alchemy-catalyst

Alchemy logo

Experiments logging & visualization

Build Status

Part of Catalyst Ecosystem. Project manifest.

Installation

Common installation:

pip install -U alchemy-catalyst

Getting started

Goto Alchemy and get your personal token.

Run following example.py:

import random

from alchemy import Logger

# insert your personal token here
token = "..."
project = "default"

for gid in range(1):
    group = f"group_{gid}"
    for eid in range(2):
        experiment = f"experiment_{eid}"
        logger = Logger(
            token=token,
            experiment=experiment,
            group=group,
            project=project,
        )
        for mid in range(4):
            metric = f"metric_{mid}"
            # let's sample some random data
            n = 300
            x = random.randint(-10, 10)
            for i in range(n):
                logger.log_scalar(metric, x)
                x += random.randint(-1, 1)
        logger.close()

Now you should see your metrics on Alchemy.

Catalyst.Ecosystem

Goto Alchemy and get your personal token.

Log your Catalyst experiment with AlchemyRunner:

from catalyst.dl import SupervisedAlchemyRunner
runner = SupervisedAlchemyRunner()

runner.train(
    model=model,
    criterion=criterion,
    optimizer=optimizer,
    loaders=loaders,
    logdir=logdir,
    num_epochs=num_epochs,
    verbose=True,
    monitoring_params={
        "token": "...",  # insert your personal token here
        "project": "default",
        "experiment": "your_experiment_name",
        "group": "your_experiment_group_name",
    }
)

Now you should see your metrics on Alchemy.

Examples

For mode detailed tutorials, please follow Catalyst examples.

Metadata

Release files for alchemy-catalyst 20.3

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for alchemy-catalyst 20.3
File	Size	Uploaded
alchemy-catalyst-20.3.tar.gz	5.4 kB	Mar 21, 2020	Details

Built distribution (wheel)

Table of built distributions (wheels) for alchemy-catalyst 20.3
File	Interpreter	ABI	Platform	Reset
alchemy_catalyst-20.3-py2.py3-none-any.whl 8.9 kB Mar 21, 2020	Python 3, Python 2	none	any	Details

Total release size: 14.3 kB

Release files / alchemy-catalyst-20.3.tar.gz

Download URL	alchemy-catalyst-20.3.tar.gz
Size	5.4 kB
Tags	Source
SHA-256 checksum How to use checksums	`34bc8523ae54740a58037fb9995f83d3acbc862be3fb1381ecabca4dff74b849`
BLAKE2b-256 checksum How to use checksums	`4ca22b84278a3d89bc35f8ce76eb019fc28c49034d56c828df6b70bc0beaf3f9`
Upload date	Mar 21, 2020
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/3.1.1 pkginfo/1.5.0.1 requests/2.22.0 setuptools/44.0.0.post20200106 requests-toolbelt/0.9.1 tqdm/4.41.1 CPython/3.7.6`

Release files / alchemy_catalyst-20.3-py2.py3-none-any.whl

Download URL	alchemy_catalyst-20.3-py2.py3-none-any.whl
Size	8.9 kB
Tags	Python 2 Python 3
SHA-256 checksum How to use checksums	`bc74a7fe6b95d8266ecffc17cd2829b329e2466682c81548b04884b97060a79d`
BLAKE2b-256 checksum How to use checksums	`23c38bfb2af4b9e78d52e9feac36e51fd9ad03942b8afeadf1666fc21c48ee87`
Upload date	Mar 21, 2020
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/3.1.1 pkginfo/1.5.0.1 requests/2.22.0 setuptools/44.0.0.post20200106 requests-toolbelt/0.9.1 tqdm/4.41.1 CPython/3.7.6`