vaclavcadek

def svg_write(fig, center=True):
    """
    Renders a matplotlib figure object to SVG and embedd it as base64.
    Disable center to left-margin align like other objects.

    Shamelessly taken from:
    https://discuss.streamlit.io/t/display-svg/172
    """
    # Save to stringIO instead of file
    imgdata = StringIO()

vaclavcadek

# Download the TensorFlow Serving Docker image and repo
docker pull tensorflow/serving

# Start TensorFlow Serving container and open the REST API port
docker run -t --rm -p 8501:8501 -v "/home/vaclav/PycharmProjects/the-algorithm-lab/tensorflow2/practice/deployment/my_model:/models/my_model" -e MODEL_NAME=my_model tensorflow/serving &

# Query the model using the predict API
curl -d '{"instances": [17.99000,20.57000,19.69000,11.42000,20.29000,12.45000,18.25000,13.71000,13.00000,12.46000,16.02000,15.78000,19.17000,15.85000,13.73000,14.54000,14.68000,16.13000,19.81000,13.54000,13.08000,9.50400,15.34000,21.16000,16.65000,17.14000,14.58000,18.61000,15.30000,17.57000]}' \
 -X POST http://localhost:8501/v1/models/my_model:predict

vaclavcadek

import itertools
from scipy import signal

import pywt
import numpy as np
import matplotlib.pyplot as plt

from sklearn.decomposition import FastICA

# #############################################################################

vaclavcadek

import time
import gc
import psutil

import humanize

gc.collect()
time.sleep(2)

mem_before = psutil.virtual_memory()[3]

vaclavcadek

# Dockerfile
FROM quay.io/centos/centos:stream9

# Enable better debugging
SHELL ["/bin/bash", "-x", "-c"]

# Install Python and required packages
RUN dnf update -y && \
    dnf install -y python3 python3-pip openssl openssl-devel gcc python3-devel \
    crypto-policies-scripts && \

vaclavcadek

from rich.console import Console, Group
from rich.live import Live
from rich.status import Status
import asyncio
import time

class MultiStatus:
    def __init__(self, tasks):
        self.statuses = {
            name: Status(f"{name}: Starting...", spinner="dots", spinner_style="green")