MLFlowと他ツールの組み合わせ - Retrieva TECH BLOG
ハイパラ管理のすすめ -ハイパーパラメータをHydra+MLflowで管理しよう- - やむやむもやむなし
> tree .
| """ | |
| 元ネタ | |
| https://github.com/arjendeetman/GCMMA-MMA-Python/blob/master/examples/mma_toy2.py | |
| """ | |
| import logging | |
| from dataclasses import dataclass, field | |
| import json | |
| import numpy as np | 
| [dockerコマンドをcronで実行させたら「TTYが無いよ」と怒られた件 | Hodalog](https://hodalog.com/how-to-resolve-the-error-that-the-input-device-is-not-a-tty/) | |
| - docker-compose | |
| - [cron駆動のdocker(docker-compose) execが走らない問題の対応 - Qiita](https://qiita.com/chankame/items/a939c8653e0e4845fc8a) | |
| - docker-compose exec -T app date | 
| FROM python:3.8-buster as builder | |
| RUN pip3 install --upgrade pip | |
| RUN pip3 install sktime==0.11.0 | |
| FROM python:3.8-slim-buster as runner | |
| COPY --from=builder /usr/local/lib/python3.8/site-packages /usr/local/lib/python3.8/site-packages | |
| RUN apt-get update \ | 
| import cv2 | |
| density = list("MWN$@%#&B89EGA6mK5HRkbYT43V0JL7gpaseyxznocv?jIftr1li*=-~^`':;,. ") | |
| LEN = len(density) | |
| def image_print(image, wid=30): | |
| gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY) | |
| resized = cv2.resize(gray, (int(wid*2),int(wid))) | |
| for i in range(resized.shape[0]): | |
| s = "" | 
| import os | |
| import argparse | |
| import glob | |
| def build_html(paths, w=500): | |
| html = """<style> | |
| .d { | |
| width: 500px; | |
| float:left; | 
| # Scrach Pad | |
| # https://colab.research.google.com/notebooks/empty.ipynb | |
| # KaggleOps | |
| # [KaggleOpsを考える ~ MLflow + Colaboratory + Kaggle Notebook ~ | GMOインターネットグループ 次世代システム研究室](https://recruit.gmo.jp/engineer/jisedai/blog/kaggleops-mlflow/) | |
| # GPU | |
| # NVIDIA GPUスペック(機械学習用)https://qiita.com/yukoba/items/10d0ba3fb1d19a6ab6a5 | |
| !nvidia-smi | |
| # M1 | |
| # pyenv | |
| # (* brewはuser homeにインストールしてください) | |
| brew install pyenv | |
| # pipenv | |
| pip3 install --user pipenv | |
| pipenv --python 3 | 
| import sys | |
| # Check Python Version | |
| if sys.version_info.major < 3: | |
| sys.stderr.write('Please use python 3.x\n') | |
| sys.stderr.write( | |
| 'Your python version is as following:{}\n'.format(sys.version)) | |
| exit() | 
| <!DOCTYPE html> | |
| <html> | |
| <body> | |
| <style type="text/css"> | |
| body { | |
| border: 1; | |
| background-color: gray; | |
| } |