fake-time-series
v1.1.0
Published
A flexible CLI tool and library for generating fake time series data. Perfect for testing, development, and demonstration purposes.
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⏲️ fake-time-series
A flexible CLI tool and library for generating fake time series data. Perfect for testing, development, and demonstration purposes.
- ✅ Generate realistic time series data with customizable data shapes.
- ✅ Support for human-readable time ranges like "3 days ago" or "1 year ago" or "2024-6-30"
- ✅ Send data to HTTP endpoints.
- ✅ Fine-grained control over data generation with batch size and interval settings
- ✅ Built-in randomization features for more realistic data patterns.
- ✅ Simple configuration via JavaScript/ESM config files.
📡 Installation
npm install fake-time-series
yarn add fake-time-series
pnpm add fake-time-series
👋 Hello there! Follow me @linesofcode or visit linesofcode.dev for more cool projects like this one.
🚀 Getting Started
fake-time-series generate --startTime "1 week ago" --endTime "1 day ago"
Send generated data to an endpoint:
fake-time-series send --sink-url "http://localhost:3000/api/ingest" --startTime "3 months ago" --endTime "1 month ago"
🛠️ Configuration
Config File
The tool supports configuration through a JavaScript/ESM config file. By default, it looks for fake-time-series.config.mjs
in the current directory.
A sample config file:
// fake-time-series.config.mjs
export const options = {
startTime: "3 weeks ago",
minInterval: "5s",
maxInterval: "30s",
maxBatchSize: 20,
sinkUrl: "http://localhost:3000/api/ingest",
headers: {
"Authorization": "Bearer your-token",
"Content-Type": "application/json"
},
shapes: {
temperature: () => ({
sensorId: Math.random().toString(36).substring(2, 15),
value: Math.random() * 100,
}),
},
};
Shapes
Shapes are functions that return a data point. They can be used to generate realistic data for your specific use case.
Each shape function is identified by a key in the shapes
object in the config file. Each shape function accepts the current timestamp and returns a data point, this can be a single value or a more complex object.
For example, the following shape function generates a random temperature value between 0 and 100 for a given timestamp:
// fake-time-series.config.mjs
export const config = {
shapes: {
temperature: (timestamp) => ({
sensorId: Math.random().toString(36).substring(2, 15),
value: Math.random() * 100,
}),
},
};
Specify a custom config path:
fake-time-series generate --config ./custom-config.mjs
Time Formats
The tool supports various time formats for startTime
and endTime
:
Relative Times
- Simple offsets:
-1 day
,-30 minutes
,-12 hours
,-1 week
,1 day ago
,30 minutes ago
- Multiple units:
-1 day 6 hours
,-2 weeks 3 days
,1 week 2 days ago
- Special keywords:
now
,today
,yesterday
Absolute Times
- ISO 8601:
2024-01-15T10:30:00Z
- Date strings:
2024-01-15
,15-01-2024
- Time with timezone:
2024-01-15T10:30:00-05:00
Interval Formats
For minInterval
and maxInterval
:
- Seconds:
5s
,30s
- Minutes:
1m
,5m
- Hours:
1h
,12h
- Days:
1d
- Milliseconds:
1234567890
🔧 Options
| Option | Description | Default |
|--------|-------------|---------|
| startTime
| Start time of the series | -1 day
|
| endTime
| End time of the series | now
|
| minInterval
| Minimum interval between points | 1s
|
| maxInterval
| Maximum interval between points | 10s
|
| maxBatchSize
| Maximum points per batch | 10
|
| batchSizeRandomization
| Enable random batch sizes | true
|
| intervalRandomization
| Enable random intervals | true
|
| batchReverseProbability
| Chance to reverse batch order | 0.5
|
| batchShuffleProbability
| Chance to shuffle batch | 0.4
|
| intervalSkewProbability
| Chance of interval skewing | 0.8
|
| concurrency
| Max concurrent requests (send only) | 10
|
| sinkUrl
| Endpoint URL (send only) | required |
| headers
| Request headers (send only) | {"Content-Type": "application/json"}
|
Examples
Generate data for the last 3 days:
fake-time-series generate --startTime "-3 days"
Generate data with specific intervals:
fake-time-series generate --minInterval "30s" --maxInterval "5m"
Send data with custom headers:
fake-time-series send \
--sink-url "http://localhost:3000/api/ingest" \
--headers '{"Authorization": "Bearer token123"}'