jphall663

# connect to g-drive
from google.colab import drive
drive.mount('/content/drive/', force_remount=True)
# may need to be updated to location on your drive
%cd drive/Shareddrives/

jphall663

% Copyright Patrick Hall XXXX

\documentclass[fleqn]{article}
\renewcommand\refname{}
\title{XXXX}
\author{\copyright Patrick Hall XXXX}

\usepackage{graphicx}
\usepackage{fullpage}
\usepackage{pdfpages}

jphall663

def glm_grid(X, y, train, valid, family):
        
    """ Wrapper function for penalized GLM with alpha and lambda search.
    
    :param X: List of inputs.
    :param y: Name of target variable.
    :param train: Name of training H2OFrame.
    :param valid: Name of validation H2OFrame.
    :param: family: 'gaussian' for linear regression; 'binomial' for logistic.
    :return: Best H2Omodel from H2OGeneralizedLinearEstimator

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iter_ = 0 
best_error = 0
best_iter = 0
best_model = None

col_sample_rates = [0.1, 0.5, 0.9]
subsamples = [0.1, 0.5, 0.9]
etas = [0.01, 0.001]
max_depths = [3, 6, 12, 15, 18]
reg_alphas = [0.01, 0.001]

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# load h2o library
library(h2o)

### set global constants ######################################################
ip = 'localhost'            # host to connect connect to h2o server
port = 54321                # port to connect connect to h2o server
nthreads = - 1              # number of threads to use, -1 indicates max. threads 
max_mem_size = '12G'        # defines amount of available memory, per node    
dat = NULL                  # input data location
col.types = NULL            # vector containing the column types, ['numeric', 'enum', ...]

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import re

replace_char = '_'
source = 'he"l*&l# o@@'

target = re.sub(r'[-\/\\;,\s\.\/<>&\!:\"\)\(\*\+\?\|=#@]', replace_char, source)
target = re.sub(r"\'", replace_char, target)

print(target)

jphall663

git rm -r --cached .

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*'; *"; *); */; %mend; run;

jphall663

*** clear any previous results; 
ods html close;
ods html; 

*** display resolution of macro variables in log; 
option symbolgen; 

*** request detailed performance info; 
options fullstimer;