348,
+ 0.0016781770000307006,
+ 0.0016580289999978959,
+ 0.0016709540000192646,
+ 0.0016866830000026312,
+ 0.0016533909999907337,
+ 0.001677807000021403,
+ 0.0016685390000361622,
+ 0.0016521090000196637
+ ],
+ "iterations": 1
+ }
+ }
+ ],
+ "datetime": "2025-08-29T00:20:09.319243+00:00",
+ "version": "5.1.0"
+}
\ No newline at end of file
From 1c01662af55c8fd644b0f212f4d7635e371ed3c3 Mon Sep 17 00:00:00 2001
From: Dave Skender <8432125+DaveSkender@users.noreply.github.com>
Date: Thu, 28 Aug 2025 20:58:01 -0400
Subject: [PATCH 05/11] refactor: Improve code formatting and readability
across multiple indicator files
---
stock_indicators/indicators/atr_stop.py | 14 ++++-
stock_indicators/indicators/donchian.py | 2 +
stock_indicators/indicators/fcb.py | 2 +
stock_indicators/indicators/fractal.py | 25 ++++++--
stock_indicators/indicators/heikin_ashi.py | 2 +
stock_indicators/indicators/ichimoku.py | 62 ++++++++++++++-----
stock_indicators/indicators/pivot_points.py | 14 +++--
stock_indicators/indicators/pivots.py | 22 +++++--
stock_indicators/indicators/renko.py | 22 ++++---
stock_indicators/indicators/rolling_pivots.py | 15 +++--
stock_indicators/indicators/slope.py | 3 +
stock_indicators/indicators/super_trend.py | 10 ++-
stock_indicators/indicators/zig_zag.py | 14 +++--
13 files changed, 153 insertions(+), 54 deletions(-)
diff --git a/stock_indicators/indicators/atr_stop.py b/stock_indicators/indicators/atr_stop.py
index 7816ec92..b2444892 100644
--- a/stock_indicators/indicators/atr_stop.py
+++ b/stock_indicators/indicators/atr_stop.py
@@ -11,8 +11,12 @@
from stock_indicators.indicators.common.quote import Quote
-def get_atr_stop(quotes: Iterable[Quote], lookback_periods: int = 21,
- multiplier: float = 3, end_type: EndType = EndType.CLOSE):
+def get_atr_stop(
+ quotes: Iterable[Quote],
+ lookback_periods: int = 21,
+ multiplier: float = 3,
+ end_type: EndType = EndType.CLOSE,
+):
"""Get ATR Trailing Stop calculated.
ATR Trailing Stop attempts to determine the primary trend of prices by using
@@ -40,7 +44,9 @@ def get_atr_stop(quotes: Iterable[Quote], lookback_periods: int = 21,
- [ATR Trailing Stop Reference](https://python.stockindicators.dev/indicators/AtrStop/#content)
- [Helper Methods](https://python.stockindicators.dev/utilities/#content)
"""
- results = CsIndicator.GetAtrStop[Quote](CsList(Quote, quotes), lookback_periods, multiplier, end_type.cs_value)
+ results = CsIndicator.GetAtrStop[Quote](
+ CsList(Quote, quotes), lookback_periods, multiplier, end_type.cs_value
+ )
return AtrStopResults(results, AtrStopResult)
@@ -75,6 +81,8 @@ def sell_stop(self, value):
_T = TypeVar("_T", bound=AtrStopResult)
+
+
class AtrStopResults(CondenseMixin, RemoveWarmupMixin, IndicatorResults[_T]):
"""
A wrapper class for the list of ATR Trailing Stop results.
diff --git a/stock_indicators/indicators/donchian.py b/stock_indicators/indicators/donchian.py
index e53795a4..979727ec 100644
--- a/stock_indicators/indicators/donchian.py
+++ b/stock_indicators/indicators/donchian.py
@@ -73,6 +73,8 @@ def width(self, value):
_T = TypeVar("_T", bound=DonchianResult)
+
+
class DonchianResults(CondenseMixin, RemoveWarmupMixin, IndicatorResults[_T]):
"""
A wrapper class for the list of Donchian Channels results.
diff --git a/stock_indicators/indicators/fcb.py b/stock_indicators/indicators/fcb.py
index 543ac805..422883cf 100644
--- a/stock_indicators/indicators/fcb.py
+++ b/stock_indicators/indicators/fcb.py
@@ -59,6 +59,8 @@ def lower_band(self, value):
_T = TypeVar("_T", bound=FCBResult)
+
+
class FCBResults(CondenseMixin, RemoveWarmupMixin, IndicatorResults[_T]):
"""
A wrapper class for the list of Fractal Chaos Bands (FCB) results.
diff --git a/stock_indicators/indicators/fractal.py b/stock_indicators/indicators/fractal.py
index eeb1880b..2aca5a91 100644
--- a/stock_indicators/indicators/fractal.py
+++ b/stock_indicators/indicators/fractal.py
@@ -12,10 +12,16 @@
@overload
-def get_fractal(quotes: Iterable[Quote], window_span: int = 2, end_type = EndType.HIGH_LOW) -> "FractalResults[FractalResult]": ...
+def get_fractal(
+ quotes: Iterable[Quote], window_span: int = 2, end_type=EndType.HIGH_LOW
+) -> "FractalResults[FractalResult]": ...
@overload
-def get_fractal(quotes: Iterable[Quote], left_span: int, right_span: int, end_type = EndType.HIGH_LOW) -> "FractalResults[FractalResult]": ...
-def get_fractal(quotes, left_span = None, right_span = EndType.HIGH_LOW, end_type = EndType.HIGH_LOW):
+def get_fractal(
+ quotes: Iterable[Quote], left_span: int, right_span: int, end_type=EndType.HIGH_LOW
+) -> "FractalResults[FractalResult]": ...
+def get_fractal(
+ quotes, left_span=None, right_span=EndType.HIGH_LOW, end_type=EndType.HIGH_LOW
+):
"""Get Williams Fractal calculated.
Williams Fractal is a retrospective price pattern that
@@ -46,10 +52,15 @@ def get_fractal(quotes, left_span = None, right_span = EndType.HIGH_LOW, end_typ
- [Helper Methods](https://python.stockindicators.dev/utilities/#content)
"""
if isinstance(right_span, EndType):
- if left_span is None: left_span = 2
- fractal_results = CsIndicator.GetFractal[Quote](CsList(Quote, quotes), left_span, right_span.cs_value)
+ if left_span is None:
+ left_span = 2
+ fractal_results = CsIndicator.GetFractal[Quote](
+ CsList(Quote, quotes), left_span, right_span.cs_value
+ )
else:
- fractal_results = CsIndicator.GetFractal[Quote](CsList(Quote, quotes), left_span, right_span, end_type.cs_value)
+ fractal_results = CsIndicator.GetFractal[Quote](
+ CsList(Quote, quotes), left_span, right_span, end_type.cs_value
+ )
return FractalResults(fractal_results, FractalResult)
@@ -77,6 +88,8 @@ def fractal_bull(self, value):
_T = TypeVar("_T", bound=FractalResult)
+
+
class FractalResults(CondenseMixin, IndicatorResults[_T]):
"""
A wrapper class for the list of Williams Fractal results.
diff --git a/stock_indicators/indicators/heikin_ashi.py b/stock_indicators/indicators/heikin_ashi.py
index 42ab6da4..14deac33 100644
--- a/stock_indicators/indicators/heikin_ashi.py
+++ b/stock_indicators/indicators/heikin_ashi.py
@@ -77,6 +77,8 @@ def volume(self, value):
_T = TypeVar("_T", bound=HeikinAshiResult)
+
+
class HeikinAshiResults(IndicatorResults[_T]):
"""
A wrapper class for the list of Heikin-Ashi results.
diff --git a/stock_indicators/indicators/ichimoku.py b/stock_indicators/indicators/ichimoku.py
index 21648a9a..946b5d4b 100644
--- a/stock_indicators/indicators/ichimoku.py
+++ b/stock_indicators/indicators/ichimoku.py
@@ -11,19 +11,37 @@
@overload
-def get_ichimoku(quotes: Iterable[Quote], tenkan_periods: int = 9,
- kijun_periods: int = 26, senkou_b_periods: int = 52) -> "IchimokuResults[IchimokuResult]": ...
+def get_ichimoku(
+ quotes: Iterable[Quote],
+ tenkan_periods: int = 9,
+ kijun_periods: int = 26,
+ senkou_b_periods: int = 52,
+) -> "IchimokuResults[IchimokuResult]": ...
@overload
-def get_ichimoku(quotes: Iterable[Quote], tenkan_periods: int,
- kijun_periods: int, senkou_b_periods: int,
- offset_periods: int) -> "IchimokuResults[IchimokuResult]": ...
+def get_ichimoku(
+ quotes: Iterable[Quote],
+ tenkan_periods: int,
+ kijun_periods: int,
+ senkou_b_periods: int,
+ offset_periods: int,
+) -> "IchimokuResults[IchimokuResult]": ...
@overload
-def get_ichimoku(quotes: Iterable[Quote], tenkan_periods: int,
- kijun_periods: int, senkou_b_periods: int,
- senkou_offset: int, chikou_offset: int) -> "IchimokuResults[IchimokuResult]": ...
-def get_ichimoku(quotes: Iterable[Quote], tenkan_periods: int = None,
- kijun_periods: int = None, senkou_b_periods: int = None,
- senkou_offset: int = None, chikou_offset: int = None):
+def get_ichimoku(
+ quotes: Iterable[Quote],
+ tenkan_periods: int,
+ kijun_periods: int,
+ senkou_b_periods: int,
+ senkou_offset: int,
+ chikou_offset: int,
+) -> "IchimokuResults[IchimokuResult]": ...
+def get_ichimoku(
+ quotes: Iterable[Quote],
+ tenkan_periods: int = None,
+ kijun_periods: int = None,
+ senkou_b_periods: int = None,
+ senkou_offset: int = None,
+ chikou_offset: int = None,
+):
"""Get Ichimoku Cloud calculated.
Ichimoku Cloud, also known as Ichimoku Kinkō Hyō, is a collection of indicators
@@ -62,15 +80,23 @@ def get_ichimoku(quotes: Iterable[Quote], tenkan_periods: int = None,
"""
if chikou_offset is None:
if senkou_offset is None:
- if tenkan_periods is None: tenkan_periods = 9
- if kijun_periods is None: kijun_periods = 26
- if senkou_b_periods is None: senkou_b_periods = 52
+ if tenkan_periods is None:
+ tenkan_periods = 9
+ if kijun_periods is None:
+ kijun_periods = 26
+ if senkou_b_periods is None:
+ senkou_b_periods = 52
senkou_offset = kijun_periods
chikou_offset = senkou_offset
- results = CsIndicator.GetIchimoku[Quote](CsList(Quote, quotes), tenkan_periods,
- kijun_periods, senkou_b_periods,
- senkou_offset, chikou_offset)
+ results = CsIndicator.GetIchimoku[Quote](
+ CsList(Quote, quotes),
+ tenkan_periods,
+ kijun_periods,
+ senkou_b_periods,
+ senkou_offset,
+ chikou_offset,
+ )
return IchimokuResults(results, IchimokuResult)
@@ -121,6 +147,8 @@ def chikou_span(self, value):
_T = TypeVar("_T", bound=IchimokuResult)
+
+
class IchimokuResults(CondenseMixin, IndicatorResults[_T]):
"""
A wrapper class for the list of Ichimoku Cloud results.
diff --git a/stock_indicators/indicators/pivot_points.py b/stock_indicators/indicators/pivot_points.py
index 25118843..76b3b372 100644
--- a/stock_indicators/indicators/pivot_points.py
+++ b/stock_indicators/indicators/pivot_points.py
@@ -11,8 +11,11 @@
from stock_indicators.indicators.common.quote import Quote
-def get_pivot_points(quotes, window_size: PeriodSize,
- point_type: PivotPointType = PivotPointType.STANDARD):
+def get_pivot_points(
+ quotes,
+ window_size: PeriodSize,
+ point_type: PivotPointType = PivotPointType.STANDARD,
+):
"""Get Pivot Points calculated.
Pivot Points depict support and resistance levels, based on
@@ -37,8 +40,9 @@ def get_pivot_points(quotes, window_size: PeriodSize,
- [Pivot Points Reference](https://python.stockindicators.dev/indicators/PivotPoints/#content)
- [Helper Methods](https://python.stockindicators.dev/utilities/#content)
"""
- results = CsIndicator.GetPivotPoints[Quote](CsList(Quote, quotes), window_size.cs_value,
- point_type.cs_value)
+ results = CsIndicator.GetPivotPoints[Quote](
+ CsList(Quote, quotes), window_size.cs_value, point_type.cs_value
+ )
return PivotPointsResults(results, PivotPointsResult)
@@ -121,6 +125,8 @@ def s4(self, value):
_T = TypeVar("_T", bound=PivotPointsResult)
+
+
class PivotPointsResults(RemoveWarmupMixin, IndicatorResults[_T]):
"""
A wrapper class for the list of Pivot Points results.
diff --git a/stock_indicators/indicators/pivots.py b/stock_indicators/indicators/pivots.py
index 4904e1a8..dff4e652 100644
--- a/stock_indicators/indicators/pivots.py
+++ b/stock_indicators/indicators/pivots.py
@@ -11,9 +11,13 @@
from stock_indicators.indicators.common.quote import Quote
-def get_pivots(quotes: Iterable[Quote], left_span: int = 2,
- right_span: int = 2, max_trend_periods: int = 20,
- end_type: EndType = EndType.HIGH_LOW):
+def get_pivots(
+ quotes: Iterable[Quote],
+ left_span: int = 2,
+ right_span: int = 2,
+ max_trend_periods: int = 20,
+ end_type: EndType = EndType.HIGH_LOW,
+):
"""Get Pivots calculated.
Pivots is an extended version of Williams Fractal that includes
@@ -44,9 +48,13 @@ def get_pivots(quotes: Iterable[Quote], left_span: int = 2,
- [Pivots Reference](https://python.stockindicators.dev/indicators/Pivots/#content)
- [Helper Methods](https://python.stockindicators.dev/utilities/#content)
"""
- results = CsIndicator.GetPivots[Quote](CsList(Quote, quotes), left_span,
- right_span, max_trend_periods,
- end_type.cs_value)
+ results = CsIndicator.GetPivots[Quote](
+ CsList(Quote, quotes),
+ left_span,
+ right_span,
+ max_trend_periods,
+ end_type.cs_value,
+ )
return PivotsResults(results, PivotsResult)
@@ -109,6 +117,8 @@ def low_trend(self, value):
_T = TypeVar("_T", bound=PivotsResult)
+
+
class PivotsResults(CondenseMixin, IndicatorResults[_T]):
"""
A wrapper class for the list of Pivots results.
diff --git a/stock_indicators/indicators/renko.py b/stock_indicators/indicators/renko.py
index 51b57a98..19845810 100644
--- a/stock_indicators/indicators/renko.py
+++ b/stock_indicators/indicators/renko.py
@@ -10,8 +10,9 @@
from stock_indicators.indicators.common.quote import Quote
-def get_renko(quotes: Iterable[Quote], brick_size: float,
- end_type: EndType = EndType.CLOSE):
+def get_renko(
+ quotes: Iterable[Quote], brick_size: float, end_type: EndType = EndType.CLOSE
+):
"""Get Renko Chart calculated.
Renko Chart is a modified Japanese candlestick pattern
@@ -35,13 +36,15 @@ def get_renko(quotes: Iterable[Quote], brick_size: float,
- [Renko Chart Reference](https://python.stockindicators.dev/indicators/Renko/#content)
- [Helper Methods](https://python.stockindicators.dev/utilities/#content)
"""
- results = CsIndicator.GetRenko[Quote](CsList(Quote, quotes), CsDecimal(brick_size),
- end_type.cs_value)
+ results = CsIndicator.GetRenko[Quote](
+ CsList(Quote, quotes), CsDecimal(brick_size), end_type.cs_value
+ )
return RenkoResults(results, RenkoResult)
-def get_renko_atr(quotes: Iterable[Quote], atr_periods: int,
- end_type: EndType = EndType.CLOSE):
+def get_renko_atr(
+ quotes: Iterable[Quote], atr_periods: int, end_type: EndType = EndType.CLOSE
+):
"""Get ATR Renko Chart calculated.
The ATR Renko Chart is a modified Japanese candlestick pattern
@@ -65,8 +68,9 @@ def get_renko_atr(quotes: Iterable[Quote], atr_periods: int,
- [ATR Renko Chart Reference](https://python.stockindicators.dev/indicators/Renko/#content)
- [Helper Methods](https://python.stockindicators.dev/utilities/#content)
"""
- results = CsIndicator.GetRenkoAtr[Quote](CsList(Quote, quotes), atr_periods,
- end_type.cs_value)
+ results = CsIndicator.GetRenkoAtr[Quote](
+ CsList(Quote, quotes), atr_periods, end_type.cs_value
+ )
return RenkoResults(results, RenkoResult)
@@ -125,6 +129,8 @@ def is_up(self, value):
_T = TypeVar("_T", bound=RenkoResult)
+
+
class RenkoResults(IndicatorResults[_T]):
"""
A wrapper class for the list of Renko Chart results.
diff --git a/stock_indicators/indicators/rolling_pivots.py b/stock_indicators/indicators/rolling_pivots.py
index 647a48d3..445add99 100644
--- a/stock_indicators/indicators/rolling_pivots.py
+++ b/stock_indicators/indicators/rolling_pivots.py
@@ -11,8 +11,12 @@
from stock_indicators.indicators.common.quote import Quote
-def get_rolling_pivots(quotes: Iterable[Quote], window_periods: int,
- offset_periods: int, point_type: PivotPointType = PivotPointType.STANDARD):
+def get_rolling_pivots(
+ quotes: Iterable[Quote],
+ window_periods: int,
+ offset_periods: int,
+ point_type: PivotPointType = PivotPointType.STANDARD,
+):
"""Get Rolling Pivot Points calculated.
Rolling Pivot Points is a modern update to traditional fixed calendar window Pivot Points.
@@ -39,8 +43,9 @@ def get_rolling_pivots(quotes: Iterable[Quote], window_periods: int,
- [Rolling Pivot Points Reference](https://python.stockindicators.dev/indicators/RollingPivots/#content)
- [Helper Methods](https://python.stockindicators.dev/utilities/#content)
"""
- results = CsIndicator.GetRollingPivots[Quote](CsList(Quote, quotes), window_periods,
- offset_periods, point_type.cs_value)
+ results = CsIndicator.GetRollingPivots[Quote](
+ CsList(Quote, quotes), window_periods, offset_periods, point_type.cs_value
+ )
return RollingPivotsResults(results, RollingPivotsResult)
@@ -123,6 +128,8 @@ def s4(self, value):
_T = TypeVar("_T", bound=RollingPivotsResult)
+
+
class RollingPivotsResults(RemoveWarmupMixin, IndicatorResults[_T]):
"""
A wrapper class for the list of Rolling Pivot Points results.
diff --git a/stock_indicators/indicators/slope.py b/stock_indicators/indicators/slope.py
index 5ccc79b6..28a534d6 100644
--- a/stock_indicators/indicators/slope.py
+++ b/stock_indicators/indicators/slope.py
@@ -80,7 +80,10 @@ def line(self) -> Optional[Decimal]:
def line(self, value):
self._csdata.Line = CsDecimal(value)
+
_T = TypeVar("_T", bound=SlopeResult)
+
+
class SlopeResults(CondenseMixin, RemoveWarmupMixin, IndicatorResults[_T]):
"""
A wrapper class for the list of Slope results.
diff --git a/stock_indicators/indicators/super_trend.py b/stock_indicators/indicators/super_trend.py
index 5bd3d236..78394d59 100644
--- a/stock_indicators/indicators/super_trend.py
+++ b/stock_indicators/indicators/super_trend.py
@@ -10,7 +10,9 @@
from stock_indicators.indicators.common.quote import Quote
-def get_super_trend(quotes: Iterable[Quote], lookback_periods: int = 10, multiplier: float = 3):
+def get_super_trend(
+ quotes: Iterable[Quote], lookback_periods: int = 10, multiplier: float = 3
+):
"""Get SuperTrend calculated.
SuperTrend attempts to determine the primary trend of Close prices by using
@@ -35,7 +37,9 @@ def get_super_trend(quotes: Iterable[Quote], lookback_periods: int = 10, multipl
- [SuperTrend Reference](https://python.stockindicators.dev/indicators/SuperTrend/#content)
- [Helper Methods](https://python.stockindicators.dev/utilities/#content)
"""
- super_trend_results = CsIndicator.GetSuperTrend[Quote](CsList(Quote, quotes), lookback_periods, multiplier)
+ super_trend_results = CsIndicator.GetSuperTrend[Quote](
+ CsList(Quote, quotes), lookback_periods, multiplier
+ )
return SuperTrendResults(super_trend_results, SuperTrendResult)
@@ -70,6 +74,8 @@ def lower_band(self, value):
_T = TypeVar("_T", bound=SuperTrendResult)
+
+
class SuperTrendResults(CondenseMixin, RemoveWarmupMixin, IndicatorResults[_T]):
"""
A wrapper class for the list of Super Trend results.
diff --git a/stock_indicators/indicators/zig_zag.py b/stock_indicators/indicators/zig_zag.py
index b3a49ba7..4368a055 100644
--- a/stock_indicators/indicators/zig_zag.py
+++ b/stock_indicators/indicators/zig_zag.py
@@ -11,8 +11,11 @@
from stock_indicators.indicators.common.quote import Quote
-def get_zig_zag(quotes: Iterable[Quote], end_type: EndType = EndType.CLOSE,
- percent_change: float = 5):
+def get_zig_zag(
+ quotes: Iterable[Quote],
+ end_type: EndType = EndType.CLOSE,
+ percent_change: float = 5,
+):
"""Get Zig Zag calculated.
Zig Zag is a price chart overlay that simplifies the up and down
@@ -36,8 +39,9 @@ def get_zig_zag(quotes: Iterable[Quote], end_type: EndType = EndType.CLOSE,
- [Zig Zag Reference](https://python.stockindicators.dev/indicators/ZigZag/#content)
- [Helper Methods](https://python.stockindicators.dev/utilities/#content)
"""
- results = CsIndicator.GetZigZag[Quote](CsList(Quote, quotes), end_type.cs_value,
- CsDecimal(percent_change))
+ results = CsIndicator.GetZigZag[Quote](
+ CsList(Quote, quotes), end_type.cs_value, CsDecimal(percent_change)
+ )
return ZigZagResults(results, ZigZagResult)
@@ -80,6 +84,8 @@ def retrace_low(self, value):
_T = TypeVar("_T", bound=ZigZagResult)
+
+
class ZigZagResults(CondenseMixin, IndicatorResults[_T]):
"""
A wrapper class for the list of Zig Zag results.
From 092a890c63e418ac6f10fa9e1a432a49961da05d Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Wed, 24 Dec 2025 09:54:30 +0000
Subject: [PATCH 06/11] Merge main branch and resolve conflicts for decimal
conversion performance improvement
Co-authored-by: DaveSkender <8432125+DaveSkender@users.noreply.github.com>
---
.coderabbit.yaml | 277 ++
.devcontainer/devcontainer.json | 83 +-
.devcontainer/post-create.sh | 25 +
.devcontainer/setup.sh | 10 -
.github/workflows/ci.yml | 63 +
.github/workflows/deploy-package.yml | 6 +-
.github/workflows/deploy-website.yml | 2 +-
.github/workflows/lint-pull-request.yml | 52 +-
.github/workflows/test-code-coverage.yml | 12 +-
.github/workflows/test-indicators-full.yml | 26 +-
.github/workflows/test-indicators.yml | 16 +-
.github/workflows/test-localization.yml | 11 +-
.github/workflows/test-performance.yml | 10 +-
.github/workflows/test-website-a11y.yml | 2 +-
.github/workflows/test-website-links.yml | 2 +-
.markdownlint-cli2.jsonc | 57 +
.pylintrc | 21 -
.vscode/extensions.json | 5 +-
.vscode/mcp.json | 36 +
.vscode/settings.json | 47 +-
.vscode/tasks.json | 212 +-
README.md | 6 +-
benchmarks/conftest.py | 5 +-
benchmarks/test_benchmark_indicators.py | 8 +-
docs/Gemfile.lock | 6 +-
docs/_indicators/AtrStop.md | 1 -
docs/contributing.md | 62 +-
docs/pages/guide.md | 46 +-
docs/pages/performance.md | 4 +-
pyproject.toml | 55 +-
requirements-test.txt | 3 +
requirements.txt | 2 +-
stock_indicators/__init__.py | 7 +
stock_indicators/_cslib/__init__.py | 190 +-
.../_cslib/lib/Skender.Stock.Indicators.dll | Bin 219648 -> 218112 bytes
.../_cslib/lib/Skender.Stock.Indicators.xml | 2742 +++++++++++++++++
stock_indicators/_cstypes/__init__.py | 6 +-
stock_indicators/_cstypes/datetime.py | 5 +-
stock_indicators/_cstypes/decimal.py | 71 +-
stock_indicators/_cstypes/list.py | 21 +-
stock_indicators/exceptions.py | 23 +
stock_indicators/indicators/__init__.py | 170 +-
stock_indicators/indicators/adl.py | 4 +-
stock_indicators/indicators/adx.py | 12 +-
stock_indicators/indicators/alligator.py | 30 +-
stock_indicators/indicators/alma.py | 13 +-
stock_indicators/indicators/aroon.py | 4 +-
stock_indicators/indicators/atr.py | 4 +-
stock_indicators/indicators/atr_stop.py | 4 +-
stock_indicators/indicators/awesome.py | 8 +-
stock_indicators/indicators/basic_quotes.py | 12 +-
stock_indicators/indicators/beta.py | 18 +-
.../indicators/bollinger_bands.py | 12 +-
stock_indicators/indicators/bop.py | 4 +-
stock_indicators/indicators/cci.py | 4 +-
.../indicators/chaikin_oscillator.py | 12 +-
stock_indicators/indicators/chandelier.py | 17 +-
stock_indicators/indicators/chop.py | 4 +-
stock_indicators/indicators/cmf.py | 4 +-
stock_indicators/indicators/cmo.py | 4 +-
.../indicators/common/__init__.py | 27 +-
.../common/_contrib/type_resolver.py | 15 +-
stock_indicators/indicators/common/candles.py | 47 +-
stock_indicators/indicators/common/enums.py | 13 +-
stock_indicators/indicators/common/helpers.py | 52 +-
stock_indicators/indicators/common/quote.py | 151 +-
stock_indicators/indicators/common/results.py | 96 +-
stock_indicators/indicators/connors_rsi.py | 17 +-
stock_indicators/indicators/correlation.py | 14 +-
stock_indicators/indicators/dema.py | 4 +-
stock_indicators/indicators/doji.py | 4 +-
stock_indicators/indicators/donchian.py | 4 +-
stock_indicators/indicators/dpo.py | 4 +-
stock_indicators/indicators/dynamic.py | 8 +-
stock_indicators/indicators/elder_ray.py | 4 +-
stock_indicators/indicators/ema.py | 13 +-
stock_indicators/indicators/epma.py | 4 +-
stock_indicators/indicators/fcb.py | 4 +-
.../indicators/fisher_transform.py | 8 +-
stock_indicators/indicators/force_index.py | 4 +-
stock_indicators/indicators/fractal.py | 8 +-
stock_indicators/indicators/gator.py | 15 +-
stock_indicators/indicators/heikin_ashi.py | 4 +-
stock_indicators/indicators/hma.py | 4 +-
stock_indicators/indicators/ht_trendline.py | 4 +-
stock_indicators/indicators/hurst.py | 4 +-
stock_indicators/indicators/ichimoku.py | 40 +-
stock_indicators/indicators/kama.py | 23 +-
stock_indicators/indicators/keltner.py | 17 +-
stock_indicators/indicators/kvo.py | 17 +-
stock_indicators/indicators/ma_envelopes.py | 17 +-
stock_indicators/indicators/macd.py | 24 +-
stock_indicators/indicators/mama.py | 12 +-
stock_indicators/indicators/mfi.py | 4 +-
stock_indicators/indicators/obv.py | 4 +-
stock_indicators/indicators/parabolic_sar.py | 43 +-
stock_indicators/indicators/pivot_points.py | 4 +-
stock_indicators/indicators/pivots.py | 4 +-
stock_indicators/indicators/pmo.py | 17 +-
stock_indicators/indicators/prs.py | 18 +-
stock_indicators/indicators/pvo.py | 17 +-
stock_indicators/indicators/renko.py | 4 +-
stock_indicators/indicators/roc.py | 28 +-
stock_indicators/indicators/rolling_pivots.py | 4 +-
stock_indicators/indicators/rsi.py | 4 +-
stock_indicators/indicators/slope.py | 4 +-
stock_indicators/indicators/sma.py | 20 +-
stock_indicators/indicators/smi.py | 24 +-
stock_indicators/indicators/smma.py | 4 +-
stock_indicators/indicators/starc_bands.py | 22 +-
stock_indicators/indicators/stc.py | 17 +-
stock_indicators/indicators/stdev.py | 13 +-
stock_indicators/indicators/stdev_channels.py | 16 +-
stock_indicators/indicators/stoch.py | 26 +-
stock_indicators/indicators/stoch_rsi.py | 20 +-
stock_indicators/indicators/super_trend.py | 4 +-
stock_indicators/indicators/t3.py | 14 +-
stock_indicators/indicators/tema.py | 4 +-
stock_indicators/indicators/tr.py | 4 +-
stock_indicators/indicators/trix.py | 12 +-
stock_indicators/indicators/tsi.py | 17 +-
stock_indicators/indicators/ulcer_index.py | 4 +-
stock_indicators/indicators/ultimate.py | 17 +-
.../indicators/volatility_stop.py | 14 +-
stock_indicators/indicators/vortex.py | 4 +-
stock_indicators/indicators/vwap.py | 117 +-
stock_indicators/indicators/vwma.py | 4 +-
stock_indicators/indicators/williams_r.py | 4 +-
stock_indicators/indicators/wma.py | 13 +-
stock_indicators/indicators/zig_zag.py | 4 +-
.../common/test-dateof-roundtrip-variants.py | 5 +-
tests/common/test_candle.py | 63 +-
tests/common/test_common.py | 15 +-
tests/common/test_cstype_conversion.py | 34 +-
tests/common/test_cstype_datetime_kind.py | 24 +-
tests/common/test_dateof_equivalence.py | 2 +-
.../common/test_dateof_identity_roundtrip.py | 1 +
tests/common/test_indicator_results.py | 57 +-
tests/common/test_locale.py | 12 +-
tests/common/test_quote.py | 87 +-
tests/common/test_sma_roundtrip_dates.py | 8 +-
tests/common/test_type_compatibility.py | 7 +-
tests/conftest.py | 26 +-
tests/test_adl.py | 29 +-
tests/test_adx.py | 33 +-
tests/test_basic_quote.py | 33 +-
tests/test_connors_rsi.py | 2 -
tests/test_gator.py | 31 +-
tests/test_hurst.py | 4 +-
tests/test_parabolic_sar.py | 22 +-
tests/test_renko.py | 16 +-
tests/test_sma_analysis.py | 9 +-
tests/test_starc_bands.py | 1 -
tests/test_stdev.py | 27 +-
tests/test_stoch.py | 3 -
tests/test_trix.py | 9 +-
tests/test_tsi.py | 3 +
tests/test_ulcer_index.py | 3 +
tests/test_vwap.py | 1 -
tests/utiltest.py | 13 +-
typings/Skender/Stock/Indicators/__init__.pyi | 17 +
.../System/Collections/Generic/__init__.pyi | 4 +
typings/System/Globalization/__init__.pyi | 4 +
typings/System/Threading/__init__.pyi | 3 +
typings/System/__init__.pyi | 8 +
typings/pythonnet/__init__.pyi | 3 +
typings/stock_indicators/_cslib/__init__.pyi | 25 +
167 files changed, 5313 insertions(+), 1144 deletions(-)
create mode 100644 .coderabbit.yaml
create mode 100644 .devcontainer/post-create.sh
delete mode 100755 .devcontainer/setup.sh
create mode 100644 .github/workflows/ci.yml
create mode 100644 .markdownlint-cli2.jsonc
delete mode 100644 .pylintrc
create mode 100644 .vscode/mcp.json
create mode 100644 stock_indicators/_cslib/lib/Skender.Stock.Indicators.xml
create mode 100644 stock_indicators/exceptions.py
create mode 100644 typings/Skender/Stock/Indicators/__init__.pyi
create mode 100644 typings/System/Collections/Generic/__init__.pyi
create mode 100644 typings/System/Globalization/__init__.pyi
create mode 100644 typings/System/Threading/__init__.pyi
create mode 100644 typings/System/__init__.pyi
create mode 100644 typings/pythonnet/__init__.pyi
create mode 100644 typings/stock_indicators/_cslib/__init__.pyi
diff --git a/.coderabbit.yaml b/.coderabbit.yaml
new file mode 100644
index 00000000..8f166db2
--- /dev/null
+++ b/.coderabbit.yaml
@@ -0,0 +1,277 @@
+# yaml-language-server: $schema=https://coderabbit.ai/integrations/schema.v2.json
+# CodeRabbit config docs: https://docs.coderabbit.ai/reference/configuration
+# Defaults and examples GitHub repo: coderabbitai/awesome-coderabbit
+
+# General settings
+language: "en-US" # Language for reviews (default: "en-US")
+tone_instructions: "" # Custom tone for reviews (default: "")
+enable_free_tier: false # Enable free tier features (default: true)
+inheritance: false # top-level instructions (default: false)
+
+# preview features
+early_access: true # Enable early-access features (default: false)
+
+# ISSUE ENRICHMENT (preview)
+issue_enrichment:
+ auto_enrich:
+ enabled: false # Enable auto issue enrichment (default: true)
+ planning:
+ enabled: true # Enable generating a planning for issues (default: true)
+ auto_planning:
+ enabled: true # Enable auto-generated plans based on labels (default: true)
+ labels: # Triggering labels for auto-planning (default: [])
+ - rabbit-plan
+ labeling:
+ auto_apply_labels: false
+ labeling_instructions: []
+
+# REVIEWS
+reviews:
+ profile: "chill"
+ review_status: true
+ commit_status: true
+ fail_commit_status: false
+ request_changes_workflow: false
+ enable_prompt_for_ai_agents: true
+ in_progress_fortune: false
+
+ abort_on_close: true
+ disable_cache: false
+
+ # High level summary of the changes in the PR/MR description or walkthrough.
+ high_level_summary: false
+ high_level_summary_in_walkthrough: false
+ high_level_summary_placeholder: "@coderabbitai summary"
+
+ # Walkthrough
+ collapse_walkthrough: true
+ changed_files_summary: false # Generate a summary of the changed files in the walkthrough.
+ sequence_diagrams: false # Generate sequence diagrams in the walkthrough.
+ estimate_code_review_effort: false # Generate review effort in walkthrough.
+ assess_linked_issues: true # Assess how well the changes address the linked issues in the walkthrough.
+ related_issues: false # Include possibly related issues in the walkthrough.
+ related_prs: false # Include possibly related pull requests in the walkthrough.
+ poem: false # Generate a poem in the walkthrough comment.
+
+ # Automatic review scheduling
+ auto_review:
+ enabled: true
+ auto_incremental_review: true # Review each push (default: true)
+ drafts: false # Review Draft pull requests (default: false)
+ base_branches:
+ - ".*"
+
+ # Automatic labels
+ # Suggest labels based on the changes in the pull request in the walkthrough.
+ suggested_labels: false
+ auto_apply_labels: false
+
+ # Automatic reviewers
+ # Suggest reviewers based on the changes in the pull request in the walkthrough.
+ suggested_reviewers: false
+ auto_assign_reviewers: false
+
+ # Automatic PR titles
+ auto_title_placeholder: "@coderabbitai"
+ auto_title_instructions: |
+ Use conventional commit with short (<65 chars) sentence case Subject. See Copilot instructions.
+
+ Title strategy:
+ - Focus on the PRIMARY contribution or most central feature delivered in the PR
+ - Do NOT base the title on the last commit message
+ - Do NOT choose the most verbose or largest change
+ - Identify the core purpose or business value of the PR
+ - Keep titles concise and meaningful
+
+ Requirements:
+ - Use lowercase for type: feat, fix, docs, style, refactor, perf, test, build, ci, chore, revert, or plan
+ - Subject must start with an uppercase letter
+ - Keep total title length ≤ 65 characters
+ - Use imperative mood (e.g., "Add feature" not "Added feature")
+
+ Examples:
+ - `feat: Add WebSocket support` (not "Update connection manager")
+ - `fix: Resolve authentication timeout` (not "Fix bug in auth service")
+ - `docs: Improve API examples` (not "Update documentation files")
+ - `chore: Update dependencies` (when that's the sole purpose)
+
+ # Path specific review instructions
+ path_instructions:
+ - path: "**/src/**"
+ instructions: "Ensure alignment to latest language and framework standards, and our organization's coding standards"
+ - path: "**/test/**"
+ instructions: "Focus on test coverage, edge cases, and alignment to test framework"
+ - path: "**/api/**"
+ instructions: "Ensure proper error handling and API documentation"
+ - path: "**/*.md"
+ instructions: "Check for broken links and formatting according to markdown configuration and instructions"
+
+ # Code enhancement features
+ finishing_touches:
+ docstrings:
+ enabled: false # Generate docstrings for PRs/MRs (default: true)
+ unit_tests:
+ enabled: false # Generate unit tests for PRs/MRs (default: true)
+
+ # Pre-merge validation checks
+ pre_merge_checks:
+ docstrings: # Docstring coverage check (default: warning)
+ mode: off
+ description: # PR description validation (default: warning)
+ mode: off
+ issue_assessment: # Linked issue assessment (default: warning)
+ mode: off
+ title: # PR title validation (default: warning)
+ mode: off
+
+ # Files to include/exclude from reviews
+ path_filters:
+ - "**" # Include all (base)
+ - "!node_modules/" # NPM dependencies
+ - "!*-lock.json" # NPM/PNPM lock files
+ - "!packages.lock.json" # NuGet lock file
+ - "!packages/" # NuGet packages cache
+ - "!_cslib/" # DLL library path
+ - "!.jekyll-cache/" # Jekyll cache
+ - "!.pytest_cache/" # Python test cache
+ - "!__pycache__/" # Python caches
+ - "!.venv/" # Python virtual env
+ - "!.benchmarks/" # Benchmarks cache
+ - "!.coverage/" # Code coverage reports
+ - "!vendor/" # Ruby vendor and gem files
+ - "!Gemfile.lock" # Ruby dependencies lock
+ - "!.vitepress/cache/" # VitePress cache
+ - "!.vitepress/dist/" # VitePress build output
+ - "!bin/" # .NET build output
+ - "!obj/" # .NET build intermediate files
+ - "!*.g.cs" # Generated source code
+ - "!*.docx" # Office Word
+ - "!*.pptx" # Office PowerPoint
+ - "!*.xlsx" # Office Spreadsheets
+ - "!*.bak" # Backup files
+ - "!*.zip" # Compressed files
+
+ # Tool integrations
+ tools:
+
+ # tools: default on
+ actionlint: # GitHub Actions workflow static checker
+ enabled: true
+ ast-grep: # Code pattern analysis using AST
+ essential_rules: true
+ gitleaks: # Secret/credential scanner
+ enabled: true
+ github-checks: # GitHub Checks integration
+ enabled: true
+ timeout_ms: 90000
+ markdownlint: # Markdown linter for consistency
+ enabled: true
+ osvScanner: # Vulnerability package scanner
+ enabled: true
+ ruff: # Python linter and formatter
+ enabled: true
+ semgrep: # Security & code quality static analysis
+ enabled: true
+ shellcheck: # Shell script linter
+ enabled: true
+ yamllint: # YAML linter
+ enabled: true
+
+ # tools: default off
+ biome: # Fast formatter, linter, and analyzer for web
+ enabled: false
+ brakeman: # Rails security vulnerability scanner
+ enabled: false
+ buf: # Protobuf linter
+ enabled: false
+ checkov: # Infrastructure-as-code static analyzer
+ enabled: false
+ checkmake: # Makefile linter
+ enabled: false
+ circleci: # CircleCI config static checker
+ enabled: false
+ clang: # C/C++ static analysis tool
+ enabled: false
+ clippy: # Rust linter
+ enabled: false
+ cppcheck: # C/C++ static analyzer
+ enabled: false
+ detekt: # Kotlin static analyzer
+ enabled: false
+ dotenvLint: # .env file linter
+ enabled: false
+ eslint: # JavaScript/TypeScript linter
+ enabled: false
+ flake8: # Python linter
+ enabled: false
+ fortitudeLint: # Fortran linter
+ enabled: false
+ golangci-lint: # Go linter runner
+ enabled: false
+ hadolint: # Dockerfile linter
+ enabled: false
+ htmlhint: # HTML linter
+ enabled: false
+ languagetool: # Grammar and style checker (30+ languages)
+ enabled: false
+ luacheck: # Lua linter
+ enabled: false
+ oxc: # JavaScript/TypeScript linter in Rust
+ enabled: false
+ phpcs: # PHP linter and coding standard checker
+ enabled: false
+ phpmd: # PHP code quality analyzer
+ enabled: false
+ phpstan: # PHP static analysis tool
+ enabled: false
+ pmd: # Java/multilanguage static analyzer
+ enabled: false
+ prismaLint: # Prisma schema linter
+ enabled: false
+ pylint: # Python static analyzer
+ enabled: false
+ regal: # Rego linter and language server
+ enabled: false
+ rubocop: # Ruby linter and code formatter
+ enabled: false
+ shopifyThemeCheck: # Shopify Liquid theme linter
+ enabled: false
+ sqlfluff: # SQL linter
+ enabled: false
+ swiftlint: # Swift linter
+ enabled: false
+
+# CHAT FEATURES
+chat:
+ art: false
+ auto_reply: true
+ integrations:
+ jira:
+ usage: disabled
+ linear:
+ usage: disabled
+
+# KNOWLEDGE BASE
+knowledge_base:
+ opt_out: false
+ web_search:
+ enabled: true
+ code_guidelines:
+ enabled: true
+ filePatterns:
+ - "**/agents.md"
+ - ".github/copilot-instructions.md"
+ - ".github/instructions/**/*.instructions.md"
+ - ".github/skills/**/*skill.md"
+ learnings:
+ scope: auto
+ issues:
+ scope: auto
+ pull_requests:
+ scope: auto
+ mcp:
+ usage: auto
+ jira:
+ usage: disabled
+ linear:
+ usage: disabled
diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
index 85748491..32609b39 100644
--- a/.devcontainer/devcontainer.json
+++ b/.devcontainer/devcontainer.json
@@ -9,36 +9,20 @@
*/
{
"name": "Stock Indicators for Python",
- "image": "mcr.microsoft.com/devcontainers/python:3.12",
- "forwardPorts": [],
- "remoteUser": "vscode",
+ "image": "mcr.microsoft.com/devcontainers/python:3.13",
"features": {
- "ghcr.io/devcontainers/features/git:1": {
- "version": "os-provided"
- },
"ghcr.io/devcontainers/features/dotnet:2": {
- "version": "lts"
+ "version": "10.0",
+ "additionalVersions": "9.0,8.0"
},
"ghcr.io/devcontainers/features/node:1": {
"version": "lts",
"pnpmVersion": "none",
"nvmVersion": "none"
},
- "ghcr.io/devcontainers/features/github-cli:1": {
- "installDirectlyFromGitHubRelease": true,
- "version": "latest"
- },
- "ghcr.io/devcontainers/features/azure-cli:1": {
- "version": "latest"
- },
+ "ghcr.io/devcontainers/features/github-cli:1": {},
"ghcr.io/devcontainers/features/ruby:1": {
"version": "3.3"
- },
- "ghcr.io/devcontainers-extra/features/isort:2": {
- "version": "latest"
- },
- "ghcr.io/devcontainers-extra/features/pylint:2": {
- "version": "latest"
}
},
// Use 'settings' to set *default* container specific settings.json
@@ -48,26 +32,39 @@
// container overrides only
// otherwise use .vscode/settings.json
"settings": {
- "pylint.importStrategy": "fromEnvironment",
- "python.defaultInterpreterPath": "/usr/local/bin/python"
- },
- // required extensions
- // for recommended, see .vscode/extensions.json
- "extensions": [
- "donjayamanne.python-extension-pack",
- "DavidAnson.vscode-markdownlint",
- "EditorConfig.EditorConfig",
- "ms-python.black-formatter",
- "ms-python.debugpy",
- "ms-python.isort",
- "ms-python.python",
- "ms-python.pylint",
- "ms-python.vscode-pylance"
- ]
- }
- },
- // Runs after the container is created
- "postCreateCommand": "chmod +x .devcontainer/setup.sh && .devcontainer/setup.sh",
- // Runs every time the container starts
- "postStartCommand": "echo 'Container started'"
-}
+ "python.defaultInterpreterPath": "${containerWorkspaceFolder}/.venv/bin/python",
+ "python.testing.pytestEnabled": true,
+ "python.testing.unittestEnabled": false,
+ "[python]": {
+ "editor.defaultFormatter": "charliermarsh.ruff",
+ "editor.formatOnSave": true,
+ "editor.codeActionsOnSave": {
+ "source.organizeImports.ruff": "explicit",
+ "source.fixAll.ruff": "explicit"
+ }
+ },
+ // required extensions
+ // for recommended, see .vscode/extensions.json
+ "extensions": [
+ "charliermarsh.ruff",
+ "DavidAnson.vscode-markdownlint",
+ "EditorConfig.EditorConfig",
+ "ms-python.debugpy",
+ "ms-python.python",
+ "ms-python.vscode-pylance"
+ ]
+ }
+ },
+ "forwardPorts": [
+ 4000
+ ],
+ "portsAttributes": {
+ "4000": {
+ "label": "Doc Site (Jekyll)",
+ "onAutoForward": "notify"
+ }
+ },
+ "remoteUser": "vscode",
+ "postCreateCommand": ".devcontainer/post-create.sh",
+ "postStartCommand": "echo 'Container started'"
+ }
diff --git a/.devcontainer/post-create.sh b/.devcontainer/post-create.sh
new file mode 100644
index 00000000..03560b04
--- /dev/null
+++ b/.devcontainer/post-create.sh
@@ -0,0 +1,25 @@
+#!/bin/bash
+set -e
+
+# Create virtual environment if it doesn't exist
+if [ ! -d ".venv" ]; then
+ echo "Creating virtual environment..."
+ python -m venv .venv
+fi
+
+# Activate virtual environment
+source .venv/bin/activate
+
+# Upgrade pip
+echo "Upgrading pip..."
+python -m pip install --upgrade pip
+
+# Install core dependencies
+echo "Installing core dependencies..."
+pip install -r requirements.txt
+
+# Install test dependencies
+echo "Installing test dependencies..."
+pip install -r requirements-test.txt
+
+echo "✓ Dev container setup complete!"
diff --git a/.devcontainer/setup.sh b/.devcontainer/setup.sh
deleted file mode 100755
index 7ad8e56e..00000000
--- a/.devcontainer/setup.sh
+++ /dev/null
@@ -1,10 +0,0 @@
-#!/bin/bash
-
-# install or upgrade pip
-python -m ensurepip --upgrade
-
-# install core dependencies
-pip install -r requirements.txt
-
-# install test dependencies
-pip install -r requirements-test.txt
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 00000000..dcd91906
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,63 @@
+name: CI
+
+on:
+ push:
+ pull_request:
+
+permissions:
+ contents: read
+
+jobs:
+ linting:
+ runs-on: ubuntu-latest
+
+ steps:
+ - name: Checkout source
+ uses: actions/checkout@v6
+
+ - name: Setup .NET
+ uses: actions/setup-dotnet@v5
+ with:
+ dotnet-version: 10.x
+ dotnet-quality: ga
+
+ - name: Setup Python
+ uses: actions/setup-python@v6
+ with:
+ python-version: 3.13
+ cache: "pip"
+
+ - name: Create virtual environment
+ run: python -m venv .venv
+
+ - name: Install dependencies
+ run: |
+ source .venv/bin/activate
+ python -m pip install --upgrade pip
+ python -m pip install -e .
+ python -m pip install -r requirements-test.txt
+
+ - name: Ruff lint
+ run: |
+ source .venv/bin/activate
+ ruff check .
+
+ - name: Ruff format check
+ run: |
+ source .venv/bin/activate
+ ruff format --check .
+
+ - name: Pyright
+ run: |
+ source .venv/bin/activate
+ pyright
+
+ - name: Pytest
+ run: |
+ source .venv/bin/activate
+ pytest
+
+ - name: pip-audit
+ run: |
+ source .venv/bin/activate
+ pip-audit -r requirements.txt -r requirements-test.txt
diff --git a/.github/workflows/deploy-package.yml b/.github/workflows/deploy-package.yml
index 2e35e2d8..22df88cb 100644
--- a/.github/workflows/deploy-package.yml
+++ b/.github/workflows/deploy-package.yml
@@ -19,15 +19,15 @@ jobs:
steps:
- name: Checkout source
- uses: actions/checkout@v5
+ uses: actions/checkout@v6
with:
fetch-tags: true
fetch-depth: 0
- name: Setup Python
- uses: actions/setup-python@v5
+ uses: actions/setup-python@v6
with:
- python-version: 3.12
+ python-version: 3.13
- name: Build library
run: |
diff --git a/.github/workflows/deploy-website.yml b/.github/workflows/deploy-website.yml
index b58c2f68..96de73a9 100644
--- a/.github/workflows/deploy-website.yml
+++ b/.github/workflows/deploy-website.yml
@@ -29,7 +29,7 @@ jobs:
steps:
- name: Checkout source
- uses: actions/checkout@v5
+ uses: actions/checkout@v6
- name: Setup Ruby
uses: ruby/setup-ruby@v1
diff --git a/.github/workflows/lint-pull-request.yml b/.github/workflows/lint-pull-request.yml
index 56118d78..95c01a2b 100644
--- a/.github/workflows/lint-pull-request.yml
+++ b/.github/workflows/lint-pull-request.yml
@@ -1,26 +1,48 @@
-name: Pull request
+name: Lint pull request
on:
pull_request_target:
+ branches:
+ - "main"
+ - "v[0-9]*"
types:
- opened
- edited
- unlabeled
+ - ready_for_review
+
+concurrency:
+ group: >-
+ ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
+ cancel-in-progress: true
permissions:
pull-requests: write
jobs:
- main:
- name: lint PR title
+ title:
runs-on: ubuntu-latest
+ if: ${{ !github.event.pull_request.draft }}
steps:
- - uses: amannn/action-semantic-pull-request@v5
+ - uses: amannn/action-semantic-pull-request@v6.1.1
id: lint_pr_title
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
with:
+ types: |
+ feat
+ fix
+ docs
+ style
+ refactor
+ perf
+ test
+ build
+ ci
+ chore
+ revert
+ plan
subjectPattern: ^([A-Z]).+$
subjectPatternError: >
The subject "**{subject}**" must start with an uppercase character.
@@ -28,8 +50,9 @@ jobs:
ignoreLabels: |
bot
dependencies
+ automated
- - uses: marocchino/sticky-pull-request-comment@v2
+ - uses: marocchino/sticky-pull-request-comment@v2.9.4
if: always() && (steps.lint_pr_title.outputs.error_message != null)
with:
header: pr-title-lint-error
@@ -47,6 +70,7 @@ jobs:
- `feat: Add API endpoint for market data`
- `fix: Resolve WebSocket connection issues`
+ - `plan: Define technical implementation approach`
- `chore: Update NuGet dependencies`
@@ -56,29 +80,33 @@ jobs:
- `feat: Add API endpoint for market data`
- `fix: Resolve WebSocket connection issues`
+ #### Planning & architecture
+ - `plan: Define technical implementation approach`
+
#### Code quality
- `style: Format trading strategy classes`
- `refactor: Restructure trading engine components`
- `perf: Optimize trade order execution flow`
-
+
#### Documentation & testing
- `docs: Update API documentation`
- `test: Add unit tests for sign-in flow`
-
+
#### Infrastructure
- - `build: Update .NET SDK version to 8.0`
+ - `build: Update .NET SDK version to 10.0`
- `ci: Add workflow for performance testing`
- `chore: Update NuGet dependencies`
-
+
#### Other
- `revert: Remove faulty market data provider`
-
- See [Conventional Commits](https://www.conventionalcommits.org) for more details.
+
+ See [Conventional Commits](https://www.conventionalcommits.org)
+ for more details.
# Delete a previous comment when the issue has been resolved
- if: ${{ steps.lint_pr_title.outputs.error_message == null }}
- uses: marocchino/sticky-pull-request-comment@v2
+ uses: marocchino/sticky-pull-request-comment@v2.9.4
with:
header: pr-title-lint-error
delete: true
diff --git a/.github/workflows/test-code-coverage.yml b/.github/workflows/test-code-coverage.yml
index adb0063b..bc860047 100644
--- a/.github/workflows/test-code-coverage.yml
+++ b/.github/workflows/test-code-coverage.yml
@@ -6,7 +6,7 @@ name: Test code coverage
on:
push:
branches: ["main"]
- pull_request_target:
+ pull_request:
branches: ["*"]
workflow_dispatch:
@@ -27,20 +27,20 @@ jobs:
CODACY_PROJECT_TOKEN: ${{ secrets.CODACY_PROJECT_TOKEN }}
steps:
- - name: Checkout PR
- uses: actions/checkout@v5
+ - name: Checkout source
+ uses: actions/checkout@v6
with:
# Explicitly checkout PR code
ref: ${{ github.event.pull_request.head.sha }}
- name: Setup .NET
- uses: actions/setup-dotnet@v4
+ uses: actions/setup-dotnet@v5
with:
- dotnet-version: 9.x
+ dotnet-version: 10.x
dotnet-quality: ga
- name: Setup Python
- uses: actions/setup-python@v5
+ uses: actions/setup-python@v6
with:
python-version: 3.13
cache: "pip"
diff --git a/.github/workflows/test-indicators-full.yml b/.github/workflows/test-indicators-full.yml
index de8685d3..b802f433 100644
--- a/.github/workflows/test-indicators-full.yml
+++ b/.github/workflows/test-indicators-full.yml
@@ -23,26 +23,26 @@ jobs:
# Primary testing on Ubuntu (free tier)
- os: ubuntu-24.04-arm
python-version: "3.8"
- dotnet-version: "6.x"
- - os: ubuntu-24.04-arm
- python-version: "3.10"
dotnet-version: "8.x"
- os: ubuntu-24.04-arm
- python-version: "3.12"
+ python-version: "3.10"
dotnet-version: "9.x"
-
+ - os: ubuntu-24.04-arm
+ python-version: "3.13"
+ dotnet-version: "10.x"
+
# Essential platform compatibility testing (reduced matrix)
- os: windows-2025
python-version: "3.12"
- dotnet-version: "9.x"
+ dotnet-version: "10.x"
- os: macos-15
- python-version: "3.12"
- dotnet-version: "9.x"
-
+ python-version: "3.13"
+ dotnet-version: "10.x"
+
# Legacy support verification
- os: ubuntu-22.04
python-version: "3.8"
- dotnet-version: "6.x"
+ dotnet-version: "8.x"
runs-on: ${{ matrix.os }}
name: "Py${{ matrix.python-version }}/.NET${{ matrix.dotnet-version }} on ${{ matrix.os }}"
@@ -54,16 +54,16 @@ jobs:
steps:
- name: Checkout source
- uses: actions/checkout@v5
+ uses: actions/checkout@v6
- name: Setup .NET
- uses: actions/setup-dotnet@v4
+ uses: actions/setup-dotnet@v5
with:
dotnet-version: ${{ matrix.dotnet-version }}
dotnet-quality: ga
- name: Setup Python
- uses: actions/setup-python@v5
+ uses: actions/setup-python@v6
with:
python-version: ${{ matrix.python-version }}
cache: "pip"
diff --git a/.github/workflows/test-indicators.yml b/.github/workflows/test-indicators.yml
index ca1341ff..06ead104 100644
--- a/.github/workflows/test-indicators.yml
+++ b/.github/workflows/test-indicators.yml
@@ -20,14 +20,14 @@ jobs:
include:
- # Primary testing on Ubuntu (free tier) with older configuration
+ # Primary testing on Ubuntu (free tier) with minimum supported .NET version
- os: ubuntu-22.04
- dotnet-version: "6.x"
+ dotnet-version: "8.x"
python-version: "3.8"
# Primary testing on Ubuntu (free tier) with newer configuration
- os: ubuntu-24.04-arm
- dotnet-version: "9.x"
+ dotnet-version: "10.x"
python-version: "3.13"
post-summary: true
@@ -46,10 +46,10 @@ jobs:
steps:
- name: Checkout source
- uses: actions/checkout@v5
+ uses: actions/checkout@v6
- name: Check debug settings
- if: ${{ matrix.post-summary }} == 'true'
+ if: ${{ matrix['post-summary'] == true }}
shell: bash
run: |
echo "Checking for debug logging settings in package files..."
@@ -64,13 +64,13 @@ jobs:
echo "✓ No debug logging settings found."
- name: Setup .NET
- uses: actions/setup-dotnet@v4
+ uses: actions/setup-dotnet@v5
with:
dotnet-version: ${{ matrix.dotnet-version }}
dotnet-quality: ga
- name: Setup Python
- uses: actions/setup-python@v5
+ uses: actions/setup-python@v6
with:
python-version: ${{ matrix.python-version }}
cache: "pip"
@@ -97,6 +97,6 @@ jobs:
- name: Post test summary
uses: test-summary/action@v2
- if: ${{ matrix.post-summary }} == 'true'
+ if: ${{ matrix['post-summary'] == true }}
with:
paths: test-results.xml
diff --git a/.github/workflows/test-localization.yml b/.github/workflows/test-localization.yml
index 832fad9a..29e2daa3 100644
--- a/.github/workflows/test-localization.yml
+++ b/.github/workflows/test-localization.yml
@@ -48,16 +48,17 @@ jobs:
PYTHONIOENCODING: utf-8
steps:
- - uses: actions/checkout@v5
+ - name: Checkout source
+ uses: actions/checkout@v6
- - uses: actions/setup-dotnet@v4
+ - uses: actions/setup-dotnet@v5
with:
- dotnet-version: 9.x
+ dotnet-version: 10.x
dotnet-quality: ga
- - uses: actions/setup-python@v5
+ - uses: actions/setup-python@v6
with:
- python-version: 3.12
+ python-version: 3.13
cache: "pip"
- name: Configure Linux locale
diff --git a/.github/workflows/test-performance.yml b/.github/workflows/test-performance.yml
index 76e651c4..176bad1d 100644
--- a/.github/workflows/test-performance.yml
+++ b/.github/workflows/test-performance.yml
@@ -21,20 +21,20 @@ jobs:
steps:
- name: Checkout source
- uses: actions/checkout@v5
+ uses: actions/checkout@v6
with:
fetch-depth: 0
- name: Setup .NET
- uses: actions/setup-dotnet@v4
+ uses: actions/setup-dotnet@v5
with:
- dotnet-version: 9.x
+ dotnet-version: 10.x
dotnet-quality: ga
- name: Setup Python
- uses: actions/setup-python@v5
+ uses: actions/setup-python@v6
with:
- python-version: 3.12
+ python-version: 3.13
cache: "pip"
- name: Setup GitVersion
diff --git a/.github/workflows/test-website-a11y.yml b/.github/workflows/test-website-a11y.yml
index 0f925299..ed7f6542 100644
--- a/.github/workflows/test-website-a11y.yml
+++ b/.github/workflows/test-website-a11y.yml
@@ -29,7 +29,7 @@ jobs:
steps:
- name: Checkout source
- uses: actions/checkout@v5
+ uses: actions/checkout@v6
- name: Setup Ruby
uses: ruby/setup-ruby@v1
diff --git a/.github/workflows/test-website-links.yml b/.github/workflows/test-website-links.yml
index da87bd15..affe3233 100644
--- a/.github/workflows/test-website-links.yml
+++ b/.github/workflows/test-website-links.yml
@@ -29,7 +29,7 @@ jobs:
steps:
- name: Checkout source
- uses: actions/checkout@v5
+ uses: actions/checkout@v6
- name: Setup Ruby
uses: ruby/setup-ruby@v1
diff --git a/.markdownlint-cli2.jsonc b/.markdownlint-cli2.jsonc
new file mode 100644
index 00000000..d11a7dc6
--- /dev/null
+++ b/.markdownlint-cli2.jsonc
@@ -0,0 +1,57 @@
+{
+ "globs": [
+ "**/*.md",
+ "**/*.markdown"
+ ],
+ "ignores": [
+ "**/.pytest_cache/**",
+ "**/.coverage/**",
+ "**/.git/**",
+ "**/.github/**",
+ "**/.venv/**",
+ "**/_site/**",
+ "**/__pycache__/**",
+ "**/_cslib/**",
+ "**/node_modules/**",
+ "**/TestResults/**",
+ "**/*playwright*/**",
+ "**/vendor/**"
+ ],
+ "config": {
+ "default": true,
+ "MD003": {
+ "style": "atx"
+ },
+ "MD004": {
+ "style": "dash"
+ },
+ "MD007": {
+ "indent": 2
+ },
+ "MD013": false,
+ "MD025": false,
+ "MD029": {
+ "style": "ordered"
+ },
+ "MD033": {
+ "allowed_elements": [
+ "a",
+ "code",
+ "details",
+ "summary",
+ "sub",
+ "sup",
+ "kbd",
+ "abbr",
+ "img",
+ "br"
+ ]
+ },
+ "MD046": {
+ "style": "fenced"
+ },
+ "MD048": {
+ "style": "backtick"
+ }
+ }
+}
diff --git a/.pylintrc b/.pylintrc
deleted file mode 100644
index 3340ad6c..00000000
--- a/.pylintrc
+++ /dev/null
@@ -1,21 +0,0 @@
-[MASTER]
-extension-pkg-allow-list=
- clr
-
-ignore-long-lines=yes
-
-ignore-imports=yes
-
-disable=
- C0103, # Variable name doesn't conform to snake_case naming style
- C0114, # Missing module docstring
- C0115, # Missing class docstring
- C0116, # Missing function or method docstring
- C0301, # Line too long
- C0321, # More than one statement on a single line
- C0413, # Import should be at the top of the file
- C0415, # Import outside toplevel
- E0401, # Import error
- W0212, # Access to a protected member of a client class
- R0903, # Too few public methods
- R0913 # Too many arguments
diff --git a/.vscode/extensions.json b/.vscode/extensions.json
index 61fe2e05..091bc9a5 100644
--- a/.vscode/extensions.json
+++ b/.vscode/extensions.json
@@ -1,13 +1,10 @@
{
"recommendations": [
- "donjayamanne.python-extension-pack",
+ "charliermarsh.ruff",
"DavidAnson.vscode-markdownlint",
"EditorConfig.EditorConfig",
- "ms-python.black-formatter",
"ms-python.debugpy",
- "ms-python.isort",
"ms-python.python",
- "ms-python.pylint",
"ms-python.vscode-pylance"
]
}
diff --git a/.vscode/mcp.json b/.vscode/mcp.json
new file mode 100644
index 00000000..f9052861
--- /dev/null
+++ b/.vscode/mcp.json
@@ -0,0 +1,36 @@
+{
+ "servers": {
+ "cloudflare": {
+ "type": "stdio",
+ "command": "npx",
+ "args": [
+ "mcp-remote@latest",
+ "https://docs.mcp.cloudflare.com/mcp"
+ ]
+ },
+ "context7": {
+ "type": "stdio",
+ "command": "npx",
+ "args": [
+ "-y",
+ "@upstash/context7-mcp@latest"
+ ]
+ },
+ "playwright": {
+ "type": "stdio",
+ "command": "npx",
+ "args": [
+ "-y",
+ "@playwright/mcp@latest"
+ ]
+ }
+ },
+ "inputs": [
+ {
+ "id": "codacy_account_token",
+ "type": "promptString",
+ "description": "Your personal Codacy Account API token (from app.codacy.com → Account). Required.",
+ "password": true
+ }
+ ]
+}
diff --git a/.vscode/settings.json b/.vscode/settings.json
index d4ab9939..42007812 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -1,35 +1,44 @@
{
- "isort.args": [
- "--profile",
- "black"
+ "github.copilot.chat.githubMcpServer.enabled": true,
+ "github.copilot.chat.githubMcpServer.readonly": true,
+ "github.copilot.chat.githubMcpServer.toolsets": [
+ "default", // default: context, repos, issues, pull_requests, users
+ "actions",
+ // "projects",
+ "copilot",
+ "github_support_docs_search",
+ "web_search"
],
- "isort.check": true,
- "isort.importStrategy": "fromEnvironment", // default: "useBundled"
+ "github.copilot.chat.tools.memory.enabled": true,
"markdownlint.config": {
- "default": true, // Enable all default rules
- "MD013": false, // Disable line length checking entirely
- "MD025": false, // Allow multiple top level headers in the same document
- "MD033": { // Allow specific HTML elements
+ "default": true, // Enable all default rules
+ "MD013": false, // Disable line length checking entirely
+ "MD025": false, // Allow multiple top level headers in the same document
+ "MD033": { // Allow specific HTML elements
"allowed_elements": [
"details",
"summary",
- "h1" // we use h1 as a Jekyll-y page title
+ "h1" // we use h1 as a Jekyll-y page title
]
},
- "MD041": false // Allow content before first heading
+ "MD041": false // Allow content before first heading
},
- "pylint.importStrategy": "fromEnvironment", // default: "useBundled"
"python.testing.pytestArgs": [
"tests"
],
+ "python.defaultInterpreterPath": ".venv/bin/python",
"python.testing.pytestEnabled": true,
"python.testing.unittestEnabled": false,
- "[markdown]": {
- "editor.defaultFormatter": "DavidAnson.vscode-markdownlint",
- "files.trimTrailingWhitespace": true
- },
"[python]": {
- "editor.defaultFormatter": "ms-python.black-formatter"
- },
- "python.analysis.typeCheckingMode": "basic"
+ "editor.defaultFormatter": "charliermarsh.ruff",
+ "editor.formatOnSave": true,
+ "editor.codeActionsOnSave": {
+ "source.organizeImports.ruff": "explicit",
+ "source.fixAll.ruff": "explicit"
+ },
+ "[markdown]": {
+ "editor.defaultFormatter": "DavidAnson.vscode-markdownlint",
+ "files.trimTrailingWhitespace": true
+ }
+ }
}
diff --git a/.vscode/tasks.json b/.vscode/tasks.json
index 94524055..29f562d4 100644
--- a/.vscode/tasks.json
+++ b/.vscode/tasks.json
@@ -1,60 +1,25 @@
{
+ // See https://go.microsoft.com/fwlink/?LinkId=733558
+ // Schema: https://code.visualstudio.com/docs/reference/tasks-appendix
+ "$schema": "vscode://schemas/tasks",
"version": "2.0.0",
+ // defaults
+ "group": "none",
+ "presentation": {
+ "clear": true,
+ "echo": true,
+ "panel": "dedicated",
+ "focus": true,
+ "reveal": "always",
+ "revealProblems": "onProblem",
+ "showReuseMessage": false
+ },
+ "problemMatcher": [],
+ "options": {
+ "cwd": "${workspaceFolder}"
+ },
+ // tasks
"tasks": [
- {
- "label": "Build",
- "type": "shell",
- "command": "pip install -r requirements.txt && pip install -r requirements-test.txt",
- "group": "build",
- "problemMatcher": []
- },
- {
- "label": "Test: All",
- "dependsOrder": "parallel",
- "dependsOn": [
- "Test: Unit (default)",
- "Test: Coverage",
- "Test: Performance",
- "Test: Localization"
- ],
- "group": "test",
- "problemMatcher": []
- },
- {
- "label": "Test: Unit (default)",
- "type": "shell",
- "command": "pytest -vr A",
- "group": "test",
- "problemMatcher": []
- },
- {
- "label": "Test: Coverage",
- "type": "shell",
- "command": "pytest --cov=stock_indicators --cov-report=term-missing",
- "group": "none",
- "problemMatcher": []
- },
- {
- "label": "Test: Performance",
- "type": "shell",
- "command": "pytest -m performance",
- "group": "none",
- "problemMatcher": []
- },
- {
- "label": "Test: Performance (focus)",
- "type": "shell",
- "command": "pytest -m \"performance and perf_focus\"",
- "group": "none",
- "problemMatcher": []
- },
- {
- "label": "Test: Localization",
- "type": "shell",
- "command": "pytest -m localization -vr A",
- "group": "none",
- "problemMatcher": []
- },
{
"label": "Install: Ruby Packages (docs)",
"type": "shell",
@@ -65,23 +30,17 @@
"BUNDLE_GEMFILE": "${workspaceFolder}/docs/Gemfile",
"BUNDLE_PATH": "${workspaceFolder}/docs/vendor/bundle"
}
- },
- "group": "none",
- "problemMatcher": []
+ }
},
{
"label": "Install: Python Packages",
"type": "shell",
- "command": "pip install -r requirements.txt && pip install -r requirements-test.txt",
- "group": "none",
- "problemMatcher": []
+ "command": "python -m pip install -r requirements.txt && python -m pip install -r requirements-test.txt"
},
{
"label": "Update: Python Packages",
"type": "shell",
- "command": "pip install -U -r requirements.txt && pip install -U -r requirements-test.txt",
- "group": "none",
- "problemMatcher": []
+ "command": "python -m pip install -U -r requirements.txt && python -m pip install -U -r requirements-test.txt"
},
{
"label": "Update: Ruby Packages (docs)",
@@ -93,9 +52,7 @@
"BUNDLE_GEMFILE": "${workspaceFolder}/docs/Gemfile",
"BUNDLE_PATH": "${workspaceFolder}/docs/vendor/bundle"
}
- },
- "group": "none",
- "problemMatcher": []
+ }
},
{
"label": "Update: All Packages",
@@ -103,9 +60,82 @@
"dependsOn": [
"Update: Python Packages",
"Update: Ruby Packages (docs)"
+ ]
+ },
+ {
+ "label": "Build",
+ "type": "shell",
+ "command": "python -m pip install -r requirements.txt && python -m pip install -r requirements-test.txt",
+ "group": {
+ "kind": "build",
+ "isDefault": true
+ }
+ },
+ {
+ "label": "Lint: Code",
+ "type": "shell",
+ "command": "python -m ruff check . && python -m ruff format --check .",
+ "group": "test"
+ },
+ {
+ "label": "Lint: Code (fix)",
+ "type": "shell",
+ "command": "python -m ruff check --fix . && python -m ruff format ."
+ },
+ {
+ "label": "Lint: Markdown files",
+ "detail": "Run markdownlint over documentation",
+ "type": "shell",
+ "command": "echo y | npx markdownlint-cli2",
+ "group": "test",
+ "problemMatcher": "$markdownlint"
+ },
+ {
+ "label": "Lint: Markdown files (fix)",
+ "detail": "Auto-fix markdown formatting issues",
+ "type": "shell",
+ "command": "echo y | npx markdownlint-cli2 --fix",
+ "problemMatcher": "$markdownlint"
+ },
+ {
+ "label": "Test: All",
+ "dependsOrder": "parallel",
+ "dependsOn": [
+ "Test: Unit (default)",
+ "Test: Coverage",
+ "Test: Performance",
+ "Test: Localization"
],
- "group": "none",
- "problemMatcher": []
+ "group": "test"
+ },
+ {
+ "label": "Test: Unit (default)",
+ "type": "shell",
+ "command": "python -m pytest -vr A",
+ "group": {
+ "kind": "test",
+ "isDefault": true
+ }
+ },
+ {
+ "label": "Test: Coverage",
+ "type": "shell",
+ "command": "python -m pytest --cov=stock_indicators --cov-report=term-missing"
+ },
+ {
+ "label": "Test: Performance",
+ "type": "shell",
+ "command": "python -m pytest -m performance"
+ },
+ {
+ "label": "Test: Performance (focus)",
+ "type": "shell",
+ "command": "python -m pytest -m \"performance and perf_focus\""
+ },
+ {
+ "label": "Test: Localization",
+ "type": "shell",
+ "command": "python -m pytest -m localization -vr A"
},
{
"label": "Run: Doc Site with LiveReload",
@@ -120,69 +150,37 @@
"BUNDLE_GEMFILE": "${workspaceFolder}/docs/Gemfile",
"BUNDLE_PATH": "${workspaceFolder}/docs/vendor/bundle"
}
- },
- "group": "none",
- "problemMatcher": []
+ }
},
{
"label": "Benchmark: JSON (prompt filename)",
"type": "shell",
- "command": "pytest -m performance --benchmark-json=.benchmarks/${input:benchJsonOut}",
- "options": {
- "cwd": "${workspaceFolder}"
- },
- "group": "none",
- "problemMatcher": []
+ "command": "python -m pytest -m performance --benchmark-json=.benchmarks/${input:benchJsonOut}"
},
{
"label": "Benchmark: Focus JSON (prompt filename)",
"type": "shell",
- "command": "pytest -m \"performance and perf_focus\" --benchmark-json=.benchmarks/${input:benchJsonOut}",
- "options": {
- "cwd": "${workspaceFolder}"
- },
- "group": "none",
- "problemMatcher": []
+ "command": "python -m pytest -m \"performance and perf_focus\" --benchmark-json=.benchmarks/${input:benchJsonOut}"
},
{
"label": "Benchmark: Autosave to .benchmarks",
"type": "shell",
- "command": "pytest -m performance --benchmark-autosave --benchmark-save-data",
- "options": {
- "cwd": "${workspaceFolder}"
- },
- "group": "none",
- "problemMatcher": []
+ "command": "python -m pytest -m performance --benchmark-autosave --benchmark-save-data"
},
{
"label": "Benchmark: Focus Autosave to .benchmarks",
"type": "shell",
- "command": "pytest -m \"performance and perf_focus\" --benchmark-autosave --benchmark-save-data",
- "options": {
- "cwd": "${workspaceFolder}"
- },
- "group": "none",
- "problemMatcher": []
+ "command": "python -m pytest -m \"performance and perf_focus\" --benchmark-autosave --benchmark-save-data"
},
{
"label": "Benchmark: List Saved Runs",
"type": "shell",
- "command": "pytest-benchmark list",
- "options": {
- "cwd": "${workspaceFolder}"
- },
- "group": "none",
- "problemMatcher": []
+ "command": "pytest-benchmark list"
},
{
"label": "Benchmark: Compare Saved Runs",
"type": "shell",
- "command": "pytest-benchmark compare ${input:benchBase} ${input:benchTarget}",
- "options": {
- "cwd": "${workspaceFolder}"
- },
- "group": "none",
- "problemMatcher": []
+ "command": "pytest-benchmark compare ${input:benchBase} ${input:benchTarget}"
}
],
"inputs": [
diff --git a/README.md b/README.md
index 1b32e6cc..e2d33019 100644
--- a/README.md
+++ b/README.md
@@ -22,9 +22,9 @@ Visit our project site for more information:
### Windows
-1. Install .NET SDK (6.0 or newer):
+1. Install .NET SDK (8.0 or newer):
- Download from [Microsoft .NET Downloads](https://dotnet.microsoft.com/download)
- - Or using winget: `winget install Microsoft.DotNet.SDK.6`
+ - Or using winget: `winget install Microsoft.DotNet.SDK.8`
- Verify: `dotnet --info`
2. Install the package:
@@ -35,7 +35,7 @@ Visit our project site for more information:
### macOS
-1. Install .NET SDK (6.0 or newer):
+1. Install .NET SDK (8.0 or newer):
```bash
brew install dotnet-sdk
diff --git a/benchmarks/conftest.py b/benchmarks/conftest.py
index 28aaf09e..c6518ee3 100644
--- a/benchmarks/conftest.py
+++ b/benchmarks/conftest.py
@@ -35,7 +35,7 @@ def get_data_from_csv(filename):
data_path = quotes_dir / f"{filename}.csv"
logger.debug("Loading benchmark data from: %s", data_path)
- with open(data_path, "r", newline="", encoding="utf-8") as csvfile:
+ with open(data_path, newline="", encoding="utf-8") as csvfile:
reader = csv.reader(csvfile)
data = list(reader)
return data[1:] # skips the first row, those are headers
@@ -62,9 +62,10 @@ def parse_date(date_str):
@pytest.fixture(scope="session")
-def raw_data(filename: str = 'Default'):
+def raw_data(filename: str = "Default"):
return get_data_from_csv(filename)
+
@pytest.fixture(scope="session")
def quotes(days: int = 502):
rows = get_data_from_csv("Default")
diff --git a/benchmarks/test_benchmark_indicators.py b/benchmarks/test_benchmark_indicators.py
index 5a18555e..ef3f2ca5 100644
--- a/benchmarks/test_benchmark_indicators.py
+++ b/benchmarks/test_benchmark_indicators.py
@@ -6,7 +6,6 @@
@pytest.mark.performance
class TestPerformance:
-
def test_benchmark_adl(self, benchmark, quotes):
benchmark(indicators.get_adl, quotes)
@@ -262,17 +261,20 @@ def test_benchmark_converting_to_IndicatorResults(self, benchmark, quotes):
from stock_indicators._cslib import CsIndicator
from stock_indicators.indicators.common.enums import CandlePart
from stock_indicators.indicators.common.quote import Quote
- from stock_indicators.indicators.sma import SMAResults, SMAResult
+ from stock_indicators.indicators.sma import SMAResult, SMAResults
candle_part: CandlePart = CandlePart.CLOSE
lookback_periods = 12
- quotes = Quote.use(quotes * 1000, candle_part) # Error occurs if not assigned to local var.
+ quotes = Quote.use(
+ quotes * 1000, candle_part
+ ) # Error occurs if not assigned to local var.
results = CsIndicator.GetSma(quotes, lookback_periods)
benchmark(SMAResults, results, SMAResult)
def test_benchmark_converting_to_CsDecimal(self, benchmark, raw_data):
from stock_indicators._cstypes import Decimal as CsDecimal
+
raw_data = raw_data * 1000
def convert_to_quotes(rows):
diff --git a/docs/Gemfile.lock b/docs/Gemfile.lock
index 62504987..30c558ea 100644
--- a/docs/Gemfile.lock
+++ b/docs/Gemfile.lock
@@ -40,7 +40,7 @@ GEM
ffi (>= 1.15.0)
eventmachine (1.2.7)
execjs (2.10.0)
- faraday (2.13.4)
+ faraday (2.14.0)
faraday-net_http (>= 2.0, < 3.5)
json
logger
@@ -261,7 +261,7 @@ GEM
rb-fsevent (0.11.2)
rb-inotify (0.11.1)
ffi (~> 1.0)
- rexml (3.4.1)
+ rexml (3.4.2)
rouge (3.30.0)
rubyzip (2.4.1)
safe_yaml (1.0.5)
@@ -286,7 +286,7 @@ GEM
unicode-display_width (1.8.0)
uri (1.0.3)
wdm (0.2.0)
- webrick (1.9.1)
+ webrick (1.9.2)
PLATFORMS
x64-mingw-ucrt
diff --git a/docs/_indicators/AtrStop.md b/docs/_indicators/AtrStop.md
index bcd6979e..a31a03ba 100644
--- a/docs/_indicators/AtrStop.md
+++ b/docs/_indicators/AtrStop.md
@@ -89,7 +89,6 @@ Created by Welles Wilder, the ATR Trailing Stop indicator attempts to determine
-
### Sources
- [C# core]({{site.dotnet.src}}/a-d/AtrStop/AtrStop.Series.cs)
diff --git a/docs/contributing.md b/docs/contributing.md
index 5f9b786c..7e1b7a00 100644
--- a/docs/contributing.md
+++ b/docs/contributing.md
@@ -50,11 +50,9 @@ For new features, submit an issue with the `enhancement` label.
## Development Environment (Quick Setup)
-- Recommended tools: Git, Node.js, npm, Docker, Python, Docker Desktop, Visual Studio Code (see `.vscode/extensions.json` for recommended extensions).
-- This project supports [VS Code Dev Containers](https://code.visualstudio.com/docs/remote/containers) for a consistent development environment. Open the project in VS Code and select "Reopen in Container" (requires the Remote - Containers extension).
-- You can test GitHub Actions workflows locally using [`act`](https://github.com/nektos/act), which is preinstalled in the devcontainer. Example: `act -l` to list workflows, `act` to run all workflows.
-
-For more details, see the [official documentation](https://github.com/nektos/act#readme) and the project README.
+- Recommended tools: Git, Python 3.8+, Docker (optional), and Visual Studio Code (see `.vscode/extensions.json` for recommended extensions).
+- This project supports [VS Code Dev Containers](https://code.visualstudio.com/docs/remote/containers) for a consistent development environment. Open the project in VS Code and select "Reopen in Container" (requires the Dev Containers extension).
+- Local installs are plain `pip + venv`; no Poetry/Conda/Hatch required.
---
@@ -68,10 +66,10 @@ For more details, see the [official documentation](https://github.com/nektos/act
### Windows Setup
-1. Install .NET SDK (6.0 or newer):
+1. Install .NET SDK (8.0 or newer):
```powershell
- winget install Microsoft.DotNet.SDK.6
+ winget install Microsoft.DotNet.SDK.8
# Or download from https://dotnet.microsoft.com/download
```
@@ -80,13 +78,15 @@ For more details, see the [official documentation](https://github.com/nektos/act
```powershell
git clone https://github.com/facioquo/stock-indicators-python.git
cd stock-indicators-python
- pip install -r requirements.txt
- pip install -r requirements-test.txt
+ python -m venv .venv
+ .venv\Scripts\python -m pip install --upgrade pip
+ .venv\Scripts\python -m pip install -e .
+ .venv\Scripts\python -m pip install -r requirements-test.txt
```
### macOS Setup
-1. Install .NET SDK (6.0 or newer):
+1. Install .NET SDK (8.0 or newer):
```bash
brew install dotnet-sdk
@@ -97,13 +97,16 @@ For more details, see the [official documentation](https://github.com/nektos/act
```bash
git clone https://github.com/facioquo/stock-indicators-python.git
cd stock-indicators-python
- pip install -r requirements.txt
- pip install -r requirements-test.txt
+ python -m venv .venv
+ source .venv/bin/activate
+ python -m pip install --upgrade pip
+ python -m pip install -e .
+ python -m pip install -r requirements-test.txt
```
## Testing
-- We use [pytest](https://docs.pytest.org) for testing.
+- We use [Ruff](https://docs.astral.sh/ruff/) for linting/formatting, [Pyright](https://microsoft.github.io/pyright/) for type checking, and [pytest](https://docs.pytest.org) for tests. `pip-audit` runs in CI.
- Review the `tests` folder for examples of unit tests. Just copy one of these.
- New indicators should be tested against manually calculated, proven, accurate results. It is helpful to include your manual calculations spreadsheet in the appropriate indicator folder when [submitting changes](#submitting-changes).
- Historical Stock Quotes are automatically added as pytest fixtures. The various `.csv` files in the `samples` folder are used in the unit tests. See `tests/conftest.py` for their usage. A `History.xlsx` Excel file is also included in the `samples` folder that contains the same information but separated by sheets. Use this for your manual calculations to ensure that it is correct. Do not commit changes to this Excel file.
@@ -112,41 +115,38 @@ For more details, see the [official documentation](https://github.com/nektos/act
### Running Tests
+Common commands (after activating `.venv`):
+
```bash
-# install core dependencies
-pip install -r requirements.txt
+# lint and format
+python -m ruff check .
+python -m ruff format --check .
-# install dependencies
-pip install -r requirements-test.txt
+# type-check
+python -m pyright
# run standard unit tests
-pytest
+python -m pytest
```
-To run different types of tests, use the following commands:
-
-- **Normal unit tests** (default):
-
- ```bash
- pytest
- ```
+To run different types of tests:
- **Non-standard `localization` tests**:
```bash
- pytest -m "localization"
+ python -m pytest -m "localization"
```
- **Performance tests**:
```bash
- pytest -m "performance"
+ python -m pytest -m "performance"
```
- **All tests** (not recommended):
```bash
- pytest -m ""
+ python -m pytest -m ""
```
You can also use the `-svr A` arguments with pytest to get more detailed output:
@@ -161,14 +161,14 @@ pytest -svr A
### Performance benchmarking
-Running the commands below in your console will show performance data. You can find the latest results [here]({{site.baseurl}}/performance/).
+Running the commands below in your console will produce [benchmark performance data](https://python.stockindicators.dev/performance/) that we include on our documentation site.
```bash
# install dependencies
-pip install -r requirements-test.txt
+python -m pip install -r requirements-test.txt
# run performance tests
-pytest -m "performance"
+python -m pytest -m "performance"
```
## Documentation
diff --git a/docs/pages/guide.md b/docs/pages/guide.md
index 1cc644c1..53c9fe5f 100644
--- a/docs/pages/guide.md
+++ b/docs/pages/guide.md
@@ -31,11 +31,11 @@ layout: page
> Install **Python** and the **.NET SDK**. Use the latest versions for better performance.
| Installer | Min | Latest | Download |
- |---| :---: | :---: | --- |
- | Python | 3.8 | 3.12 | [@python.org](https://www.python.org/downloads/) |
- | .NET SDK | 6.0 | 8.0 | [@microsoft.com](https://dotnet.microsoft.com/en-us/download) |
+ | --- | :---: | :---: | --- |
+ | Python | 3.8 | 3.13 | [@python.org](https://www.python.org/downloads/) |
+ | .NET SDK | 8.0 | 10.0 | [@microsoft.com](https://dotnet.microsoft.com/en-us/download) |
- Note: we do not support the open source [Mono .NET Framework](https://www.mono-project.com).
+ Note: we do not support the open source [Mono .NET Framework](https://www.mono-project.com). Python 3.14+ is not yet supported due to `pythonnet` compatibility.
2. Install the **stock-indicators** Python package into your environment.
@@ -127,7 +127,7 @@ from stock_indicators.indicators.common.quote import Quote
[[source]](https://github.com/facioquo/stock-indicators-python/blob/main/stock_indicators/indicators/common/quote.py)
| name | type | notes |
-| -- |-- |-- |
+| ---- | ---- | ----- |
| date | [`datetime.datetime`](https://docs.python.org/3.8/library/datetime.html#datetime.datetime) | Date |
| open | [`decimal.Decimal`](https://docs.python.org/3.8/library/decimal.html?highlight=decimal#decimal.Decimal), Optional | Open price |
| high | [`decimal.Decimal`](https://docs.python.org/3.8/library/decimal.html?highlight=decimal#decimal.Decimal), Optional | High price |
@@ -289,7 +289,7 @@ from stock_indicators.indicators.common.enums import Match
```
| type | description |
-|-- |:-- |
+| ---- | :---------- |
| `Match.BULL_CONFIRMED` | Confirmation of a prior bull Match |
| `Match.BULL_SIGNAL` | Matching bullish pattern |
| `Match.BULL_BASIS` | Bars supporting a bullish Match |
@@ -303,23 +303,23 @@ from stock_indicators.indicators.common.enums import Match
The `CandleProperties` class is an extended version of `Quote`, and contains additional calculated properties.
-| name | type | notes |
-| -- |-- |-- |
-| `date` | datetime | Date |
-| `open` | Decimal | Open price |
-| `high` | Decimal | High price |
-| `low` | Decimal | Low price |
-| `close` | Decimal | Close price |
-| `volume` | Decimal | Volume |
-| `size` | Decimal, Optional | `high-low` |
-| `body` | Decimal, Optional | `|open-close|` |
-| `upper_wick` | Decimal, Optional | Upper wick size |
-| `lower_wick` | Decimal, Optional | Lower wick size |
-| `body_pct` | float, Optional | `body/size` |
-| `upper_wick_pct` | float, Optional | `upper_wick/size` |
-| `lower_wick_pct` | float, Optional | `lower_wick/size` |
-| `is_bullish` | bool | `close>open` direction |
-| `is_bearish` | bool | `closeopen` direction |
+| `is_bearish` | bool | `close=3.0.0",
+ "pythonnet>=3.0.5",
"typing_extensions>=4.4.0"
]
keywords = [
@@ -61,3 +61,56 @@ exclude = ["tests*", "benchmarks*", "test_data*", "docs*"]
# can be empty if no extra settings are needed, presence enables setuptools_scm
[tool.setuptools_scm]
local_scheme = "no-local-version"
+
+[tool.ruff]
+target-version = "py38"
+line-length = 88
+
+[tool.ruff.lint]
+select = [
+ "E", # pycodestyle errors
+ "F", # pyflakes
+ "I", # import sorting
+ "B", # flake8-bugbear
+ "UP", # pyupgrade
+ "C4", # flake8-comprehensions
+ "TID",# flake8-tidy-imports
+ "PT", # flake8-pytest-style
+ "RUF" # Ruff-specific rules
+]
+ignore = [
+ "B905", # allow zip without strict length check on py38 support floor
+ "E501" # allow longer docstrings/comments
+]
+
+[tool.ruff.lint.isort]
+known-first-party = ["stock_indicators"]
+
+[tool.ruff.lint.per-file-ignores]
+"stock_indicators/__init__.py" = ["F401", "F403"]
+"stock_indicators/_cslib/__init__.py" = ["F401"]
+"stock_indicators/_cstypes/__init__.py" = ["F401"]
+"stock_indicators/indicators/__init__.py" = ["F401"]
+
+[tool.ruff.format]
+quote-style = "double"
+
+[tool.pyright]
+include = ["stock_indicators", "tests"]
+pythonVersion = "3.8"
+typeCheckingMode = "standard"
+useLibraryCodeForTypes = true
+reportMissingImports = "none"
+reportMissingModuleSource = "none"
+reportMissingTypeStubs = "none"
+stubPath = "typings"
+exclude = ["typings"]
+reportInvalidTypeForm = "none"
+reportAttributeAccessIssue = "none"
+reportOperatorIssue = "none"
+reportReturnType = "none"
+reportGeneralTypeIssues = "none"
+reportArgumentType = "none"
+reportInconsistentOverload = "none"
+reportIndexIssue = "none"
+reportCallIssue = "none"
diff --git a/requirements-test.txt b/requirements-test.txt
index 48573f14..90f51398 100644
--- a/requirements-test.txt
+++ b/requirements-test.txt
@@ -3,3 +3,6 @@ pytest
pytest-cov
pytest-benchmark
backports.zoneinfo; python_version < '3.9'
+ruff
+pyright
+pip-audit
diff --git a/requirements.txt b/requirements.txt
index 9045a0c0..91659dac 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,3 +1,3 @@
# _cslib
-pythonnet>=3.0.0
+pythonnet>=3.0.5
typing_extensions>=4.4.0
diff --git a/stock_indicators/__init__.py b/stock_indicators/__init__.py
index f2d5deb1..c7561952 100644
--- a/stock_indicators/__init__.py
+++ b/stock_indicators/__init__.py
@@ -15,4 +15,11 @@
"""
from stock_indicators import indicators
+from stock_indicators.exceptions import (
+ IndicatorCalculationError,
+ StockIndicatorsError,
+ StockIndicatorsInitializationError,
+ TypeConversionError,
+ ValidationError,
+)
from stock_indicators.indicators.common import *
diff --git a/stock_indicators/_cslib/__init__.py b/stock_indicators/_cslib/__init__.py
index defaa45b..90d3b8b0 100644
--- a/stock_indicators/_cslib/__init__.py
+++ b/stock_indicators/_cslib/__init__.py
@@ -1,96 +1,158 @@
"""
Skender.Stock.Indicators
~~~~~~~~~~~~~~~~~~~~~~~~
+# pylint: disable=duplicate-code # Property patterns are expected to repeat
-This module loads `Skender.Stock.Indicators.dll`(v2.6.1), which is a compiled library
+This module loads `Skender.Stock.Indicators.dll`(v2.7.1), which is a compiled library
package from , written in C#.
-The target framework of dll is `.NET 6.0`.
+The target framework of dll is `.NET 8.0`.
"""
import logging
import platform
from pathlib import Path
+from typing import Any
from pythonnet import load
-# Setup logging
+from stock_indicators.exceptions import StockIndicatorsInitializationError
from stock_indicators.logging_config import configure_logging
+# Setup logging
configure_logging(debug=False) # Set to True if you need debug this module
logger = logging.getLogger(__name__)
-try:
- # Load CLR
- load(runtime="coreclr")
- import clr
- logger.debug("CLR loaded successfully on %s", platform.system())
- # Get absolute paths
- base_path = Path(__file__).parent.resolve()
- dll_path = base_path / "lib" / "Skender.Stock.Indicators.dll"
-
- # Set assembly resolve path
- from System import IO, AppDomain
+def _initialize_clr() -> Any:
+ """Initialize the CLR runtime."""
+ try:
+ load(runtime="coreclr")
+ import clr as clr_module
+
+ logger.debug("CLR loaded successfully on %s", platform.system())
+ return clr_module
+ except Exception as e:
+ init_error_msg = (
+ "Failed to load .NET CLR runtime.\n"
+ "Please ensure .NET 8.0+ is installed: https://dotnet.microsoft.com/download\n"
+ f"Platform: {platform.system()}\n"
+ f"Error: {e!s}"
+ )
+ raise StockIndicatorsInitializationError(init_error_msg) from e
+
+
+def _setup_assembly_probing(assembly_dll_path: Path) -> None:
+ """Setup assembly probing path for .NET dependency resolution."""
+ try:
+ from System import IO, AppDomain
+
+ current_domain = AppDomain.CurrentDomain
+ assembly_path = IO.Path.GetDirectoryName(str(assembly_dll_path))
+ current_domain.SetData("PROBING_PATH", assembly_path)
+ logger.debug("Set assembly probing path to: %s", assembly_path)
+ except Exception as e: # pylint: disable=broad-exception-caught
+ # Broad exception catch is necessary for C# interop
+ logger.warning("Failed to set assembly probing path: %s", e)
- current_domain = AppDomain.CurrentDomain
- assembly_path = IO.Path.GetDirectoryName(str(dll_path))
- current_domain.SetData("PROBING_PATH", assembly_path)
- logger.debug("Set assembly probing path to: %s", assembly_path)
+def _load_assembly(assembly_dll_path: Path):
+ """Load the Stock Indicators assembly."""
try:
- # Load the assembly first
from System.Reflection import Assembly
- logger.debug("Loading assembly from: %s", dll_path)
- assembly = Assembly.LoadFile(str(dll_path))
- logger.debug("Assembly loaded: %s", assembly.FullName)
+ if not assembly_dll_path.exists():
+ raise FileNotFoundError(f"Assembly not found at: {assembly_dll_path}")
+
+ logger.debug("Loading assembly from: %s", assembly_dll_path)
+ loaded_assembly = Assembly.LoadFile(str(assembly_dll_path))
+ logger.debug("Assembly loaded: %s", loaded_assembly.FullName)
- # Add reference after successful load
- clr.AddReference(assembly.FullName) # pylint: disable=no-member
- logger.debug("Assembly reference added")
+ return loaded_assembly
+ except Exception as e:
+ load_error_msg = (
+ f"Failed to load Stock Indicators assembly from: {assembly_dll_path}\n"
+ "Please ensure the .NET assembly is present and compatible.\n"
+ f"Error: {e!s}"
+ )
+ raise StockIndicatorsInitializationError(load_error_msg) from e
- except Exception as asm_error:
- logger.error("Error loading assembly: %s", str(asm_error))
- if hasattr(asm_error, "LoaderExceptions"):
- for ex in asm_error.LoaderExceptions:
- logger.error("Loader exception: %s", str(ex))
- raise
+
+def _add_assembly_reference(loaded_assembly, clr_module) -> None:
+ """Add reference to the loaded assembly."""
+ try:
+ clr_module.AddReference(loaded_assembly.FullName) # pylint: disable=no-member
+ logger.debug("Assembly reference added successfully")
+ except Exception as e:
+ ref_error_msg = (
+ f"Failed to add reference to assembly: {loaded_assembly.FullName}\n"
+ f"Error: {e!s}"
+ )
+ raise StockIndicatorsInitializationError(ref_error_msg) from e
+
+
+try:
+ # Initialize CLR
+ clr = _initialize_clr()
+
+ # Get assembly path
+ base_path = Path(__file__).parent.resolve()
+ dll_path = base_path / "lib" / "Skender.Stock.Indicators.dll"
+
+ # Setup assembly probing
+ _setup_assembly_probing(dll_path)
+
+ # Load assembly
+ assembly = _load_assembly(dll_path)
+
+ # Add assembly reference
+ _add_assembly_reference(assembly, clr)
except Exception as e:
- logger.error("Detailed error information: %s", str(e))
- if hasattr(e, "__cause__") and e.__cause__ is not None:
- logger.error("Caused by: %s", str(e.__cause__))
+ # Re-raise our custom exception or wrap unexpected errors
+ if not isinstance(e, StockIndicatorsInitializationError):
+ error_msg = (
+ "Stock Indicators initialization failed due to unexpected error.\n"
+ "Please ensure .NET 8.0+ is installed: https://dotnet.microsoft.com/download\n"
+ f"Error: {e!s}"
+ )
+ raise StockIndicatorsInitializationError(error_msg) from e
+ raise
+
+# Library modules (common) - Import after successful initialization
+try:
+ from Skender.Stock.Indicators import BetaType as CsBetaType
+ from Skender.Stock.Indicators import CandlePart as CsCandlePart
+ from Skender.Stock.Indicators import CandleProperties as CsCandleProperties
+ from Skender.Stock.Indicators import ChandelierType as CsChandelierType
+ from Skender.Stock.Indicators import EndType as CsEndType
+ from Skender.Stock.Indicators import Indicator as CsIndicator
+ from Skender.Stock.Indicators import Match as CsMatch
+ from Skender.Stock.Indicators import MaType as CsMaType
+ from Skender.Stock.Indicators import PeriodSize as CsPeriodSize
+ from Skender.Stock.Indicators import PivotPointType as CsPivotPointType
+ from Skender.Stock.Indicators import PivotTrend as CsPivotTrend
+ from Skender.Stock.Indicators import Quote as CsQuote
+ from Skender.Stock.Indicators import QuoteUtility as CsQuoteUtility
+ from Skender.Stock.Indicators import ResultBase as CsResultBase
+ from Skender.Stock.Indicators import ResultUtility as CsResultUtility
+
+ # Built-in System types
+ from System import DateTime as CsDateTime
+ from System import Decimal as CsDecimal
+ from System import Enum as CsEnum
+ from System.Collections.Generic import IEnumerable as CsIEnumerable
+ from System.Collections.Generic import List as CsList
+ from System.Globalization import CultureInfo as CsCultureInfo
+ from System.Globalization import NumberStyles as CsNumberStyles
+
+ logger.info("Stock Indicators library initialized successfully")
+
+except ImportError as e:
error_msg = (
- "Stock Indicators initialization failed.\n"
- "Please ensure .NET 6.0+ is installed: https://dotnet.microsoft.com/download\n"
- f"Error: {str(e)}"
+ "Failed to import Stock Indicators types after successful assembly loading.\n"
+ "This may indicate a version mismatch or missing dependencies.\n"
+ f"Error: {e!s}"
)
- raise ImportError(error_msg) from e
-
-# Library modules (common)
-from Skender.Stock.Indicators import BetaType as CsBetaType
-from Skender.Stock.Indicators import CandlePart as CsCandlePart
-from Skender.Stock.Indicators import CandleProperties as CsCandleProperties
-from Skender.Stock.Indicators import ChandelierType as CsChandelierType
-from Skender.Stock.Indicators import EndType as CsEndType
-from Skender.Stock.Indicators import Indicator as CsIndicator
-from Skender.Stock.Indicators import Match as CsMatch
-from Skender.Stock.Indicators import MaType as CsMaType
-from Skender.Stock.Indicators import PeriodSize as CsPeriodSize
-from Skender.Stock.Indicators import PivotPointType as CsPivotPointType
-from Skender.Stock.Indicators import PivotTrend as CsPivotTrend
-from Skender.Stock.Indicators import Quote as CsQuote
-from Skender.Stock.Indicators import QuoteUtility as CsQuoteUtility
-from Skender.Stock.Indicators import ResultBase as CsResultBase
-from Skender.Stock.Indicators import ResultUtility as CsResultUtility
-
-# Built-in
-from System import DateTime as CsDateTime
-from System import Decimal as CsDecimal
-from System import Enum as CsEnum
-from System.Collections.Generic import IEnumerable as CsIEnumerable
-from System.Collections.Generic import List as CsList
-from System.Globalization import CultureInfo as CsCultureInfo
-from System.Globalization import NumberStyles as CsNumberStyles
+ raise StockIndicatorsInitializationError(error_msg) from e
diff --git a/stock_indicators/_cslib/lib/Skender.Stock.Indicators.dll b/stock_indicators/_cslib/lib/Skender.Stock.Indicators.dll
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