From 57713be940b5d03f7044f0e05960fb9379594496 Mon Sep 17 00:00:00 2001 From: kalenhaha Date: Sun, 23 Mar 2014 00:05:46 +0800 Subject: [PATCH] remove test directory --- demo/binary_classification/README | 3 +- demo/binary_classification/mushroom.conf | 19 +- demo/binary_classification/runexp.sh | 8 +- demo/regression/README | 3 +- demo/regression/runexp.sh | 8 +- demo/test/README | 1 - demo/test/agaricus-lepiota.data | 8124 ---------------------- demo/test/agaricus-lepiota.fmap | 32 - demo/test/agaricus-lepiota.names | 148 - demo/test/dump2json.py | 80 - demo/test/mapfeat.py | 50 - demo/test/mknfold.py | 29 - demo/test/mushroom.conf | 19 - demo/test/runexp.sh | 23 - 14 files changed, 21 insertions(+), 8526 deletions(-) delete mode 100644 demo/test/README delete mode 100644 demo/test/agaricus-lepiota.data delete mode 100644 demo/test/agaricus-lepiota.fmap delete mode 100644 demo/test/agaricus-lepiota.names delete mode 100755 demo/test/dump2json.py delete mode 100755 demo/test/mapfeat.py delete mode 100755 demo/test/mknfold.py delete mode 100644 demo/test/mushroom.conf delete mode 100755 demo/test/runexp.sh diff --git a/demo/binary_classification/README b/demo/binary_classification/README index 8067f5612..64ef214df 100644 --- a/demo/binary_classification/README +++ b/demo/binary_classification/README @@ -1,5 +1,4 @@ -example of training a binary classifier on UCI dataset -http://archive.ics.uci.edu/ml/datasets/Mushroom +Demonstrating how to use XGBoost accomplish binary classification tasks on UCI mushroom dataset http://archive.ics.uci.edu/ml/datasets/Mushroom Run: ./runexp.sh diff --git a/demo/binary_classification/mushroom.conf b/demo/binary_classification/mushroom.conf index f11b90a1e..f1c2eca11 100644 --- a/demo/binary_classification/mushroom.conf +++ b/demo/binary_classification/mushroom.conf @@ -1,18 +1,17 @@ -num_round=2 - -save_period=0 - -data = "agaricus.txt.train" -eval[test] = "agaricus.txt.test" -test:data = "agaricus.txt.test" - - +# General Parameters booster_type = 0 loss_type = 2 +# Tree Booster Parameters bst:tree_maker=2 - bst:eta=1.0 bst:gamma=1.0 bst:min_child_weight=1 bst:max_depth=3 + +# Binary Classification Parameters +num_round=2 +save_period=0 +data = "agaricus.txt.train" +eval[test] = "agaricus.txt.test" +test:data = "agaricus.txt.test" \ No newline at end of file diff --git a/demo/binary_classification/runexp.sh b/demo/binary_classification/runexp.sh index e855085ac..bd4354104 100755 --- a/demo/binary_classification/runexp.sh +++ b/demo/binary_classification/runexp.sh @@ -3,10 +3,12 @@ python mapfeat.py # split train and test python mknfold.py agaricus.txt 1 -# training +# training and output the models ../../xgboost mushroom.conf -# this is what dump will looklike without feature map +# output prediction task=pred +../../xgboost mushroom.conf task=pred model_in=0003.model +# print the boosters of 00003.model in dump.raw.txt ../../xgboost mushroom.conf task=dump model_in=0003.model name_dump=dump.raw.txt -# this is what dump will looklike with feature map +# use the feature map in printing for better visualization ../../xgboost mushroom.conf task=dump model_in=0003.model fmap=featmap.txt name_dump=dump.nice.txt cat dump.nice.txt diff --git a/demo/regression/README b/demo/regression/README index 8067f5612..c7965dc50 100644 --- a/demo/regression/README +++ b/demo/regression/README @@ -1,5 +1,4 @@ -example of training a binary classifier on UCI dataset -http://archive.ics.uci.edu/ml/datasets/Mushroom +Demonstrating how to use XGBoost accomplish regression tasks on UCI mushroom dataset http://archive.ics.uci.edu/ml/datasets/Mushroom Run: ./runexp.sh diff --git a/demo/regression/runexp.sh b/demo/regression/runexp.sh index e855085ac..64dbfbe98 100644 --- a/demo/regression/runexp.sh +++ b/demo/regression/runexp.sh @@ -3,10 +3,12 @@ python mapfeat.py # split train and test python mknfold.py agaricus.txt 1 -# training +# training and output the models ../../xgboost mushroom.conf -# this is what dump will looklike without feature map +# output predictions of test data +../../xgboost mushroom.conf task=pred model_in=0003.model +# print the boosters of 00003.model in dump.raw.txt ../../xgboost mushroom.conf task=dump model_in=0003.model name_dump=dump.raw.txt -# this is what dump will looklike with feature map +# use the feature map in printing for better visualization ../../xgboost mushroom.conf task=dump model_in=0003.model fmap=featmap.txt name_dump=dump.nice.txt cat dump.nice.txt diff --git a/demo/test/README b/demo/test/README deleted file mode 100644 index 99ee9f361..000000000 --- a/demo/test/README +++ /dev/null @@ -1 +0,0 @@ -test folder to test new functions \ No newline at end of file diff --git a/demo/test/agaricus-lepiota.data b/demo/test/agaricus-lepiota.data deleted file mode 100644 index 14fe8bbe7..000000000 --- a/demo/test/agaricus-lepiota.data +++ /dev/null @@ -1,8124 +0,0 @@ -p,x,s,n,t,p,f,c,n,k,e,e,s,s,w,w,p,w,o,p,k,s,u -e,x,s,y,t,a,f,c,b,k,e,c,s,s,w,w,p,w,o,p,n,n,g 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-p,x,s,e,f,f,f,c,n,b,t,?,k,s,w,p,p,w,o,e,w,v,p -e,k,s,n,f,n,a,c,b,n,e,?,s,s,o,o,p,o,o,p,n,v,l -p,k,y,e,f,f,f,c,n,b,t,?,k,k,w,p,p,w,o,e,w,v,d -p,k,s,n,f,f,f,c,n,b,t,?,k,s,p,p,p,w,o,e,w,v,d -p,k,y,e,f,f,f,c,n,b,t,?,s,k,w,w,p,w,o,e,w,v,p -p,k,y,e,f,y,f,c,n,b,t,?,s,s,p,p,p,w,o,e,w,v,p -p,x,s,n,f,y,f,c,n,b,t,?,k,k,w,w,p,w,o,e,w,v,d -e,b,s,g,f,n,f,w,b,g,e,?,k,s,w,w,p,w,t,p,w,n,g -p,x,y,c,f,m,f,c,b,y,e,c,k,y,c,c,p,w,n,n,w,c,d -e,k,f,w,f,n,f,w,b,w,e,?,k,s,w,w,p,w,t,p,w,n,g -p,k,y,n,f,s,f,c,n,b,t,?,k,k,p,p,p,w,o,e,w,v,l -p,k,s,e,f,y,f,c,n,b,t,?,k,k,w,p,p,w,o,e,w,v,d -e,k,f,w,f,n,f,w,b,w,e,?,k,k,w,w,p,w,t,p,w,s,g -e,f,s,n,f,n,a,c,b,o,e,?,s,s,o,o,p,n,o,p,b,v,l -p,k,s,e,f,s,f,c,n,b,t,?,s,s,p,w,p,w,o,e,w,v,p -e,x,s,n,f,n,a,c,b,y,e,?,s,s,o,o,p,n,o,p,n,c,l -e,k,s,n,f,n,a,c,b,y,e,?,s,s,o,o,p,n,o,p,o,c,l -e,k,s,n,f,n,a,c,b,y,e,?,s,s,o,o,p,o,o,p,n,v,l -e,k,s,n,f,n,a,c,b,y,e,?,s,s,o,o,p,n,o,p,y,v,l -e,k,s,n,f,n,a,c,b,o,e,?,s,s,o,o,p,o,o,p,n,v,l -e,x,s,n,f,n,a,c,b,y,e,?,s,s,o,o,p,o,o,p,n,c,l -p,k,y,e,f,y,f,c,n,b,t,?,k,s,p,w,p,w,o,e,w,v,l -e,b,s,w,f,n,f,w,b,w,e,?,s,s,w,w,p,w,t,p,w,n,g -e,x,s,n,f,n,a,c,b,o,e,?,s,s,o,o,p,o,o,p,n,v,l -e,k,s,w,f,n,f,w,b,p,e,?,s,s,w,w,p,w,t,p,w,n,g -e,k,s,n,f,n,a,c,b,o,e,?,s,s,o,o,p,n,o,p,b,v,l -p,k,y,e,f,y,f,c,n,b,t,?,k,k,p,p,p,w,o,e,w,v,d -p,f,y,c,f,m,a,c,b,y,e,c,k,y,c,c,p,w,n,n,w,c,d -e,x,s,n,f,n,a,c,b,y,e,?,s,s,o,o,p,o,o,p,o,v,l -p,k,y,n,f,s,f,c,n,b,t,?,s,k,p,w,p,w,o,e,w,v,l -p,k,s,e,f,y,f,c,n,b,t,?,k,s,p,w,p,w,o,e,w,v,d -p,k,y,n,f,f,f,c,n,b,t,?,k,s,p,w,p,w,o,e,w,v,d -e,k,s,n,f,n,a,c,b,y,e,?,s,s,o,o,p,o,o,p,b,c,l -e,x,s,n,f,n,a,c,b,y,e,?,s,s,o,o,p,n,o,p,b,v,l -e,f,s,n,f,n,a,c,b,n,e,?,s,s,o,o,p,o,o,p,b,c,l -p,k,y,n,f,y,f,c,n,b,t,?,s,k,w,w,p,w,o,e,w,v,l -e,x,s,n,f,n,a,c,b,y,e,?,s,s,o,o,p,o,o,p,o,c,l diff --git a/demo/test/agaricus-lepiota.fmap b/demo/test/agaricus-lepiota.fmap deleted file mode 100644 index e1efc285e..000000000 --- a/demo/test/agaricus-lepiota.fmap +++ /dev/null @@ -1,32 +0,0 @@ - 1. cap-shape: bell=b,conical=c,convex=x,flat=f,knobbed=k,sunken=s - 2. cap-surface: fibrous=f,grooves=g,scaly=y,smooth=s - 3. cap-color: brown=n,buff=b,cinnamon=c,gray=g,green=r,pink=p,purple=u,red=e,white=w,yellow=y - 4. bruises?: bruises=t,no=f - 5. odor: almond=a,anise=l,creosote=c,fishy=y,foul=f, - musty=m,none=n,pungent=p,spicy=s - 6. gill-attachment: attached=a,descending=d,free=f,notched=n - 7. gill-spacing: close=c,crowded=w,distant=d - 8. gill-size: broad=b,narrow=n - 9. gill-color: black=k,brown=n,buff=b,chocolate=h,gray=g, - green=r,orange=o,pink=p,purple=u,red=e, - white=w,yellow=y - 10. stalk-shape: enlarging=e,tapering=t - 11. stalk-root: bulbous=b,club=c,cup=u,equal=e, - rhizomorphs=z,rooted=r,missing=? - 12. stalk-surface-above-ring: fibrous=f,scaly=y,silky=k,smooth=s - 13. stalk-surface-below-ring: fibrous=f,scaly=y,silky=k,smooth=s - 14. stalk-color-above-ring: brown=n,buff=b,cinnamon=c,gray=g,orange=o, - pink=p,red=e,white=w,yellow=y - 15. stalk-color-below-ring: brown=n,buff=b,cinnamon=c,gray=g,orange=o, - pink=p,red=e,white=w,yellow=y - 16. veil-type: partial=p,universal=u - 17. veil-color: brown=n,orange=o,white=w,yellow=y - 18. ring-number: none=n,one=o,two=t - 19. ring-type: cobwebby=c,evanescent=e,flaring=f,large=l, - none=n,pendant=p,sheathing=s,zone=z - 20. spore-print-color: black=k,brown=n,buff=b,chocolate=h,green=r, - orange=o,purple=u,white=w,yellow=y - 21. population: abundant=a,clustered=c,numerous=n, - scattered=s,several=v,solitary=y - 22. habitat: grasses=g,leaves=l,meadows=m,paths=p, - urban=u,waste=w,woods=d diff --git a/demo/test/agaricus-lepiota.names b/demo/test/agaricus-lepiota.names deleted file mode 100644 index 4f1f3b53e..000000000 --- a/demo/test/agaricus-lepiota.names +++ /dev/null @@ -1,148 +0,0 @@ -1. Title: Mushroom Database - -2. Sources: - (a) Mushroom records drawn from The Audubon Society Field Guide to North - American Mushrooms (1981). G. H. Lincoff (Pres.), New York: Alfred - A. Knopf - (b) Donor: Jeff Schlimmer (Jeffrey.Schlimmer@a.gp.cs.cmu.edu) - (c) Date: 27 April 1987 - -3. Past Usage: - 1. Schlimmer,J.S. (1987). Concept Acquisition Through Representational - Adjustment (Technical Report 87-19). Doctoral disseration, Department - of Information and Computer Science, University of California, Irvine. - --- STAGGER: asymptoted to 95% classification accuracy after reviewing - 1000 instances. - 2. Iba,W., Wogulis,J., & Langley,P. (1988). Trading off Simplicity - and Coverage in Incremental Concept Learning. In Proceedings of - the 5th International Conference on Machine Learning, 73-79. - Ann Arbor, Michigan: Morgan Kaufmann. - -- approximately the same results with their HILLARY algorithm - 3. In the following references a set of rules (given below) were - learned for this data set which may serve as a point of - comparison for other researchers. - - Duch W, Adamczak R, Grabczewski K (1996) Extraction of logical rules - from training data using backpropagation networks, in: Proc. of the - The 1st Online Workshop on Soft Computing, 19-30.Aug.1996, pp. 25-30, - available on-line at: http://www.bioele.nuee.nagoya-u.ac.jp/wsc1/ - - Duch W, Adamczak R, Grabczewski K, Ishikawa M, Ueda H, Extraction of - crisp logical rules using constrained backpropagation networks - - comparison of two new approaches, in: Proc. of the European Symposium - on Artificial Neural Networks (ESANN'97), Bruge, Belgium 16-18.4.1997, - pp. xx-xx - - Wlodzislaw Duch, Department of Computer Methods, Nicholas Copernicus - University, 87-100 Torun, Grudziadzka 5, Poland - e-mail: duch@phys.uni.torun.pl - WWW http://www.phys.uni.torun.pl/kmk/ - - Date: Mon, 17 Feb 1997 13:47:40 +0100 - From: Wlodzislaw Duch - Organization: Dept. of Computer Methods, UMK - - I have attached a file containing logical rules for mushrooms. - It should be helpful for other people since only in the last year I - have seen about 10 papers analyzing this dataset and obtaining quite - complex rules. We will try to contribute other results later. - - With best regards, Wlodek Duch - ________________________________________________________________ - - Logical rules for the mushroom data sets. - - Logical rules given below seem to be the simplest possible for the - mushroom dataset and therefore should be treated as benchmark results. - - Disjunctive rules for poisonous mushrooms, from most general - to most specific: - - P_1) odor=NOT(almond.OR.anise.OR.none) - 120 poisonous cases missed, 98.52% accuracy - - P_2) spore-print-color=green - 48 cases missed, 99.41% accuracy - - P_3) odor=none.AND.stalk-surface-below-ring=scaly.AND. - (stalk-color-above-ring=NOT.brown) - 8 cases missed, 99.90% accuracy - - P_4) habitat=leaves.AND.cap-color=white - 100% accuracy - - Rule P_4) may also be - - P_4') population=clustered.AND.cap_color=white - - These rule involve 6 attributes (out of 22). Rules for edible - mushrooms are obtained as negation of the rules given above, for - example the rule: - - odor=(almond.OR.anise.OR.none).AND.spore-print-color=NOT.green - - gives 48 errors, or 99.41% accuracy on the whole dataset. - - Several slightly more complex variations on these rules exist, - involving other attributes, such as gill_size, gill_spacing, - stalk_surface_above_ring, but the rules given above are the simplest - we have found. - - -4. Relevant Information: - This data set includes descriptions of hypothetical samples - corresponding to 23 species of gilled mushrooms in the Agaricus and - Lepiota Family (pp. 500-525). Each species is identified as - definitely edible, definitely poisonous, or of unknown edibility and - not recommended. This latter class was combined with the poisonous - one. The Guide clearly states that there is no simple rule for - determining the edibility of a mushroom; no rule like ``leaflets - three, let it be'' for Poisonous Oak and Ivy. - -5. Number of Instances: 8124 - -6. Number of Attributes: 22 (all nominally valued) - -7. Attribute Information: (classes: edible=e, poisonous=p) - 1. cap-shape: bell=b,conical=c,convex=x,flat=f, - knobbed=k,sunken=s - 2. cap-surface: fibrous=f,grooves=g,scaly=y,smooth=s - 3. cap-color: brown=n,buff=b,cinnamon=c,gray=g,green=r, - pink=p,purple=u,red=e,white=w,yellow=y - 4. bruises?: bruises=t,no=f - 5. odor: almond=a,anise=l,creosote=c,fishy=y,foul=f, - musty=m,none=n,pungent=p,spicy=s - 6. gill-attachment: attached=a,descending=d,free=f,notched=n - 7. gill-spacing: close=c,crowded=w,distant=d - 8. gill-size: broad=b,narrow=n - 9. gill-color: black=k,brown=n,buff=b,chocolate=h,gray=g, - green=r,orange=o,pink=p,purple=u,red=e, - white=w,yellow=y - 10. stalk-shape: enlarging=e,tapering=t - 11. stalk-root: bulbous=b,club=c,cup=u,equal=e, - rhizomorphs=z,rooted=r,missing=? - 12. stalk-surface-above-ring: fibrous=f,scaly=y,silky=k,smooth=s - 13. stalk-surface-below-ring: fibrous=f,scaly=y,silky=k,smooth=s - 14. stalk-color-above-ring: brown=n,buff=b,cinnamon=c,gray=g,orange=o, - pink=p,red=e,white=w,yellow=y - 15. stalk-color-below-ring: brown=n,buff=b,cinnamon=c,gray=g,orange=o, - pink=p,red=e,white=w,yellow=y - 16. veil-type: partial=p,universal=u - 17. veil-color: brown=n,orange=o,white=w,yellow=y - 18. ring-number: none=n,one=o,two=t - 19. ring-type: cobwebby=c,evanescent=e,flaring=f,large=l, - none=n,pendant=p,sheathing=s,zone=z - 20. spore-print-color: black=k,brown=n,buff=b,chocolate=h,green=r, - orange=o,purple=u,white=w,yellow=y - 21. population: abundant=a,clustered=c,numerous=n, - scattered=s,several=v,solitary=y - 22. habitat: grasses=g,leaves=l,meadows=m,paths=p, - urban=u,waste=w,woods=d - -8. Missing Attribute Values: 2480 of them (denoted by "?"), all for - attribute #11. - -9. Class Distribution: - -- edible: 4208 (51.8%) - -- poisonous: 3916 (48.2%) - -- total: 8124 instances diff --git a/demo/test/dump2json.py b/demo/test/dump2json.py deleted file mode 100755 index de1a32cca..000000000 --- a/demo/test/dump2json.py +++ /dev/null @@ -1,80 +0,0 @@ -#!/usr/bin/python -import sys -import json - -def loadnmap( fname ): - nmap = {} - for l in open(fname): - arr = l.split() - nmap[int(arr[0])] = arr[1].strip() - return nmap - -def recstats( rec, l, label ): - for it in l.split(','): - k = int( it ) - if k not in rec: - rec[ k ] = (0,0) - else: - if label == 0: - rec[k] = (rec[k][0]+1,rec[k][1]) - else: - rec[k] = (rec[k][0],rec[k][1]+1) - -def loadstats( fname, fpath ): - res = {} - fp = open( fname ) - for l in open( fpath ): - label = int( fp.readline().split()[0] ) - arr = l.split() - for i in xrange( len(arr) ): - if i not in res: - res[ i ] = {} - recstats( res[ i ], arr[i], label ) - return res - -def mapid( idmap, fid, bid ): - if (bid, fid) not in idmap: - idmap[ (bid,fid) ] = len(idmap) - return idmap[ (bid,fid) ] - -def dumpjson( fo, trees ): - fo.write('{\n') - fo.write(' \"roots\":'+json.dumps( trees['roots'], separators=(' , ',' : ') ) +',\n' ) - fo.write(' \"weights\":'+json.dumps( trees['weights'], separators=(' , ',' : ') ) +',\n' ) - fo.write(' \"nodes\":[\n' ) - fo.write('%s\n ]' % ',\n'.join((' %s' % json.dumps( n, separators=(' , ',' : ') ) ) for n in trees['nodes']) ) - fo.write('\n}\n') - -fo = sys.stdout -nmap = loadnmap( 'featmap.txt' ) -stat = loadstats( 'agaricus.txt.test', 'dump.path.txt' ) - -trees = {'roots':[], 'weights':[], 'nodes':[] } -idmap = {} - -for l in open( 'dump.raw.txt'): - if l.startswith('booster['): - bid = int( l.split('[')[1].split(']')[0] ) - trees['roots'].append( mapid(idmap,bid,0) ) - trees['weights'].append( 1.0 ) - continue - - node = {} - rid = int( l.split(':')[0] ) - node['id'] = mapid( idmap, bid, rid ) - node['neg_cnt' ] = stat[ bid ][ rid ][ 0 ] - node['pos_cnt' ] = stat[ bid ][ rid ][ 1 ] - - idx = l.find('[f') - if idx != -1: - fid = int( l[idx+2:len(l)].split('<')[0]) - node['label'] = nmap[ fid ] - node['children'] = [ mapid( idmap, bid, int(it.split('=')[1]) ) for it in l.split()[1].split(',') ] - node['edge_tags'] = ['yes','no'] - else: - node['label'] = l.split(':')[1].strip() - node['value'] = float(l.split(':')[1].split('=')[1]) - - trees['nodes'].append( node ) -trees['nodes'].sort( key = lambda x:x['id'] ) -dumpjson( sys.stderr, trees) diff --git a/demo/test/mapfeat.py b/demo/test/mapfeat.py deleted file mode 100755 index 74ca22d32..000000000 --- a/demo/test/mapfeat.py +++ /dev/null @@ -1,50 +0,0 @@ -#!/usr/bin/python -import sys - -def loadfmap( fname ): - fmap = {} - nmap = {} - - for l in open( fname ): - arr = l.split() - if arr[0].find('.') != -1: - idx = int( arr[0].strip('.') ) - assert idx not in fmap - fmap[ idx ] = {} - ftype = arr[1].strip(':') - content = arr[2] - else: - content = arr[0] - for it in content.split(','): - if it.strip() == '': - continue - k , v = it.split('=') - fmap[ idx ][ v ] = len(nmap) - nmap[ len(nmap) ] = ftype+'='+k - return fmap, nmap - -def write_nmap( fo, nmap ): - for i in xrange( len(nmap) ): - fo.write('%d\t%s\ti\n' % (i, nmap[i]) ) - -# start here -fmap, nmap = loadfmap( 'agaricus-lepiota.fmap' ) -fo = open( 'featmap.txt', 'w' ) -write_nmap( fo, nmap ) -fo.close() - -fo = open( 'agaricus.txt', 'w' ) -for l in open( 'agaricus-lepiota.data' ): - arr = l.split(',') - if arr[0] == 'p': - fo.write('1') - else: - assert arr[0] == 'e' - fo.write('0') - for i in xrange( 1,len(arr) ): - fo.write( ' %d:1' % fmap[i][arr[i].strip()] ) - fo.write('\n') - -fo.close() - - diff --git a/demo/test/mknfold.py b/demo/test/mknfold.py deleted file mode 100755 index 0f42c301d..000000000 --- a/demo/test/mknfold.py +++ /dev/null @@ -1,29 +0,0 @@ -#!/usr/bin/python -import sys -import random - -if len(sys.argv) < 2: - print 'Usage: [nfold = 5]' - exit(0) - -random.seed( 10 ) - -k = int( sys.argv[2] ) -if len(sys.argv) > 3: - nfold = int( sys.argv[3] ) -else: - nfold = 5 - -fi = open( sys.argv[1], 'r' ) -ftr = open( sys.argv[1]+'.train', 'w' ) -fte = open( sys.argv[1]+'.test', 'w' ) -for l in fi: - if random.randint( 1 , nfold ) == k: - fte.write( l ) - else: - ftr.write( l ) - -fi.close() -ftr.close() -fte.close() - diff --git a/demo/test/mushroom.conf b/demo/test/mushroom.conf deleted file mode 100644 index c52c90549..000000000 --- a/demo/test/mushroom.conf +++ /dev/null @@ -1,19 +0,0 @@ -num_round=2 - -save_period=0 - -data = "agaricus.txt.train" -test:data = "agaricus.txt.test" -eval[test] = "agaricus.txt.test" -eval[train] = "agaricus.txt.train" - - -booster_type = 0 -loss_type = 2 - -bst:tree_maker=2 - -bst:eta=1.0 -bst:gamma=1.0 -bst:min_child_weight=1 -bst:max_depth=3 diff --git a/demo/test/runexp.sh b/demo/test/runexp.sh deleted file mode 100755 index d80440b6d..000000000 --- a/demo/test/runexp.sh +++ /dev/null @@ -1,23 +0,0 @@ -#!/bin/bash -# map feature using indicator encoding, also produce featmap.txt -python mapfeat.py -# split train and test -python mknfold.py agaricus.txt 1 -# training -../../xgboost mushroom.conf num_round=2 model_out=full.model bst:max_depth=3 -../../xgboost mushroom.conf task=dump model_in=full.model fmap=featmap.txt name_dump=dump.full.txt - -# major element of batch running: add batch prefix to each setting, batch:run=1 will run that action - -../../xgboost mushroom.conf model_in=full.model model_out=m1.model task=interact\ - batch:interact:booster_index=0 batch:bst:interact:remove=1 batch:run=1\ - batch:interact:booster_index=1 batch:bst:interact:remove=1 batch:run=1\ - batch:interact:booster_index=1 batch:bst:interact:expand=9 batch:run=1\ - -../../xgboost mushroom.conf task=dump model_in=m1.model fmap=featmap.txt name_dump=dump.m1.txt - -echo "========full=======" -cat dump.full.txt - -echo "========m1=======" -cat dump.m1.txt