Axaprj.Textc.Vect 1.0.2

Axaprj.Textc.Vect

(in the deep development phase now) Natural Language features extraction framework (Takenet.Textc based)

• uses own Takenet.Textc .Net Core port
• a part of FastTextProcess project.

contents

• VWord - ValueToken based on distance metrics of embedded vectors
• MacroReplace - Easy usable and extendable NLP features extractor.

code

VS 2017, .NET Core, SQLite

VWord() textc extension usage explanation

• Uses En Ru Uk aligned vectors DB FastTextRoutinesCyr::ProcCreateDbRuk
• :VWord(consumption) matched to following DictDbTests::TestV2W1consumption

In English
cos(consumption,consumptive)=0.7271223 cos(consumption,overconsumption)=0.8072221 cos(consumption,consumptions)=0.9393129 cos(consumption,underconsumption)=0.7711332 cos(consumption,consumptives)=0.7006535 cos(consumption,production/consumption)=0.7023017 cos(consumption,income–consumption)=0.7680753 cos(consumption,deconsumption)=0.7769312 cos(consumption,consumption,)=0.8818358 cos(consumption,‘consumption)=0.8400897 cos(consumption,nonconsumption)=0.8223644 cos(consumption,consumption/)=0.7580206 cos(consumption,autoconsumption)=0.7710906 cos(consumption,hyperconsumption)=0.7327829 cos(consumption,#consumption)=0.838056
In Russian
cos(consumption,потребления)=0.4010898 cos(consumption,потребление)=0.4859301 cos(consumption,потреблению)=0.3793698 cos(consumption,потреблять)=0.3513061 cos(consumption,потребление —)=0.3628894 cos(consumption,потребления,)=0.3594068

MacroReplace example

• Uses En vectors DB FastTextProcess.Tests.FastTextRoutinesEn.ProcCreateDbTest
• Example Axaprj.Textc.Vect.Test.ReplaceDemoTest.VehiclesFeaturesTest

Input:
The EU5-compliant, 130kW/430Nm 3.0-litre turbo-diesel engine introduced in the MY16.5 MU-X(and MY17 D-MAX) continues on with the option of six-speed manual or six-speed automatic transmissions.
The lowest combined fuel consumption for the range is 7.9L/100km for LS-U and LS-T 4x4 autos(209 CO2 emissions), 
and peaks at 8.1 liter per 100 km.
Output:
The <%VFeat.EU5compliant%> , 130 kW / 430 Nm <%VFeat.DIESEL_ENG(3.0, UOM.L)%> introduced in the MY16 . 5 MU - X ( and MY17 D - MAX ) continues on with the option of six - speed manual or six - speed automatic transmissions . 
The lowest combined fuel consumption for the range is <%VFeat.FuelConsumption(7.9, UOM.L_100Km)%> for LS - U and LS - T 4 x4 autos ( <%VFeat.CO2(209, UOM.g_Km)%> ) , 
and peaks at <%VFeat.FuelConsumption(8.1, UOM.L_100Km)%> .

Rules set

    /// <summary>Unit Of Measure</summary>
    enum UOM
    {
        kW,
        Nm,
        L,
        L_100Km,
        g_Km
    }
    /// <summary>Vehicles Features</summary>
    enum VFeat
    {
        [ReplaceTC(
            SyntaxPattern = ":Word(EU5) :Word?(-) :VWord(compliant)", Lng = LangLabel.en)]
        EU5compliant,
        [ReplaceNum(
            SyntaxPattern =
            "num:Decimal :Word?(-) :VWord?(litre) :VWord?(turbo) :Word?(-) :VWord(diesel) :VWord(engine)",
            UOM = UOM.L, Lng = LangLabel.en)]
        DIESEL_ENG,
        [ReplaceNum(
            SyntaxPattern =
            "num:Decimal :Word(CO2) :VWord?(emission)",
            UOM = UOM.g_Km, Lng = LangLabel.en)]
        CO2,
        [ReplaceNum(
            SyntaxPatterns = new string[] {
            "num:Decimal :VWord(liters) :VWord(per) :Word(100) :VWord(kilometers)",
            "num:Decimal :Word(L) :Word(/) :Word(100) :Word(km)"
            },
            UOM = UOM.L_100Km, Lng = LangLabel.en)]
        FuelConsumption
    }

revision history

2020 May 11: v1.0.2.0 MacroReplace implementation refactoring 2020 May 02: v1.0.1.1 MacroReplace implementation 2019 Dec 22: v0.0.1 VWord implementation

author

Axaprj, Igor Alexeev for Property Indicators Lab