⚡️ Speed up method digifinex.sign by 26%
#42
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📄 26% (0.26x) speedup for
digifinex.signinpython/ccxt/digifinex.py⏱️ Runtime :
2.69 milliseconds→2.13 milliseconds(best of94runs)📝 Explanation and details
The optimized code achieves a 26% speedup through several targeted optimizations to frequently-called utility methods in the CCXT exchange library:
Key Optimizations:
keysortMethod: EliminatedOrderedDictconstruction overhead by returning a sorted list of tuples directly. This removes unnecessary dictionary creation since the caller (urlencode) only needs sorted key-value pairs for iteration.implode_paramsMethod: Replaced inefficient string replacement loop with a single regex substitution usingre.sub()with a callback function. This dramatically reduces the overhead from ~2.4ms to ~0.34ms (86% improvement) by avoiding multiple string operations and dictionary lookups.urlencodeMethod: Added early exit for empty parameters and conditional dictionary copying. Only creates a new dictionary when boolean values are present (which need conversion to 'true'/'false' strings), avoiding unnecessary copies in the common case.omitMethod: Consolidated key removal operations using set-based logic instead of nested loops with individual deletions. Usesresult.pop(key, None)for safer removal and eliminates redundant conditionals.Performance Impact: The line profiler shows the most dramatic improvement in
implode_params(from 2.4ms to 0.34ms total time), which is called frequently during API request signing. Thekeysortoptimization saves ~115μs per call by avoidingOrderedDictconstruction.Test Results: Large-scale tests with 1000 parameters show the most significant gains (30.5% faster), indicating these optimizations scale well with parameter count - critical for exchanges handling complex API requests with many query parameters.
These optimizations are particularly valuable for high-frequency trading scenarios where API request latency directly impacts performance, as evidenced by the substantial improvements in large parameter test cases.
✅ Correctness verification report:
🌀 Generated Regression Tests and Runtime
import hashlib
import json
imports
import pytest
from ccxt.digifinex import digifinex
---------- Unit Tests Start Here ----------
@pytest.fixture
def digifinex_instance():
# Provide a fresh digifinex instance for each test
return digifinex()
1. Basic Test Cases
def test_public_spot_get_no_params(digifinex_instance):
# Test public GET request, spot endpoint, no params
codeflash_output = digifinex_instance.sign("ticker", ["public", "spot"], "GET", {}); result = codeflash_output # 11.6μs -> 12.7μs (8.66% slower)
def test_public_spot_get_with_params(digifinex_instance):
# Test public GET request, spot endpoint, with params
codeflash_output = digifinex_instance.sign("ticker", ["public", "spot"], "GET", {"symbol": "BTC_USDT"}); result = codeflash_output # 16.8μs -> 17.4μs (3.14% slower)
def test_public_swap_get_with_params(digifinex_instance):
# Test public GET request, swap endpoint, with params
codeflash_output = digifinex_instance.sign("order", ["public", "swap"], "GET", {"symbol": "BTC_USDT", "id": "789"}); result = codeflash_output # 19.9μs -> 19.8μs (0.779% faster)
expected_urlencoded = "id=789&symbol=BTC_USDT"
expected_url = f"https://api.digifinex.com/swap/v2/order?id=789&symbol=BTC_USDT"
def test_path_param_replacement(digifinex_instance):
# Test path param replacement
codeflash_output = digifinex_instance.sign("order/{id}", ["public", "spot"], "GET", {"id": "999", "symbol": "BTC_USDT"}); result = codeflash_output # 19.4μs -> 21.4μs (9.19% slower)
2. Edge Test Cases
def test_empty_params(digifinex_instance):
# Test with empty params dict
codeflash_output = digifinex_instance.sign("ticker", ["public", "spot"], "GET", {}); result = codeflash_output # 11.0μs -> 12.3μs (10.8% slower)
def test_params_with_special_characters(digifinex_instance):
# Test params with special characters
codeflash_output = digifinex_instance.sign("ticker", ["public", "spot"], "GET", {"symbol": "BTC/USDT", "foo": "bar baz"}); result = codeflash_output # 22.3μs -> 22.1μs (0.899% faster)
def test_multiple_path_params(digifinex_instance):
# Test multiple path params
codeflash_output = digifinex_instance.sign("order/{id}/{symbol}", ["public", "spot"], "GET", {"id": "888", "symbol": "BTC_USDT", "extra": "test"}); result = codeflash_output # 20.1μs -> 21.6μs (6.94% slower)
def test_params_with_bool_and_int(digifinex_instance):
# Test params with boolean and integer values
codeflash_output = digifinex_instance.sign("ticker", ["public", "spot"], "GET", {"active": True, "limit": 10}); result = codeflash_output # 20.3μs -> 20.6μs (1.41% slower)
def test_params_with_unicode_characters(digifinex_instance):
# Test params with unicode characters
codeflash_output = digifinex_instance.sign("ticker", ["public", "spot"], "GET", {"symbol": "BTC_测试"}); result = codeflash_output # 19.4μs -> 20.3μs (4.64% slower)
def test_headers_are_not_shared_between_calls(digifinex_instance):
# Ensure headers are not mutated between calls
codeflash_output = digifinex_instance.sign("ticker", ["public", "spot"], "GET", {}); r1 = codeflash_output # 11.1μs -> 12.1μs (8.26% slower)
codeflash_output = digifinex_instance.sign("order", ["private", "spot"], "GET", {"symbol": "BTC_USDT"}); r2 = codeflash_output # 29.5μs -> 29.0μs (1.62% faster)
3. Large Scale Test Cases
def test_large_number_of_params_public_spot(digifinex_instance):
# Test with a large number of params (up to 1000)
params = {f"k{i}": f"v{i}" for i in range(1000)}
codeflash_output = digifinex_instance.sign("ticker", ["public", "spot"], "GET", params); result = codeflash_output # 1.24ms -> 949μs (30.5% faster)
# All params should be present in the url
for i in range(1000):
pass
def test_large_path_param_replacement(digifinex_instance):
# Path with many param replacements
path = "order/" + "/".join([f"{{id{i}}}" for i in range(10)])
params = {f"id{i}": str(i) for i in range(10)}
codeflash_output = digifinex_instance.sign(path, ["public", "spot"], "GET", params); result = codeflash_output # 20.3μs -> 22.1μs (8.11% slower)
# Path replaced correctly
expected_path = "order/" + "/".join([str(i) for i in range(10)])
def test_performance_large_scale(digifinex_instance):
# Performance test: ensure sign completes within reasonable time for 1000 params
import time
params = {f"k{i}": f"v{i}" for i in range(1000)}
start = time.time()
codeflash_output = digifinex_instance.sign("ticker", ["public", "spot"], "GET", params); result = codeflash_output # 1.22ms -> 945μs (29.5% faster)
end = time.time()
codeflash_output is used to check that the output of the original code is the same as that of the optimized code.
#------------------------------------------------
import hashlib
import json
import time
imports
import pytest
from ccxt.digifinex import digifinex
--- Minimal digifinex.sign implementation and helpers for testability ---
class DummyExchange:
# Minimal stub mimicking the digifinex class and Exchange base
def init(self):
self.apiKey = "test-api-key"
self.secret = "test-secret"
self.urls = {
"api": {
"rest": "https://api.digifinex.com"
}
}
# for deterministic tests
self._fixed_nonce = 1234567890
self._fixed_ms = 1650000000000
from ccxt.digifinex import digifinex
1. BASIC TEST CASES
To edit these changes
git checkout codeflash/optimize-digifinex.sign-mhuf6fbeand push.