Metadata-Version: 2.4
Name: graphout
Version: 1.0.2
Summary: A tool to capture, measure and plot printed data
Author: Petras Purlys
Author-email: Petras Purlys <petras.purlys@gmail.com>
License-Expression: MIT
License-File: LICENSE.txt
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.10
Classifier: Programming Language :: Python :: 3.11
Classifier: Programming Language :: Python :: 3.12
Classifier: Programming Language :: Python :: 3.13
Classifier: Programming Language :: Python :: 3.14
Classifier: Operating System :: OS Independent
Requires-Dist: tabulate>=0.10.0
Requires-Dist: seaborn>=0.13.2
Requires-Python: >=3.10
Project-URL: Homepage, https://github.com/PetrasPurlys/graphout
Description-Content-Type: text/markdown

# GraphOut: A tool to capture, measure and plot printed data
Good for measuring performance or benchmarking, especially if all you can get your hands on is `print`.

### Install

```
pip install graphout
```

### Example

Execute ping 12 times using 6 parallel processes, parse the millisecond latency and make a graph.

```
graphout -n 12 --proc 6 --out ping_so -p 'latency_ms:time=([0-9]*)ms' --stack --rot-x -- ping www.stackoverflow.com -l [payload_bytes] -- 100 1000 10000 20000
         |--------------------------------- options --------------------------------|    |------------- command template ------------|    |----- values -----|
```

After running this, three things are going to happen:
1. The ping command is going to be run 12 times for each `[100, 1000, 10000, 20000]` value placed at `[payload_bytes]`
in the command template.
2. The output is going to be parsed line-by-line and a `time=([0-9]*)ms` regex applied to extract the latency.
3. The numeric results and some charts are going to be put into a folder named `ping_so`.

Each command configuration is going to contain up to 48 datapoints since each ping produces 4 measures, so `4 * 12 = 48`.
However, ping can sometimes time out so less than 48 datapoints is also possible.

#### Result: Graph

![latency_ms_avg](data:image/png;base64,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)

#### Result: Kernel Density Estimate (KDE)

![latency_ms_avg](data:image/png;base64,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)

#### Result: Histogram

![latency_ms_hist](data:image/png;base64,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)

#### Result: Histogram + KDE (Stacked)

![latency_ms_stacked](data:image/png;base64,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)

Separate per-parameter-value KDEs and histograms are also generated.

#### Result: result.json

```
{
    "base": "ping www.stackoverflow.com -l [payload_bytes]",
    "runs": [
        {
            "command": "ping www.stackoverflow.com -l 100",
            "x_name": "payload_bytes",
            "x": "100",
            "measures": {
                "latency_ms": {
                    "stats": {
                        "cnt": 48,
                        "avg": 10.3125,
                        "std": 2.1846295756898293,
                        "min": 7.0,
                        "max": 15.0
                    },
                    "data": [
                        8.0,
                        8.0,
                        10.0,
                        10.0,
                        8.0,
                        9.0,
                        10.0,
                        14.0,
                        10.0,
                        11.0,
                        10.0,
                        14.0,
                        8.0,
                        11.0,
                        9.0,
                        13.0,
                        11.0,
                        9.0,
                        9.0,
                        8.0,
                        7.0,
                        9.0,
                        9.0,
                        9.0,
                        8.0,
                        9.0,
                        8.0,
                        9.0,
                        8.0,
                        12.0,
                        15.0,
                        11.0,
                        10.0,
                        9.0,
                        12.0,
                        12.0,
                        9.0,
                        12.0,
                        15.0,
                        11.0,
                        9.0,
                        12.0,
                        15.0,
                        9.0,
                        8.0,
                        12.0,
                        15.0,
                        11.0
                    ]
                }
            }
        },
        {
            "command": "ping www.stackoverflow.com -l 1000",
            "x_name": "payload_bytes",
            "x": "1000",
            "measures": {
                "latency_ms": {
                    "stats": {
                        "cnt": 48,
                        "avg": 15.0,
                        "std": 5.238970176536444,
                        "min": 9.0,
                        "max": 29.0
                    },
                    "data": [
                        9.0,
                        14.0,
                        21.0,
                        18.0,
                        12.0,
                        13.0,
                        12.0,
                        9.0,
                        9.0,
                        10.0,
                        18.0,
                        18.0,
                        11.0,
                        14.0,
                        16.0,
                        9.0,
                        9.0,
                        14.0,
                        13.0,
                        14.0,
                        9.0,
                        13.0,
                        14.0,
                        12.0,
                        13.0,
                        20.0,
                        29.0,
                        19.0,
                        11.0,
                        17.0,
                        25.0,
                        12.0,
                        13.0,
                        14.0,
                        29.0,
                        15.0,
                        13.0,
                        16.0,
                        21.0,
                        23.0,
                        11.0,
                        12.0,
                        25.0,
                        23.0,
                        10.0,
                        10.0,
                        16.0,
                        12.0
                    ]
                }
            }
        },
        {
            "command": "ping www.stackoverflow.com -l 10000",
            "x_name": "payload_bytes",
            "x": "10000",
            "measures": {
                "latency_ms": {
                    "stats": {
                        "cnt": 48,
                        "avg": 89.60416666666667,
                        "std": 44.4559258588957,
                        "min": 36.0,
                        "max": 178.0
                    },
                    "data": [
                        40.0,
                        70.0,
                        71.0,
                        69.0,
                        54.0,
                        36.0,
                        42.0,
                        43.0,
                        76.0,
                        130.0,
                        176.0,
                        85.0,
                        103.0,
                        74.0,
                        145.0,
                        115.0,
                        123.0,
                        101.0,
                        119.0,
                        143.0,
                        148.0,
                        155.0,
                        89.0,
                        178.0,
                        154.0,
                        39.0,
                        36.0,
                        40.0,
                        137.0,
                        72.0,
                        53.0,
                        58.0,
                        159.0,
                        53.0,
                        36.0,
                        42.0,
                        157.0,
                        82.0,
                        69.0,
                        70.0,
                        150.0,
                        59.0,
                        46.0,
                        56.0,
                        150.0,
                        73.0,
                        54.0,
                        71.0
                    ]
                }
            }
        },
        {
            "command": "ping www.stackoverflow.com -l 20000",
            "x_name": "payload_bytes",
            "x": "20000",
            "measures": {
                "latency_ms": {
                    "stats": {
                        "cnt": 48,
                        "avg": 162.10416666666666,
                        "std": 68.78682443834762,
                        "min": 55.0,
                        "max": 333.0
                    },
                    "data": [
                        78.0,
                        94.0,
                        94.0,
                        95.0,
                        133.0,
                        59.0,
                        55.0,
                        58.0,
                        187.0,
                        155.0,
                        120.0,
                        207.0,
                        240.0,
                        116.0,
                        196.0,
                        166.0,
                        285.0,
                        197.0,
                        159.0,
                        129.0,
                        333.0,
                        230.0,
                        216.0,
                        233.0,
                        213.0,
                        69.0,
                        74.0,
                        75.0,
                        241.0,
                        120.0,
                        119.0,
                        120.0,
                        243.0,
                        128.0,
                        123.0,
                        116.0,
                        271.0,
                        151.0,
                        147.0,
                        143.0,
                        276.0,
                        155.0,
                        157.0,
                        150.0,
                        294.0,
                        194.0,
                        189.0,
                        178.0
                    ]
                }
            }
        }
    ],
    "args": "-n 12 --proc 6 --out ping_measure -p latency_ms:time=([0-9]*)ms --stack --rot-x -- ping www.stackoverflow.com -l [payload_bytes] -- 100 1000 10000 20000"
}
```
