Typical API response with metadata
📝 Dataset Details: REST API response with metadata, pagination, and business objects
🔑 Key Features: UUIDs, timestamps, decimal prices, nested objects, arrays
{
"status": "success",
"timestamp": "2024-01-01T12:00:00Z",
"request_id": "12345678-1234-5678-9012-123456789012",
"data": {
"items": [
{
"id": 1,
"name": "Product A",
"price": 19.99,
"created": "2024-01-01T10:00:00Z",
"active": true,
"tags": [
"electronics",
"featured"
]
},
"... 19 more items"
],
"pagination": {
"total": 1000,
"page": 1,
"per_page": 20
}
}
}| Library | Mean (ms) | Min (ms) | Max (ms) | Std Dev (ms) | Success Rate |
|---|---|---|---|---|---|
| datason | 0.923 | 0.886 | 1.109 | 0.066 | 10/10 |
| json | 0.078 | 0.074 | 0.096 | 0.006 | 10/10 |
| pickle | 0.039 | 0.037 | 0.042 | 0.002 | 10/10 |
| jsonpickle | 1.213 | 1.183 | 1.249 | 0.021 | 10/10 |
| msgpack | 0.048 | 0.047 | 0.051 | 0.001 | 10/10 |
Simple data types common in APIs
📝 Dataset Details: Basic JSON-compatible data types (strings, numbers, booleans, arrays)
🔑 Key Features: primitive types, mixed arrays, null values, Unicode strings
{
"strings": [
"hello",
"world",
"test"
],
"numbers": [
1,
42,
100
],
"floats": [
3.14,
2.71,
1.41
],
"booleans": [
true,
false
],
"mixed_array": [
"text",
42,
true,
null
]
}| Library | Mean (ms) | Min (ms) | Max (ms) | Std Dev (ms) | Success Rate |
|---|---|---|---|---|---|
| datason | 0.051 | 0.042 | 0.075 | 0.014 | 10/10 |
| orjson | 0.001 | 0.001 | 0.001 | 0.000 | 10/10 |
| ujson | 0.003 | 0.002 | 0.003 | 0.000 | 10/10 |
| json | 0.007 | 0.006 | 0.008 | 0.001 | 10/10 |
| pickle | 0.001 | 0.001 | 0.002 | 0.000 | 10/10 |
| jsonpickle | 0.034 | 0.031 | 0.047 | 0.005 | 10/10 |
| msgpack | 0.002 | 0.002 | 0.002 | 0.000 | 10/10 |
Deeply nested data structures
📝 Dataset Details: Deeply nested objects with complex hierarchies
🔑 Key Features: deep nesting, configuration objects, mixed data types
{
"config": {
"database": {
"hosts": [
"db1.example.com",
"db2.example.com"
],
"connection": {
"pool_size": 10,
"timeout": 30,
"retry_policy": {
"max_attempts": 3,
"backoff": "exponential"
}
}
},
"services": {
"auth": {
"enabled": true,
"provider": "oauth2"
},
"cache": {
"ttl": 3600,
"type": "redis"
}
}
}
}| Library | Mean (ms) | Min (ms) | Max (ms) | Std Dev (ms) | Success Rate |
|---|---|---|---|---|---|
| datason | 0.093 | 0.089 | 0.106 | 0.005 | 10/10 |
| orjson | 0.001 | 0.001 | 0.002 | 0.000 | 10/10 |
| ujson | 0.005 | 0.005 | 0.006 | 0.000 | 10/10 |
| json | 0.015 | 0.014 | 0.016 | 0.000 | 10/10 |
| pickle | 0.003 | 0.003 | 0.004 | 0.000 | 10/10 |
| jsonpickle | 0.098 | 0.095 | 0.108 | 0.004 | 10/10 |
| msgpack | 0.003 | 0.003 | 0.004 | 0.000 | 10/10 |
Data with many datetime and UUID objects
📝 Dataset Details: Objects with many datetime fields, timestamps, and UUIDs
🔑 Key Features: ISO timestamps, UUID identifiers, timezone handling, date arithmetic
{
"events": [
{
"id": "550e8400-e29b-41d4-a716-446655440000",
"timestamp": "2024-01-01T12:00:00Z",
"event_type": "user_action",
"user_id": "123e4567-e89b-12d3-a456-426614174000",
"metadata": {
"created_at": "2024-01-01T10:00:00Z",
"updated_at": "2024-01-01T11:00:00Z",
"expires_at": "2024-01-02T12:00:00Z"
}
},
"... 14 more events"
]
}| Library | Mean (ms) | Min (ms) | Max (ms) | Std Dev (ms) | Success Rate |
|---|---|---|---|---|---|
| datason | 0.385 | 0.375 | 0.411 | 0.012 | 10/10 |
| orjson | 0.010 | 0.008 | 0.022 | 0.004 | 10/10 |
| json | 0.104 | 0.100 | 0.115 | 0.004 | 10/10 |
| pickle | 0.034 | 0.031 | 0.044 | 0.004 | 10/10 |
| jsonpickle | 1.162 | 1.143 | 1.190 | 0.018 | 10/10 |
| msgpack | 0.077 | 0.075 | 0.089 | 0.004 | 10/10 |
| Use Case | Best Configuration |
|---|---|
| Speed Critical | ml_training |
| Complex Types | default |
| Large Datasets | ml_training |
| Version | Available Features | Config Methods | Status |
|---|---|---|---|
| latest | serialize, deserialize | get_ml_config, get_performance_config, get_api_config, get_strict_config | ✅ Available |
| 0.11.0 | serialize, deserialize | get_ml_config, get_performance_config, get_api_config, get_strict_config | ✅ Available |
| 0.10.0 | ❌ Command '['/opt/hostedtoolcache/Python/3.11.12/x64/bin/python', '-m', 'pip', 'install', 'datason==0.10.0']' returned non-zero exit status 1. | ❌ Failed | |
| 0.9.0 | serialize, deserialize | get_ml_config, get_performance_config, get_api_config, get_strict_config | ✅ Available |
{
"suite_type": "complete",
"metadata": {
"timestamp": "2025-06-19T03:12:57.527741+00:00",
"python_version": "3.11.12 (main, Apr 8 2025, 21:35:04) [GCC 13.3.0]",
"runner_info": {
"os": "posix",
"github_sha": "35a06f17f8c72dfb16a0b44e33d1d19b4757d5dc",
"github_ref": "refs/heads/main",
"ci_run_id": "15748485051"
}
},
"execution_time": 12.520631313323975,
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"description": "Typical API response with metadata",
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