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CREATE TABLE Comun.AlicuotaImpuestoEspecial ( Codigo varchar, ,Descripcion varchar,Alicuota decimal,FechaDesde smalldatetime,FechaHasta smalldatetime,Estatus char,MontoMinimo decimal,MontoMaximo decimal,SustituyeAlicuota char,AlicuotaIVAASustituir char,AplicarPorContribuyente char,fldTimeStamp timestamp) | AlicuotaImpuestoEspecial | [
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CREATE TABLE dbo.alicuotaIVA ( FechaDeInicioDeVigencia smalldatetime, ,MontoAlicuotaGeneral money,MontoAlicuota2 money,MontoAlicuota3 money,PorcentajePasajeAereo money,fldTimeStamp timestamp) | alicuotaIVA | [
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CREATE TABLE Saw.Almacen ( ConsecutivoCompania int, ,ConsecutivoCompania int,Consecutivo int,Consecutivo int,Codigo varchar,Codigo varchar,NombreAlmacen varchar,NombreAlmacen varchar,TipoDeAlmacen char,TipoDeAlmacen char,ConsecutivoCliente int,ConsecutivoCliente int,CodigoCc varchar,CodigoCc varchar,Descripcion varchar,Descripcion varchar,NombreOperador varchar,NombreOperador varchar,FechaUltimaModificacion smalldatetime,FechaUltimaModificacion smalldatetime,fldTimeStamp timestamp) | Almacen | [
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CREATE TABLE dbo.anticipo ( ConsecutivoCompania int, ,ConsecutivoAnticipo int,Status char,Tipo char,Fecha smalldatetime,Numero varchar,CodigoCliente varchar,CodigoProveedor varchar,CodigoBeneficiario varchar,NombreBeneficiario varchar,Moneda varchar,Cambio money,GeneraMovBancario char,CodigoCuentaBancaria varchar,CodigoConceptoBancario varchar,GeneraImpuestoBancario char,FechaAnulacion smalldatetime,FechaCancelacion smalldatetime,FechaDevolucion smalldatetime,Descripcion varchar,MontoTotal money,MontoUsado money,MontoDevuelto money,MontoDiferenciaEnDevolucion money,DiferenciaEsIdb char,EsUnaDevolucion char,NumeroDelAnticipoDevuelto int,NumeroCheque varchar,AsociarAnticipoACotiz char,NumeroCotizacion varchar,CodigoMoneda varchar,ConsecutivoRendicion int,NombreOperador varchar,FechaUltimaModificacion smalldatetime,AsociarAnticipoACaja char,ConsecutivoCaja int,Generadopor char,NumeroDeCobranzaAsociado varchar,fldTimeStamp timestamp) | anticipo | [
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CREATE TABLE dbo.anticipoCobrado ( ConsecutivoCompania int, ,NumeroCobranza varchar,Secuencial int,ConsecutivoAnticipoUsado int,NumeroAnticipo varchar,MontoOriginal money,MontoRestanteAlDia money,SimboloMoneda varchar,CodigoMoneda varchar,Cambio money,MontoTotalDelAnticipo money,MontoAplicado money,MontoAplicadoMonedaOriginal money,CambioAMonedaLocal money,SimboloMonedaDelAbono varchar,fldTimeStamp timestamp) | anticipoCobrado | [
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CREATE TABLE dbo.anticipoPagado ( ConsecutivoCompania int, ,NumeroComprobante int,Secuencial int,ConsecutivoAnticipoUsado int,NumeroAnticipo varchar,MontoOriginal money,MontoRestanteAlDia money,SimboloMoneda varchar,CodigoMoneda varchar,Cambio money,MontoTotalDelAnticipo money,MontoAplicado money,fldTimeStamp timestamp) | anticipoPagado | [
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CREATE TABLE Comun.Aranceles ( Codigo varchar, ,Descripcion varchar,AdValorem decimal,ImpuestoSelectivoalConsumo decimal,ImpuestoGeneralalasVentas decimal,ImpuestodePromocionMunicipal decimal,DerechoEspecificos decimal,DerechoAntidumping decimal,Seguro decimal,Sobretasa decimal,UnidaddeMedida varchar,fldTimeStamp timestamp) | Aranceles | [
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CREATE TABLE dbo.ARCV ( ConsecutivoCompania int, ,Numero varchar,FechaDesde smalldatetime,FechaHasta smalldatetime,CodigoProveedor varchar,TotalPagadoAbonado money,TotalBaseImponible money,TotalImpuestoRetenido money,CodigoMoneda varchar,NombreOperador varchar,FechaUltimaModificacion smalldatetime,fldTimeStamp timestamp) | ARCV | [
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CREATE TABLE dbo.ArticuloInventario ( ConsecutivoCompania int, ,Codigo varchar,Descripcion varchar,LineaDeProducto varchar,StatusdelArticulo char,TipoDeArticulo char,AlicuotaIva char,PrecioSinIva money,PrecioConIva money,PrecioSinIva2 money,PrecioConIva2 money,PrecioSinIva3 money,PrecioConIva3 money,PrecioSinIva4 money,PrecioConIva4 money,PorcentajeBaseImponible money,CostoUnitario money,Existencia money,CantidadMinima money,CantidadMaxima money,Categoria varchar,TipoDeProducto char,NombrePrograma varchar,Marca varchar,FechaDeVencimiento smalldatetime,UnidadDeVenta varchar,CampoDefinible1 varchar,CampoDefinible2 varchar,CampoDefinible3 varchar,CampoDefinible4 varchar,CampoDefinible5 varchar,MeCostoUnitario money,UnidadDeVentaSecundaria money,CuentaContableIngreso varchar,CodigoLote varchar,PorcentajeComision money,ExcluirDeComision char,CantArtReservado money,CodigoGrupo varchar,MargenGanancia money,MargenGanancia2 money,MargenGanancia3 money,MargenGanancia4 money,TipoArticuloInv char,CostoPromedio money,FechaCierreActualizada smalldatetime,RecalcularCierre char,ComisionaPorcentaje char,RecalcularCosto char,CuentaCostoDeVenta varchar,CuentaInventario varchar,GastosAdmisibles money,MargenGananciaXLey money,MargenGananciaXLey2 money,MargenGananciaXLey3 money,MargenGananciaXLey4 money,Peso money,ArancelesCodigo varchar,TipoDeMercanciaProduccion char,UsaBalanza char,NombreOperador varchar,FechaUltimaModificacion smalldatetime,fldTimeStamp timestamp) | ArticuloInventario | [
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CREATE TABLE dbo.ASIENTO ( ConsecutivoPeriodo int, ,ConsecutivoAsiento int,NumeroComprobante varchar,FechaComprobante smalldatetime,CodigoCuenta varchar,MontoDebe money,MontoHaber money,Descripcion varchar,FechaDeReferencia smalldatetime,NumeroReferencia varchar,CentroDeCostos varchar,Auxiliar varchar,ConciliadoSn char,FechaEnQueSeConcilio smalldatetime,NroConciliacion varchar,Contabilizado char,AfectaEfectivo char,EsAsientoDeActivoFijo char,TipoDeAsiento char,EsAsientoDiferenciaCambiaria bit,TasaDeCambio decimal,fldTimeStamp timestamp) | ASIENTO | [
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CREATE TABLE dbo.AsientoSaldoInicial ( ConsecutivoPeriodo int, ,ConsecutivoAsiento int,NumeroComprobante varchar,FechaComprobante smalldatetime,CodigoCuenta varchar,MontoDebe money,MontoHaber money,Descripcion varchar,FechaDeReferencia smalldatetime,NumeroReferencia varchar,CentroDeCostos varchar,Auxiliar varchar,ConciliadoSn char,FechaEnQueSeConcilio smalldatetime,NroConciliacion varchar,Contabilizado char,AfectaEfectivo char,EsAsientoDeActivoFijo char,TipoDeAsiento char,fldTimeStamp timestamp) | AsientoSaldoInicial | [
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Modelo
- "Alibaba-NLP/gte-multilingual-base"
Puedes obtener toda la información relacionado con el modelo aquí
Busqueda
from sentence_transformers import SentenceTransformer
from sentence_transformers.util import cos_sim
from datasets import load_dataset
import numpy as np
model_name = "Alibaba-NLP/gte-multilingual-base"
model = SentenceTransformer(model_name, trust_remote_code=True)
raw_data = load_dataset('Manyah/incrustaciones')
question = ""
question_embedding = model.encode(question)
sim = [cos_sim(raw_data['train'][i]['embedding'],question_embedding).numpy() for i in range(0,len(raw_data['train']))]
index = sim.index(max(sim))
print(raw_data['train'][index]['context'])
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