Workload Leaderboard

Compare Pyvorin and competitor runtimes across every registered workload. Lower warm median is better.

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All Workloads

Run-length encoding roundtrip
compression · compression
🏆 pypy3-system
7.55x faster than codon-system (86.8% quicker)
79.77
latest median ms
27
snapshots
Comparison chart for compression.rle_roundtrip
Run-length encoder
compression · compression
🏆 pypy3-system
4.90x faster than pyvorin-project-venv (79.6% quicker)
3.32
latest median ms
15
snapshots
Comparison chart for compression.run_length_encode
Zlib compress/decompress roundtrip
compression · compression
n/a
latest median ms
0
snapshots
Comparison chart for compression.zlib_roundtrip
Factorial sum
core · numeric_computing
🏆 pyvorin-project-venv
1.29x faster than codon-system (22.5% quicker)
0.04
latest median ms
15
snapshots
Comparison chart for core.factorial_sum
Fibonacci sum
core · numeric_computing
🏆 pyvorin-project-venv
1.31x faster than codon-system (23.6% quicker)
0.25
latest median ms
15
snapshots
Comparison chart for core.fibonacci_sum
Floating-point reduction
core_language · floating_point_arithmetic
🏆 pypy3-system
1.17x faster than pyvorin-project-venv (14.6% quicker)
0.02
latest median ms
88
snapshots
Comparison chart for core.float_reduction
Integer reduction sum
core_language · integer_arithmetic
🏆 codon-system
1.79x faster than pyvorin-project-venv (44.0% quicker)
0.01
latest median ms
91
snapshots
Comparison chart for core.integer_sum
List filter
core_language · list_comprehension
🏆 codon-system
1.46x faster than cpython-system (31.3% quicker)
0.52
latest median ms
115
snapshots
Comparison chart for core.list_filter
Caesar cipher
crypto · encryption
🏆 pypy3-system
3.88x faster than pyvorin-project-venv (74.3% quicker)
1.44
latest median ms
15
snapshots
Comparison chart for crypto.caesar_cipher
FNV-1a 64-bit hashing
crypto · hashing
🏆 pypy3-system
3.07x faster than cpython-system (67.4% quicker)
15.70
latest median ms
27
snapshots
Comparison chart for crypto.fnv1a_hash
SHA-256 hashing
crypto · hashing
n/a
latest median ms
0
snapshots
Comparison chart for crypto.sha256
Simple rolling checksum
crypto · checksum
🏆 pypy3-system
3.04x faster than pyvorin-project-venv (67.1% quicker)
1.52
latest median ms
15
snapshots
Comparison chart for crypto.simple_checksum
XOR stream cipher
crypto · encryption
🏆 pypy3-system
4.36x faster than pyvorin-project-venv (77.1% quicker)
5.83
latest median ms
15
snapshots
Comparison chart for crypto.xor_cipher
CSV parse
data_processing · csv_parsing
🏆 pyvorin-project-venv
2.31x faster than cpython-system (56.8% quicker)
0.09
latest median ms
67
snapshots
Comparison chart for data_processing.csv_parse
JSON field extractor
data_processing · data_processing
🏆 pyvorin-project-venv
1.75x faster than pypy3-system (42.7% quicker)
0.43
latest median ms
15
snapshots
Comparison chart for data_processing.json_extract
Group-by sum
database · aggregation
🏆 pypy3-system
1.98x faster than cpython-system (49.5% quicker)
4.26
latest median ms
15
snapshots
Comparison chart for database.group_by_sum
Word-count index
database · indexing
🏆 pypy3-system
1.32x faster than pyvorin-project-venv (24.0% quicker)
2.89
latest median ms
15
snapshots
Comparison chart for database.word_count_index
Distinct value counter
etl · aggregation
🏆 pypy3-system
3.82x faster than pyvorin-project-venv (73.8% quicker)
7.70
latest median ms
15
snapshots
Comparison chart for etl.distinct_count
Group-by aggregate
etl · aggregation
🏆 pypy3-system
2.79x faster than cpython-system (64.1% quicker)
1.51
latest median ms
27
snapshots
Comparison chart for etl.group_by_aggregate
Sorted merge join
etl · join
🏆 pyvorin-project-venv
1.70x faster than cpython-system (41.3% quicker)
4.30
latest median ms
27
snapshots
Comparison chart for etl.merge_join
Top-N selection
etl · aggregation
🏆 pyvorin-project-venv
4.83x faster than codon-system (79.3% quicker)
0.02
latest median ms
15
snapshots
Comparison chart for etl.top_n_selection
Sliding-window sum
etl · aggregation
🏆 pyvorin-project-venv
3.26x faster than pypy3-system (69.3% quicker)
3.14
latest median ms
15
snapshots
Comparison chart for etl.windowed_aggregate
Compound interest
financial · financial_analytics
🏆 codon-system
1.50x faster than pypy3-system (33.3% quicker)
0.75
latest median ms
15
snapshots
Comparison chart for financial.compound_interest
Moving average
financial · time_series
🏆 pypy3-system
2.16x faster than codon-system (53.7% quicker)
0.55
latest median ms
25
snapshots
Comparison chart for financial.moving_average
Breadth-first search
graph · graph_traversal
🏆 codon-system
1.19x faster than cpython-system (15.8% quicker)
0.19
latest median ms
25
snapshots
Comparison chart for graph.bfs
Dijkstra shortest path
graph · graph_algorithms
🏆 pyvorin-project-venv
4.37x faster than pypy3-system (77.1% quicker)
2.81
latest median ms
15
snapshots
Comparison chart for graph.dijkstra
Floyd-Warshall all-pairs shortest paths
graph · graph_algorithms
🏆 pypy3-system
6.90x faster than codon-system (85.5% quicker)
27.15
latest median ms
15
snapshots
Comparison chart for graph.floyd_warshall
1D box blur
image · image_processing
🏆 pyvorin-project-venv
1.68x faster than pypy3-system (40.4% quicker)
6.40
latest median ms
15
snapshots
Comparison chart for image.box_blur
1D convolution
image · image_processing
🏆 pypy3-system
3.00x faster than graalpy-system (66.6% quicker)
130.50
latest median ms
15
snapshots
Comparison chart for image.convolution_1d
Grayscale filter
image · image_processing
🏆 codon-system
3.09x faster than pyvorin-project-venv (67.6% quicker)
0.12
latest median ms
27
snapshots
Comparison chart for image.grayscale_filter
1D Sobel edge detection
image · image_processing
🏆 pyvorin-project-venv
2.91x faster than pypy3-system (65.7% quicker)
3.62
latest median ms
15
snapshots
Comparison chart for image.sobel_edge
Rolling average
iot · signal_smoothing
🏆 codon-system
1.08x faster than cpython-system (7.1% quicker)
0.78
latest median ms
60
snapshots
Comparison chart for iot.rolling_average
Sensor anomaly counter
iot · iot
🏆 pyvorin-project-venv
1.25x faster than codon-system (19.7% quicker)
0.08
latest median ms
15
snapshots
Comparison chart for iot.sensor_anomaly
k-NN inference
ml · machine_learning
🏆 codon-system
6.22x faster than cpython-system (83.9% quicker)
0.11
latest median ms
25
snapshots
Comparison chart for ml.knn_inference
Perceptron prediction
ml · machine_learning
🏆 pypy3-system
2.02x faster than pyvorin-project-venv (50.4% quicker)
1.33
latest median ms
15
snapshots
Comparison chart for ml.perceptron_predict
Dot product
numerical · vector_operation
🏆 cpython-system
1.43x faster than pyvorin-project-venv (30.0% quicker)
0.07
latest median ms
68
snapshots
Comparison chart for numerical.dot_product
Euclidean GCD loop
numerical · number_theory
🏆 pyvorin-project-venv
1.06x faster than codon-system (5.3% quicker)
1.69
latest median ms
15
snapshots
Comparison chart for numerical.gcd_loop
Matrix multiply
numerical · matrix_operation
🏆 pypy3-system
6.41x faster than codon-system (84.4% quicker)
0.52
latest median ms
65
snapshots
Comparison chart for numerical.matrix_multiply
Dense matrix-vector multiply
numerical · linear_algebra
🏆 pyvorin-project-venv
4.64x faster than pypy3-system (78.5% quicker)
0.32
latest median ms
25
snapshots
Comparison chart for numerical.matrix_vector
Monte Carlo Pi
numerical · monte_carlo
🏆 pyvorin-project-venv
1.56x faster than codon-system (35.7% quicker)
0.02
latest median ms
65
snapshots
Comparison chart for numerical.monte_carlo_pi
Prime sieve
numerical · prime_sieve
🏆 pypy3-system
2.47x faster than codon-system (59.5% quicker)
0.07
latest median ms
65
snapshots
Comparison chart for numerical.prime_sieve
Trapezoidal integral
numerical · numeric_integration
🏆 pyvorin-project-venv
1.80x faster than codon-system (44.3% quicker)
0.04
latest median ms
15
snapshots
Comparison chart for numerical.trapezoidal_integral
Bank account object
object · object_oriented
🏆 pyvorin-project-venv
15.31x faster than pypy3-system (93.5% quicker)
0.10
latest median ms
18
snapshots
Comparison chart for object.bank_account
Object-oriented shape areas
object · object_oriented
🏆 pyvorin-project-venv
4.09x faster than codon-system (75.6% quicker)
0.16
latest median ms
25
snapshots
Comparison chart for object.shape_area
CSV line tokenizer
parsing · csv_parsing
🏆 pypy3-system
2.41x faster than cpython-system (58.6% quicker)
1.22
latest median ms
25
snapshots
Comparison chart for parsing.csv_tokenize
INI-style config parser
parsing · config_parsing
🏆 pypy3-system
1.56x faster than cpython-system (35.9% quicker)
28.18
latest median ms
25
snapshots
Comparison chart for parsing.ini_parse
Log line parser
parsing · log_parsing
🏆 pyvorin-project-venv
1.26x faster than cpython-system (20.4% quicker)
0.21
latest median ms
15
snapshots
Comparison chart for parsing.log_line_parse
Email-like pattern matcher
regex · pattern_matching
🏆 pypy3-system
2.63x faster than pyvorin-project-venv (61.9% quicker)
1.17
latest median ms
15
snapshots
Comparison chart for regex.email_like_match
Wildcard pattern match
regex · pattern_matching
🏆 pypy3-system
9.31x faster than pyvorin-project-venv (89.3% quicker)
3.80
latest median ms
15
snapshots
Comparison chart for regex.wildcard_match
Newton-Raphson square root
scientific · numeric_computing
🏆 codon-system
1.42x faster than pyvorin-project-venv (29.4% quicker)
0.70
latest median ms
15
snapshots
Comparison chart for scientific.newton_sqrt
Polynomial evaluation
scientific · numeric_computing
🏆 codon-system
1.63x faster than pyvorin-project-venv (38.8% quicker)
1.96
latest median ms
15
snapshots
Comparison chart for scientific.polynomial_eval
CSV serializer
serialization · serialization
🏆 pypy3-system
3.18x faster than cpython-system (68.5% quicker)
0.38
latest median ms
15
snapshots
Comparison chart for serialization.csv_serialize
JSON serialization
serialization · serialization
🏆 pypy3-system
1.30x faster than pyvorin-project-venv (23.3% quicker)
16.88
latest median ms
25
snapshots
Comparison chart for serialization.json_serialize
Conway's Game of Life step
simulation · simulation
🏆 pyvorin-project-venv
16.29x faster than pypy3-system (93.9% quicker)
0.17
latest median ms
18
snapshots
Comparison chart for simulation.conway_life
Particle movement simulation
simulation · physics_simulation
🏆 pypy3-system
2.36x faster than cpython-system (57.7% quicker)
3989.32
latest median ms
27
snapshots
Comparison chart for simulation.particle_movement
Merge sort
sorting · sorting
🏆 pyvorin-project-venv
1.63x faster than codon-system (38.8% quicker)
0.37
latest median ms
25
snapshots
Comparison chart for sorting.merge_sort
Quicksort
sorting · sorting
🏆 pypy3-system
3.95x faster than graalpy-system (74.7% quicker)
106.19
latest median ms
15
snapshots
Comparison chart for sorting.quick_sort
Covariance and variance sums
statistics · statistics
🏆 pyvorin-project-venv
2.24x faster than pypy3-system (55.3% quicker)
1.76
latest median ms
15
snapshots
Comparison chart for statistics.correlation
Value histogram
statistics · statistics
🏆 pypy3-system
4.56x faster than pyvorin-project-venv (78.1% quicker)
1.32
latest median ms
15
snapshots
Comparison chart for statistics.histogram
Mean and variance
statistics · statistics
🏆 pyvorin-project-venv
1.26x faster than codon-system (20.7% quicker)
8.62
latest median ms
15
snapshots
Comparison chart for statistics.mean_variance
Dictionary lookup
stdlib · dictionary
🏆 cpython-system
1.01x faster than pyvorin-project-venv (1.5% quicker)
0.06
latest median ms
112
snapshots
Comparison chart for stdlib.dict_lookup
JSON parse
stdlib · json_parsing
🏆 cpython-system
4.36x faster than pypy3-system (77.1% quicker)
3.03
latest median ms
67
snapshots
Comparison chart for stdlib.json_parse
DNA nucleotide counter
string · bioinformatics
🏆 graalpy-system
1.09x faster than pypy3-system (7.9% quicker)
296.17
latest median ms
15
snapshots
Comparison chart for string.dna_count
Apache-style log parser
string · log_processing
🏆 pypy3-system
1.86x faster than cpython-system (46.2% quicker)
2.79
latest median ms
27
snapshots
Comparison chart for string.log_parser
Palindrome pair counter
string · string_processing
🏆 pypy3-system
3.35x faster than pyvorin-project-venv (70.2% quicker)
3.24
latest median ms
15
snapshots
Comparison chart for string.palindrome_pairs
Sentiment scorer
text · text_processing
🏆 pypy3-system
1.12x faster than pyvorin-project-venv (11.1% quicker)
0.37
latest median ms
15
snapshots
Comparison chart for text.sentiment_score
Word frequency count
text · text_processing
🏆 pypy3-system
1.30x faster than pyvorin-project-venv (23.2% quicker)
4.05
latest median ms
25
snapshots
Comparison chart for text.word_count
Binary search tree operations
tree · data_structures
🏆 cpython-system
1.02x faster than pyvorin-project-venv (1.5% quicker)
0.91
latest median ms
27
snapshots
Comparison chart for tree.bst_operations
Cookie parser
web · string_parsing
🏆 pypy3-system
2.92x faster than cpython-system (65.8% quicker)
4.40
latest median ms
15
snapshots
Comparison chart for web.cookie_parse
HTML tag counter
web · string_parsing
🏆 pypy3-system
22.09x faster than pyvorin-project-venv (95.5% quicker)
1.59
latest median ms
15
snapshots
Comparison chart for web.html_tag_count
HTTP request parser
web · string_parsing
🏆 cpython-system
1.04x faster than pyvorin-project-venv (4.1% quicker)
0.85
latest median ms
27
snapshots
Comparison chart for web.http_parser
Query-string parser
web · string_parsing
🏆 pypy3-system
2.34x faster than cpython-system (57.3% quicker)
6.84
latest median ms
15
snapshots
Comparison chart for web.query_string_parse
URL router matching
web · routing
🏆 cpython-system
1.12x faster than pyvorin-project-venv (10.5% quicker)
0.07
latest median ms
27
snapshots
Comparison chart for web.url_router