semvec/pypi-packages huggingface dataset:
move-carrots 0.1.1
Simple helper for reproducible (research) experiments.
License: MIT

# Move-carrots

Simple helper for reproducible (research) experiments.

## Goals

This package aims to make one's life easier with machine learning experiments.
To achieve this goal, this package basically does the following two things.

### 1. Run experiments with some config files. 

- No need for long commands. 
- Reliable and elegant than notebooks.

### 2. Built-in support to record, view, and reproduce your experiments.

:P)

## Quick start
WIP.

## Core features

1. Define your experiment in a human friendly YAML file: main function, parameters, data files, logging, etc.
2. Codes will be automatically checked in to git with proper tags. Datas will be also version-controlled in a proper manner. 
3. Each experiment will be dumped into a database, including the config, the logging, and the versions of code and data.

## Design

### Config file
The config file includes:
- PYTHONPATH
- main function and parameters
- misc
    - experiment name
    - logging

### Version control
The goal is to re-run one experiment within one command. To achieve this, we will have both codes and data versioned in a proper way.

**Codes** All local changes, if there are any, will be committed into Git before a config runs. Commits information will be stored in log files and the head commit will be tagged as f"{name}@{time}" for future reference. 

**Data** Data will be stored in the database, which will be keyed by name and md5 value. 

### Database

The database has two parts: experiment logging and version control. 

1. **Experiment logging** shows what experiments have been conducted, what's the input/output of one experiment. Based on it, more analysis can be elaborated.
2. **Version control** is responsible for recording all versions of codes (through Git) and data (local storage).
libthither 0.10.3
Python Library for Thither.Direct
License: MIT

Thither.Direct library for python
============================

Installation
------------
    pip install libthither

##  THE LIBRARY
+ APIs are:
  + Flow Metrics Statistics Client
    + push_single
    + push_list
    + push_csv_data
    + get_definitions
    + get_stats
  + (more to come)
+ Utils: 
  + (still to come)


Creating a Flow Metrics Statistics Client
------------------------

.. code-block:: python

    from libthither.api.fms import FlowMetricsStatisticsClient

    client = FlowMetricsStatisticsClient(
        'YourFlowID',
        pass_phrase='YourPassPhrase',
        keep_alive=True,
        # https=False,
        # cipher='AES',
        # json=False,
		# version='v201807',
        # requests_args={},
        )
    # after initiated, client can be called with:
    client.push_single(YourMetricId, DateAndTime, Value)
    client.push_list([[Metric ID, DateTime, Value],])
    client.push_csv_data("mid,dt,v\nYourMetricId,DateAndTime,Value")

More information at:
	https://thither.direct/information/services/commercial/index
	https://github.com/thither/Thither.Direct-client-libraries/tree/master/python