for Kaggle M5 competition Accuracy Sharing scripts, preprocessing, models, training, submit

large_files: https://drive.google.com/drive/folders/1NltzL-MqnKU7EJdAsmASDj2mznhIKgBX?usp=sharing submit script: https://www.kaggle.com/pedromoya/submit-motor

Local development/test/production environment: Machine

saul
    description: Computer
    width: 64 bits
    capabilities: smp
  *-core
       description: Motherboard
       physical id: 0
     *-memory
          description: System memory
          physical id: 0
          size: 23GiB
     *-cpu
          CPU AMD Ryzen 5 2600x 3.6 GHz 
          RAM 24 GB
          product: AMD Ryzen 5 2600X Six-Core Processor
          vendor: Advanced Micro Devices [AMD]
          physical id: 1
          bus info: cpu@0
          capacity: 3600MHz
          width: 64 bits
          capabilities: fpu fpu_exception wp vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp x86-64 pni pclmulqdq monitor ssse3 fma cx16 sse4_1 sse4_2 movbe popcnt aes xsave osxsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx fsgsbase bmi1 avx2 smep bmi2 rdseed adx smap clflushopt sha_ni cpufreq
  *-network
       description: Ethernet interface
       physical id: 1
       logical name: eth0
       serial: 00:d8:61:74:11:6e
       capabilities: ethernet physical
       configuration: broadcast=yes ip=xx.xx.xx.xx multicast=yes
       
GPU

    szDescription	NVIDIA GeForce GTX 1660 SUPER 6 GB
    szDeviceId	0x21C4
    szDeviceIdentifier	{D7B71E3E-6284-11CF-6067-56E71BC2D735}
    szDeviceName	\\.\DISPLAY1
    szDisplayMemoryEnglish	18253 MB
    szDisplayMemoryLocalized	18253 MB
    szDisplayModeEnglish	1920 x 1080 (32 bit) (75Hz)
    szDisplayModeLocalized	1920 x 1080 (32 bit) (75Hz)
    szDriverAssemblyVersion	26.21.14.4274
    szDriverAttributes	Final Retail
    szDriverDateEnglish	12/03/2020 08:00:00 p. m.
    szDriverDateLocalized	3/12/2020 20:00:00
    szDriverLanguageEnglish	English
    szDriverLanguageLocalized	Inglés
    szDriverModelEnglish	WDDM 2.6
    szDriverModelLocalized	WDDM 2.6
    szDriverName	
    C:\Windows\System32\DriverStore\FileRepository\nv_dispi.inf_amd64_f5de485bfda7bb25\nvldumdx.dll,
    C:\Windows\System32\DriverStore\FileRepository\nv_dispi.inf_amd64_f5de485bfda7bb25\nvldumdx.dll,
    C:\Windows\System32\DriverStore\FileRepository\nv_dispi.inf_amd64_f5de485bfda7bb25\nvldumdx.dll,
    C:\Windows\System32\DriverStore\FileRepository\nv_dispi.inf_amd64_f5de485bfda7bb25\nvldumdx.dll
    szDriverNodeStrongName	oem3.inf:0f066de393ec985d:Section076:26.21.14.4274:pci\ven_10de&dev_21c4
    szDriverSignDate	Unknown
    szDriverVersion	26.21.0014.4274
    szKeyDeviceID	Enum\PCI\VEN_10DE&DEV_21C4&SUBSYS_C7581462&REV_A1
    szKeyDeviceKey	\Registry\Machine\System\CurrentControlSet\Control\Video\{164DEC55-6359-11EA-9498-806E6F6E6963}\0000
    szManufacturer	NVIDIA

OS

    system='Windows', node='Saul', release='10', version='10.0.18362', machine='AMD64',
    processor='AMD64 Family 23 Model 8 Stepping 2, AuthenticAMD'
    Windows 10 Pro Version 1909 64 bits Activated ID product 00330-80129-24294-AA095
    IDE Pycharm Professional
        PyCharm 2019.3.4 (Professional Edition)
        Build #PY-193.6911.25, built on March 18, 2020
        Licensed to xxxx xxxxx
        Subscription is active until February 1, 2021
        Runtime version: 11.0.6+8-b520.43 amd64
        VM: OpenJDK 64-Bit Server VM by JetBrains s.r.o
        Windows 10 10.0
        GC: ParNew, ConcurrentMarkSweep
        Memory: 1979M
        Cores: 12
        Registry: ide.windowSystem.autoShowProcessPopup=true, ide.balloon.shadow.size=0
        Non-Bundled Plugins: com.chrisrm.idea.MaterialThemeUI, ru.meanmail.plugin.requirements
    Python 3.8.2
    Windows App Ubuntu (subsystem)
        Editor Canonical Group limited
        Version 1804.2020.5.0
        Aplication 258 MB
        Data 1.07 GB
        Distributor ID: Ubuntu
            Description:    Ubuntu 18.04.4 LTS
            Release:        18.04
            Codename:       bionic

Remote development/test/production environment:

Version Control System

local Git
cloud repository Github

License

MIT License

How to train model

How to make predictions on a new test set

Side effects of the code

Key assumptions

Description of files in 1.0_configuration directory