معرفی شرکت ها
EPMS-0.0.8
تبلیغات ما
مشتریان به طور فزاینده ای آنلاین هستند. تبلیغات می تواند به آنها کمک کند تا کسب و کار شما را پیدا کنند.
مشاهده بیشتر
تبلیغات ما
مشتریان به طور فزاینده ای آنلاین هستند. تبلیغات می تواند به آنها کمک کند تا کسب و کار شما را پیدا کنند.
مشاهده بیشتر
تبلیغات ما
مشتریان به طور فزاینده ای آنلاین هستند. تبلیغات می تواند به آنها کمک کند تا کسب و کار شما را پیدا کنند.
مشاهده بیشتر
تبلیغات ما
مشتریان به طور فزاینده ای آنلاین هستند. تبلیغات می تواند به آنها کمک کند تا کسب و کار شما را پیدا کنند.
مشاهده بیشتر
تبلیغات ما
مشتریان به طور فزاینده ای آنلاین هستند. تبلیغات می تواند به آنها کمک کند تا کسب و کار شما را پیدا کنند.
مشاهده بیشترتوضیحات
The Expressive Polyphonic MIDI Serializer is a tool to turn MIDI files into a model-friendly, expressive representation for ML projects.
| ویژگی | مقدار |
|---|---|
| سیستم عامل | - |
| نام فایل | EPMS-0.0.8 |
| نام | EPMS |
| نسخه کتابخانه | 0.0.8 |
| نگهدارنده | [] |
| ایمیل نگهدارنده | [] |
| نویسنده | PET Computação UFRGS |
| ایمیل نویسنده | pet@inf.ufrgs.br |
| آدرس صفحه اصلی | https://github.com/petcomputacaoufrgs/EPMS |
| آدرس اینترنتی | https://pypi.org/project/EPMS/ |
| مجوز | - |
# EPMS: Expressive Polyphonic MIDI Serializer
## Introduction
The MIDI (Musical Instrument Digital Interface) protocol is extremely useful - and awesome - when we want to work with digital audio. One of its many utilities is in
Machine Learning, where it allows us to train data models to generate musical pieces.
However, the current literature lack a tool that transcribes MIDI data to a model-friendly structure while preserving
polyphony and the whole expressive dimension of music.
EPMS is being build to address that need. While simultaneously working on a
LSTM that predict and translates musical data between instruments, our [PET](https://www.inf.ufrgs.br/site/pet/) group from the [Institute of Informatics](https://inf.ufrgs.br) of the [Federal University of Rio Grande do Sul (UFRGS)](https://ufrgs.br) - Brazil, is maintaining and developing this repository.
With the advances of [MIDI 2.0](https://www.midi.org/midi-articles/details-about-midi-2-0-midi-ci-profiles-and-property-exchange) in mind, we're working on merging concepts from Music Information Retrieval (MIR) and Machine Learning (ML) to prepare the ground for future works that can popularize the feeling of making music.
## The Concept
The main idea behind the project is to represent a MIDI file in some format that is easy to manipulate and feed to a Machine Learning (ML) model, like a neural network.
Simply put, we transform the input file in a **Pandas DataFrame** where information is stored.
### Settings
There are currently 3 setting parameters for the serialization process:
1. **RESOLUTION** (int): the amount of *frames per beat* to be recorded.
2. **KEYBOARD_SIZE** (int): the amount on *notes* that we'll be tracked by the serializer.
3. **KEYBOARD_OFFSET** (int): the *MIDI value* of the first key in our keyboard
\
For example, we can set the serial parameters like
```python
SETTINGS = {
'RESOLUTION': 16,
'KEYBOARD_SIZE': 13,
'KEYBOARD_OFFSET': 60
}
```
that will be internally transformed into a serie.
| SETTING | VALUE|
|:-----------|---|
| RESOLUTION | 16|
| KEYBOARD_SIZE | 13 |
| KEYBOARD_OFFSET | 60 |
### Serialization
Each row in the serial DataFrame corresponds to a **frame** of the song
and each frame is formed in a set of different *blocks*:
* the **Instrument Block**, that stores information about instrument qualities
| NAME | INSTRUMENT | MIDI_PROGRAM | SOUND |
|:-------|:-------------|---------------:|:------------------|
* the **Metric Block**, that will be our time reference across the song
| MEASURE | BEAT | FRAME |
|:----------|:-------|---------|
* the **Environment Block**, that provides the musical context of one's model environment
| ORIGINAL_KS | TS | TEMPO |
|:--------------|------|---------|
* and the **Performance Block**, that is a *piano-roll*-like representation that specifies one column for every
key in our model's 'artificial piano'. In this block we focus on representing the main
expressive characteristics of human musical performances, such as *dynamics*, *syncopations* and *articulations*.
\
\
With the settings values as shown before,
the Performance Block would be:
| C4 | C#4 | D4 | E-4 | E4 | F4 | F#4 | G4 | G#4 | A4 | B-4 | B4 | C5 |
|:------|-------|-------|---------|-------|-------|-------|----|-----|----|-----|----|----|
\
\
Finally, our frames will contain MIDI data in the following columns:
| NAME | INSTRUMENT | MIDI_PROGRAM | SOUND | MEASURE | BEAT | FRAME | ORIGINAL_KS | TS | TEMPO | A0 | B-0 | B0 | C1 | C#1 | D1 | E-1 | E1 | F1 | F#1 | G1 | G#1 | A1 | B-1 | B1 | C2 | C#2 | D2 | E-2 | E2 | F2 | F#2 | G2 | G#2 | A2 | B-2 | B2 | C3 | C#3 | D3 | E-3 | E3 | F3 | F#3 | G3 | G#3 | A3 | B-3 | B3 | C4 | C#4 | D4 | E-4 | E4 | F4 | F#4 | G4 | G#4 | A4 | B-4 | B4 | C5 | C#5 | D5 | E-5 | E5 | F5 | F#5 | G5 | G#5 | A5 | B-5 | B5 | C6 | C#6 | D6 | E-6 | E6 | F6 | F#6 | G6 | G#6 | A6 | B-6 | B6 | C7 | C#7 | D7 | E-7 | E7 | F7 | F#7 | G7 | G#7 | A7 | B-7 | B7 | C8 |
|:-------|:-------------|---------------:|:------------------|----------:|-------:|--------:|:--------------|:-----|--------:|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:----------------------------|:------|:------|:----------------------------|:----------------------------|:----------------------------|:------|:----------------------------|:----------------------------|:------|:------|:------|:----------------------------|:------|:------|:----------------------------|:----------------------------|:----------------------------|:------|:----------------------------|:----------------------------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|
### Serialization Diagram
## Performance Block (PB) Representation
As a group project decision, the values stored in the PB are formatted in a way that we can
easily turn one row (one frame) into a **Multi Hot Encoded Performance (MHEP) frame**, that can be
used as input vector for a model that uses Binary Cross Entropy Loss (BCE Loss) to get a rapidly convergent
*'what notes should I play?'* kind of learning. The main point of this decision is that this way we
treat the playing problem as a Classification Problem, that is easier to work on.
In that sense, the data inside the PB is represented in a way where different data types provide
different semantic meaning for a note's frame in the performance encoding:
> ### **Boolean**
>
> **False**: represent silence, the note is not being played in the frame.
> ### Float32
>
> *****value*****: represent that this note is playing in the frame with current scalar velocity *****value*****.
* ****
## Usage and Example
First of all, you must import the package and define the settings for the serializer.
```python
from EMS import serialization, deserialization
SETTINGS = {
'RESOLUTION': 16,
'KEYBOARD_SIZE': 88,
'KEYBOARD_OFFSET': 21
}
```
Then, to serialize:
```python
serial = serialization.file('test_midi_files/George Benson - Breezin.mid',
SETTINGS,
save_as='serial.pkl') ## optional
```
The following is the score for the first flute measure of George Bensons - Breezin:
The serial version of this measure can be seen below, it is a Pandas DataFrame with dimensions (64, 98):
| NAME | INSTRUMENT | MIDI_PROGRAM | SOUND | MEASURE | BEAT | FRAME | ORIGINAL_KS | TS | TEMPO | A0 | B-0 | B0 | C1 | C#1 | D1 | E-1 | E1 | F1 | F#1 | G1 | G#1 | A1 | B-1 | B1 | C2 | C#2 | D2 | E-2 | E2 | F2 | F#2 | G2 | G#2 | A2 | B-2 | B2 | C3 | C#3 | D3 | E-3 | E3 | F3 | F#3 | G3 | G#3 | A3 | B-3 | B3 | C4 | C#4 | D4 | E-4 | E4 | F4 | F#4 | G4 | G#4 | A4 | B-4 | B4 | C5 | C#5 | D5 | E-5 | E5 | F5 | F#5 | G5 | G#5 | A5 | B-5 | B5 | C6 | C#6 | D6 | E-6 | E6 | F6 | F#6 | G6 | G#6 | A6 | B-6 | B6 | C7 | C#7 | D7 | E-7 | E7 | F7 | F#7 | G7 | G#7 | A7 | B-7 | B7 | C8 |
|:-------|:-------------|---------------:|:------------------|----------:|-------:|--------:|:--------------|:-----|--------:|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|---------:|:------|:------|---------:|---------:|---------:|:------|---------:|---------:|:------|:------|:------|---------:|:------|:------|---------:|---------:|---------:|:------|---------:|---------:|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|:------|
| Winds | Flute | 73 | wind.flutes.flute | 1 | 1 | 1 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0.385827 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 1 | 2 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0.385827 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 1 | 3 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0.385827 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 1 | 4 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0.385827 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 1 | 5 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0.385827 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 1 | 6 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0.503937 | 0.385827 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 1 | 7 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0.503937 | 0.385827 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 1 | 8 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0.503937 | 0.385827 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 1 | 9 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0.503937 | False | False | 0 | 0.503937 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 1 | 10 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0.503937 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 1 | 11 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0.503937 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0.385827 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 1 | 12 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0.503937 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0.385827 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 1 | 13 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0.385827 | 0.503937 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 1 | 14 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0.385827 | 0.503937 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 1 | 15 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0.503937 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 1 | 16 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0.503937 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 2 | 1 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0.385827 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 2 | 2 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0.385827 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 2 | 3 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0.385827 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 2 | 4 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0.385827 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 2 | 5 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | 0.503937 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 2 | 6 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0.503937 | 0 | False | 0 | 0 | False | False | False | 0.503937 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 2 | 7 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0.503937 | 0 | False | 0 | 0 | False | False | False | 0.503937 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 2 | 8 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0.503937 | 0 | False | 0 | 0 | False | False | False | 0.503937 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 2 | 9 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0.503937 | 0.503937 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 2 | 10 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0.503937 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 2 | 11 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0.503937 | 0.503937 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 2 | 12 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0.503937 | 0.503937 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 2 | 13 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0.503937 | False | False | 0 | 0.503937 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 2 | 14 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0.503937 | False | False | 0 | 0.503937 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 2 | 15 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0.503937 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 2 | 16 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0.503937 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 3 | 1 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0.629921 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 3 | 2 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0.629921 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 3 | 3 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0.629921 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 3 | 4 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0.629921 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 3 | 5 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0.629921 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 3 | 6 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0.629921 | 0.629921 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 3 | 7 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0.629921 | 0.629921 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 3 | 8 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0.629921 | 0.629921 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 3 | 9 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0.503937 | 0 | 0 | False | 0.629921 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 3 | 10 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0.503937 | 0 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 3 | 11 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0.503937 | 0 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0.503937 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 3 | 12 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0.503937 | 0 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0.503937 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 3 | 13 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0.503937 | 0.503937 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 3 | 14 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0.503937 | 0.503937 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 3 | 15 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0.503937 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 3 | 16 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0.503937 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 4 | 1 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0.503937 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 4 | 2 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0.503937 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 4 | 3 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0.503937 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 4 | 4 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0.503937 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 4 | 5 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0.503937 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 4 | 6 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0.503937 | 0 | False | False | False | 0 | False | False | 0.503937 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 4 | 7 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0.503937 | 0 | False | False | False | 0 | False | False | 0.503937 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 4 | 8 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0.503937 | 0 | False | False | False | 0 | False | False | 0.503937 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 4 | 9 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0.503937 | 0.503937 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 4 | 10 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0.503937 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 4 | 11 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0.503937 | 0.503937 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 4 | 12 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0.503937 | 0.503937 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 4 | 13 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0.503937 | 0 | 0 | False | 0.503937 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 4 | 14 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0.503937 | 0 | 0 | False | 0.503937 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 4 | 15 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0.503937 | 0 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| Winds | Flute | 73 | wind.flutes.flute | 1 | 4 | 16 | C | 4/4 | 82 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0 | False | False | 0.503937 | 0 | 0 | False | 0 | 0 | False | False | False | 0 | False | False | 0 | 0 | 0 | False | 0 | 0 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
Some Falses are being printed as 0's, but that is just a visualization problem, internally they are Falses.
Getting back to the MIDI format is simple:
```python
deserialized = deserialization.file(serial,
SETTINGS,
save_as='result.mid') ## optional
```
زبان مورد نیاز
| مقدار | نام |
|---|---|
| >=3.6 | Python |
نحوه نصب
نصب پکیج whl EPMS-0.0.8:
pip install EPMS-0.0.8.whl
نصب پکیج tar.gz EPMS-0.0.8:
pip install EPMS-0.0.8.tar.gz