Re: Grid search with Random Forest
You can do grid search if you set the evaluator to a MulticlassClassificationEvaluator, which expects a prediction column, not a rawPrediction column. There's a JIRA for making BinaryClassificationEvaluator accept prediction instead of rawPrediction. Joseph On Tue, Dec 1, 2015 at 5:10 AM, Benjamin Fradet <benjamin.fra...@gmail.com> wrote: > Someone correct me if I'm wrong but no there isn't one that I am aware of. > > Unless someone is willing to explain how to obtain the raw prediction > column with the GBTClassifier. In this case I'd be happy to work on a PR. > On 1 Dec 2015 8:43 a.m., "Ndjido Ardo BAR" <ndj...@gmail.com> wrote: > >> Hi Benjamin, >> >> Thanks, the documentation you sent is clear. >> Is there any other way to perform a Grid Search with GBT? >> >> >> Ndjido >> On Tue, 1 Dec 2015 at 08:32, Benjamin Fradet <benjamin.fra...@gmail.com> >> wrote: >> >>> Hi Ndjido, >>> >>> This is because GBTClassifier doesn't yet have a rawPredictionCol like >>> the. RandomForestClassifier has. >>> Cf: >>> http://spark.apache.org/docs/latest/ml-ensembles.html#output-columns-predictions-1 >>> On 1 Dec 2015 3:57 a.m., "Ndjido Ardo BAR" <ndj...@gmail.com> wrote: >>> >>>> Hi Joseph, >>>> >>>> Yes Random Forest support Grid Search on Spark 1.5.+ . But I'm getting >>>> a "rawPredictionCol field does not exist exception" on Spark 1.5.2 for >>>> Gradient Boosting Trees classifier. >>>> >>>> >>>> Ardo >>>> On Tue, 1 Dec 2015 at 01:34, Joseph Bradley <jos...@databricks.com> >>>> wrote: >>>> >>>>> It should work with 1.5+. >>>>> >>>>> On Thu, Nov 26, 2015 at 12:53 PM, Ndjido Ardo Bar <ndj...@gmail.com> >>>>> wrote: >>>>> >>>>>> >>>>>> Hi folks, >>>>>> >>>>>> Does anyone know whether the Grid Search capability is enabled since >>>>>> the issue spark-9011 of version 1.4.0 ? I'm getting the "rawPredictionCol >>>>>> column doesn't exist" when trying to perform a grid search with Spark >>>>>> 1.4.0. >>>>>> >>>>>> Cheers, >>>>>> Ardo >>>>>> >>>>>> >>>>>> >>>>>> >>>>>> - >>>>>> To unsubscribe, e-mail: user-unsubscr...@spark.apache.org >>>>>> For additional commands, e-mail: user-h...@spark.apache.org >>>>>> >>>>>> >>>>>
Re: Grid search with Random Forest
Thanks for the clarification. Gonna test that and give you feedbacks. Ndjido On Tue, 1 Dec 2015 at 19:29, Joseph Bradley <jos...@databricks.com> wrote: > You can do grid search if you set the evaluator to a > MulticlassClassificationEvaluator, which expects a prediction column, not a > rawPrediction column. There's a JIRA for making > BinaryClassificationEvaluator accept prediction instead of rawPrediction. > Joseph > > On Tue, Dec 1, 2015 at 5:10 AM, Benjamin Fradet <benjamin.fra...@gmail.com > > wrote: > >> Someone correct me if I'm wrong but no there isn't one that I am aware of. >> >> Unless someone is willing to explain how to obtain the raw prediction >> column with the GBTClassifier. In this case I'd be happy to work on a PR. >> On 1 Dec 2015 8:43 a.m., "Ndjido Ardo BAR" <ndj...@gmail.com> wrote: >> >>> Hi Benjamin, >>> >>> Thanks, the documentation you sent is clear. >>> Is there any other way to perform a Grid Search with GBT? >>> >>> >>> Ndjido >>> On Tue, 1 Dec 2015 at 08:32, Benjamin Fradet <benjamin.fra...@gmail.com> >>> wrote: >>> >>>> Hi Ndjido, >>>> >>>> This is because GBTClassifier doesn't yet have a rawPredictionCol like >>>> the. RandomForestClassifier has. >>>> Cf: >>>> http://spark.apache.org/docs/latest/ml-ensembles.html#output-columns-predictions-1 >>>> On 1 Dec 2015 3:57 a.m., "Ndjido Ardo BAR" <ndj...@gmail.com> wrote: >>>> >>>>> Hi Joseph, >>>>> >>>>> Yes Random Forest support Grid Search on Spark 1.5.+ . But I'm getting >>>>> a "rawPredictionCol field does not exist exception" on Spark 1.5.2 for >>>>> Gradient Boosting Trees classifier. >>>>> >>>>> >>>>> Ardo >>>>> On Tue, 1 Dec 2015 at 01:34, Joseph Bradley <jos...@databricks.com> >>>>> wrote: >>>>> >>>>>> It should work with 1.5+. >>>>>> >>>>>> On Thu, Nov 26, 2015 at 12:53 PM, Ndjido Ardo Bar <ndj...@gmail.com> >>>>>> wrote: >>>>>> >>>>>>> >>>>>>> Hi folks, >>>>>>> >>>>>>> Does anyone know whether the Grid Search capability is enabled since >>>>>>> the issue spark-9011 of version 1.4.0 ? I'm getting the >>>>>>> "rawPredictionCol >>>>>>> column doesn't exist" when trying to perform a grid search with Spark >>>>>>> 1.4.0. >>>>>>> >>>>>>> Cheers, >>>>>>> Ardo >>>>>>> >>>>>>> >>>>>>> >>>>>>> >>>>>>> - >>>>>>> To unsubscribe, e-mail: user-unsubscr...@spark.apache.org >>>>>>> For additional commands, e-mail: user-h...@spark.apache.org >>>>>>> >>>>>>> >>>>>> >
Re: Grid search with Random Forest
It should work with 1.5+. On Thu, Nov 26, 2015 at 12:53 PM, Ndjido Ardo Barwrote: > > Hi folks, > > Does anyone know whether the Grid Search capability is enabled since the > issue spark-9011 of version 1.4.0 ? I'm getting the "rawPredictionCol > column doesn't exist" when trying to perform a grid search with Spark 1.4.0. > > Cheers, > Ardo > > > > > - > To unsubscribe, e-mail: user-unsubscr...@spark.apache.org > For additional commands, e-mail: user-h...@spark.apache.org > >
Re: Grid search with Random Forest
Hi Ndjido, This is because GBTClassifier doesn't yet have a rawPredictionCol like the. RandomForestClassifier has. Cf: http://spark.apache.org/docs/latest/ml-ensembles.html#output-columns-predictions-1 On 1 Dec 2015 3:57 a.m., "Ndjido Ardo BAR" <ndj...@gmail.com> wrote: > Hi Joseph, > > Yes Random Forest support Grid Search on Spark 1.5.+ . But I'm getting a > "rawPredictionCol field does not exist exception" on Spark 1.5.2 for > Gradient Boosting Trees classifier. > > > Ardo > On Tue, 1 Dec 2015 at 01:34, Joseph Bradley <jos...@databricks.com> wrote: > >> It should work with 1.5+. >> >> On Thu, Nov 26, 2015 at 12:53 PM, Ndjido Ardo Bar <ndj...@gmail.com> >> wrote: >> >>> >>> Hi folks, >>> >>> Does anyone know whether the Grid Search capability is enabled since the >>> issue spark-9011 of version 1.4.0 ? I'm getting the "rawPredictionCol >>> column doesn't exist" when trying to perform a grid search with Spark 1.4.0. >>> >>> Cheers, >>> Ardo >>> >>> >>> >>> >>> - >>> To unsubscribe, e-mail: user-unsubscr...@spark.apache.org >>> For additional commands, e-mail: user-h...@spark.apache.org >>> >>> >>
Re: Grid search with Random Forest
Hi Benjamin, Thanks, the documentation you sent is clear. Is there any other way to perform a Grid Search with GBT? Ndjido On Tue, 1 Dec 2015 at 08:32, Benjamin Fradet <benjamin.fra...@gmail.com> wrote: > Hi Ndjido, > > This is because GBTClassifier doesn't yet have a rawPredictionCol like > the. RandomForestClassifier has. > Cf: > http://spark.apache.org/docs/latest/ml-ensembles.html#output-columns-predictions-1 > On 1 Dec 2015 3:57 a.m., "Ndjido Ardo BAR" <ndj...@gmail.com> wrote: > >> Hi Joseph, >> >> Yes Random Forest support Grid Search on Spark 1.5.+ . But I'm getting a >> "rawPredictionCol field does not exist exception" on Spark 1.5.2 for >> Gradient Boosting Trees classifier. >> >> >> Ardo >> On Tue, 1 Dec 2015 at 01:34, Joseph Bradley <jos...@databricks.com> >> wrote: >> >>> It should work with 1.5+. >>> >>> On Thu, Nov 26, 2015 at 12:53 PM, Ndjido Ardo Bar <ndj...@gmail.com> >>> wrote: >>> >>>> >>>> Hi folks, >>>> >>>> Does anyone know whether the Grid Search capability is enabled since >>>> the issue spark-9011 of version 1.4.0 ? I'm getting the "rawPredictionCol >>>> column doesn't exist" when trying to perform a grid search with Spark >>>> 1.4.0. >>>> >>>> Cheers, >>>> Ardo >>>> >>>> >>>> >>>> >>>> - >>>> To unsubscribe, e-mail: user-unsubscr...@spark.apache.org >>>> For additional commands, e-mail: user-h...@spark.apache.org >>>> >>>> >>>
Grid search with Random Forest
Hi folks, Does anyone know whether the Grid Search capability is enabled since the issue spark-9011 of version 1.4.0 ? I'm getting the "rawPredictionCol column doesn't exist" when trying to perform a grid search with Spark 1.4.0. Cheers, Ardo - To unsubscribe, e-mail: dev-unsubscr...@spark.apache.org For additional commands, e-mail: dev-h...@spark.apache.org