From dd24b289c4ad454347a41375b172ef4ad4aace8d Mon Sep 17 00:00:00 2001 From: mmalohlava Date: Mon, 5 May 2014 12:01:20 -0700 Subject: [PATCH 1/9] Upgraded javassist to 3.18.0-GA with patched classloading problem. --- lib/javassist-sources.jar | Bin 510554 -> 513513 bytes lib/javassist.jar | Bin 665248 -> 714844 bytes 2 files changed, 0 insertions(+), 0 deletions(-) diff --git a/lib/javassist-sources.jar b/lib/javassist-sources.jar index 20910e78a5b1acb4715bed7b3f6a19db7fa1a1bc..af696b4a32be4e9efbd9b24ed9fb6c248fb19ef4 100644 GIT binary patch delta 417533 zcmZ5`19&dYvTkhKwr$(CZQEaLW5rHZ?3HB2wr$(C?!V7I=iYr!Kkwk3s;TO!o~eGi zr`J;n&#DLkO0u9}FhKt*@J6L#|8?@;JLrFo^5Sa3^wJ6vjQ^ts1qAnxnq#jbvCcnY ztA94M|5TF~R*;quS5;$>mw1q$oRE{HXPASRrKg#moM}>FT4dcla-ox%9;K6|7lDF2 zEYV06!JzFW^J>e9Q9+eeQFY6usX>dCdz6EBPl1a?XZwsnNpV#{&v}S}xsO4S4fJ96 zZu4pb`k%@G0og7fL(|puKuFUQ4IrUYoM6EITkx;D zQVxSy{+AxpfAD|I;G`o6fkGqv|IX5Rc|d9Z!%VufHyFi#a=t8Z(*NZD$Z^t@P$A$j 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zvUcRg7$kP>Q$3A*EnEcF>5qk>!t9N)F2$(PWF?b~uJi&~z6n7d z(O)9#*`L0eqGH$TAk)7AguC687%L@R}o)I!#URLGCsXB(XW|52NAZ+#egpIV-Uxeeimh<}CDwf?Kdxr%#vqed`{vH-je9TH67boiF_RiS_ zVfuSOJh6~fIu;h(%)FOy{f!Zx_{*zxTr9c9rFy9EyrEy?HCtY{0F)5=j8wZ From fb973537db3c9290a6acc4fc30275d5bbcb92d6e Mon Sep 17 00:00:00 2001 From: Arno Candel Date: Tue, 6 May 2014 19:26:10 -0700 Subject: [PATCH 2/9] Don't print HTTPD socket exceptions. --- src/main/java/water/NanoHTTPD.java | 20 ++++++++++++++------ 1 file changed, 14 insertions(+), 6 deletions(-) diff --git a/src/main/java/water/NanoHTTPD.java b/src/main/java/water/NanoHTTPD.java index 0cfd33896f..baa3927016 100644 --- a/src/main/java/water/NanoHTTPD.java +++ b/src/main/java/water/NanoHTTPD.java @@ -1,13 +1,17 @@ package water; +import water.fvec.UploadFileVec; +import water.util.Log; +import water.util.Log.Tag.Sys; +import water.util.Utils; + import java.io.*; -import java.net.*; +import java.net.ServerSocket; +import java.net.Socket; +import java.net.SocketException; +import java.net.URLEncoder; import java.util.*; import java.util.regex.Pattern; -import water.fvec.UploadFileVec; -import water.util.*; -import water.util.Log.Tag.Sys; - /** * A simple, tiny, nicely embeddable HTTP 1.0 (partially 1.1) server in Java * @@ -697,7 +701,11 @@ private void sendResponse( String status, String mime, Properties header, InputS { int read = data.read( buff, 0, ( (pending>theBufferSize) ? theBufferSize : pending )); if (read <= 0) break; - out.write( buff, 0, read ); + try { + out.write(buff, 0, read); + } catch (SocketException ex) { + // don't print exceptions from NanoHTTPD + } //pending -= read; pending = data.available(); } From 075552bb2c521838d0109bcaafba1e91990d0b87 Mon Sep 17 00:00:00 2001 From: mmalohlava Date: Tue, 6 May 2014 21:36:32 -0700 Subject: [PATCH 3/9] Variable selector to build a new model. A dummy JS code which allows for selecting variables based on VI and then building a new model. --- lib/resources/h2o/js/main.js | 12 ++++++++++++ src/main/java/hex/VarImp.java | 11 +++++++++-- .../java/hex/deeplearning/DeepLearningModel.java | 3 +-- src/main/java/hex/gbm/DTree.java | 5 ++--- src/main/java/hex/singlenoderf/SpeeDRFModel.java | 3 +-- src/main/java/water/api/DocGen.java | 13 +++++++++++-- src/main/java/water/util/UIUtils.java | 12 ++++++++---- 7 files changed, 44 insertions(+), 15 deletions(-) diff --git a/lib/resources/h2o/js/main.js b/lib/resources/h2o/js/main.js index 3559bccb22..db22820aa8 100644 --- a/lib/resources/h2o/js/main.js +++ b/lib/resources/h2o/js/main.js @@ -4,3 +4,15 @@ $(function () { $('[rel=tooltip]').tooltip(); $('[rel=popover]').popover(); }); + +function collectValuesCBox(name) { + var values = $('input[name="'+name+'"]:not(:checked)').map( function() { return this.value } ).get(); + return values.join(',') +} + +function redirectWithCols(e,name) { + var target = e.href.replace(/&ignored_cols=.*/g,'') + "&ignored_cols="+collectValuesCBox(name); + console.log(target) + e.href = target; + return true; +} diff --git a/src/main/java/hex/VarImp.java b/src/main/java/hex/VarImp.java index 6f896b2f2b..a8dc78481c 100644 --- a/src/main/java/hex/VarImp.java +++ b/src/main/java/hex/VarImp.java @@ -1,8 +1,10 @@ package hex; import water.Iced; +import water.Model; import water.api.DocGen; import water.api.Request.API; +import water.util.UIUtils; import water.util.Utils; import java.util.Arrays; @@ -44,13 +46,17 @@ protected VarImp(float[] varimp, String[] variables, VarImpMethod method) { public void setVariables(String[] variables) { this.variables = variables; } /** Generate variable importance HTML code. */ - public final StringBuilder toHTML(StringBuilder sb) { + public final StringBuilder toHTML(T model, StringBuilder sb) { DocGen.HTML.section(sb,"Variable importance of input variables: " + method); + sb.append("

"); + DocGen.HTML.arrayHead(sb); // Create a sort order Integer[] sortOrder = getSortOrder(); // Generate variable labels and raw scores - if (variables != null) DocGen.HTML.tableLine(sb, "Variable", variables, sortOrder, Math.min(max_var, variables.length)); + if (variables != null) DocGen.HTML.tableLine(sb, "Variable", variables, sortOrder, Math.min(max_var, variables.length), true, "vi_chkb"); if (varimp != null) DocGen.HTML.tableLine(sb, method.toString(), varimp, sortOrder, Math.min(max_var, variables.length)); // Print a specific information toHTMLAppendMoreTableLines(sb, sortOrder); @@ -76,6 +82,7 @@ static final StringBuilder toHTMLGraph(StringBuilder sb, String[] names, float[] DocGen.HTML.toJSArray(new StringBuilder(), names, so, Math.min(max, vals.length)), DocGen.HTML.toJSArray(new StringBuilder(), vals , so, Math.min(max, vals.length)) ); + sb.append("\n"); return sb; } /** By default provides a sort order according to raw scores stored in varimp. */ diff --git a/src/main/java/hex/deeplearning/DeepLearningModel.java b/src/main/java/hex/deeplearning/DeepLearningModel.java index b80a7f568f..cd4ea1ccbb 100644 --- a/src/main/java/hex/deeplearning/DeepLearningModel.java +++ b/src/main/java/hex/deeplearning/DeepLearningModel.java @@ -1098,8 +1098,7 @@ else if (error.trainAUC != null) { // Variable importance if (error.variable_importances != null) { - error.variable_importances.toHTML(sb); - sb.append("\n"); + error.variable_importances.toHTML(this, sb); } DocGen.HTML.title(sb, "Scoring history"); diff --git a/src/main/java/hex/gbm/DTree.java b/src/main/java/hex/gbm/DTree.java index b128c8b7a0..cfa554156d 100644 --- a/src/main/java/hex/gbm/DTree.java +++ b/src/main/java/hex/gbm/DTree.java @@ -695,7 +695,7 @@ public void generateHTML(String title, StringBuilder sb) { sb.append(Inspect2.link("Inspect training data ("+_dataKey.toString()+")", _dataKey)).append(", "); sb.append(Predict.link(_key,"Score on dataset")).append(", "); if (_dataKey != null) - sb.append(UIUtils.builderLink(this.getClass(), _dataKey, responseName(), "Compute new model")).append(", "); + sb.append(UIUtils.builderModelLink(this.getClass(), _dataKey, responseName(), "Compute new model")).append(", "); sb.append(" ").append("Continue training this model"); sb.append(""); DocGen.HTML.paragraph(sb,"Model Key: "+_key); @@ -751,7 +751,6 @@ public void generateHTML(String title, StringBuilder sb) { // Show variable importance if (varimp != null) { generateHTMLVarImp(sb); - sb.append("\n"); } } @@ -777,7 +776,7 @@ protected void generateHTMLVarImp(StringBuilder sb) { if (varimp!=null) { // Set up variable names for importance varimp.setVariables(Arrays.copyOf(_names, _names.length-1)); - varimp.toHTML(sb); + varimp.toHTML(this, sb); } } diff --git a/src/main/java/hex/singlenoderf/SpeeDRFModel.java b/src/main/java/hex/singlenoderf/SpeeDRFModel.java index 30ccdfbdf6..6f13a12772 100644 --- a/src/main/java/hex/singlenoderf/SpeeDRFModel.java +++ b/src/main/java/hex/singlenoderf/SpeeDRFModel.java @@ -391,7 +391,6 @@ public void generateHTML(String title, StringBuilder sb) { } if (varimp != null) { generateHTMLVarImp(sb); - sb.append("\n"); } } @@ -560,7 +559,7 @@ protected void generateHTMLVarImp(StringBuilder sb) { if (varimp!=null) { // Set up variable names for importance varimp.setVariables(Arrays.copyOf(_names, _names.length-1)); - varimp.toHTML(sb); + varimp.toHTML(this, sb); } } diff --git a/src/main/java/water/api/DocGen.java b/src/main/java/water/api/DocGen.java index 5285b63c0b..63f36f0b2d 100644 --- a/src/main/java/water/api/DocGen.java +++ b/src/main/java/water/api/DocGen.java @@ -362,10 +362,19 @@ public StringBuilder tableLine(StringBuilder sb, String title, T[] values, I return tableLine(sb, title, values, sortOrder, values.length); } public StringBuilder tableLine(StringBuilder sb, String title, T[] values, Integer[] sortOrder, int maxValues) { + return tableLine(sb, title, values, sortOrder, maxValues, false, null); + + } + public StringBuilder tableLine(StringBuilder sb, String title, T[] values, Integer[] sortOrder, int maxValues, boolean checkBoxes, String idName) { assert sortOrder == null || values.length == sortOrder.length; sb.append("").append(title).append(""); - for( int i=0; i").append(values[sortOrder!=null ? sortOrder[i] : i]).append(""); + for( int i=0; i"); + T val = values[sortOrder!=null ? sortOrder[i] : i]; + if (checkBoxes) sb.append(" "); + sb.append(val); + sb.append(""); + } sb.append(""); return sb; } diff --git a/src/main/java/water/util/UIUtils.java b/src/main/java/water/util/UIUtils.java index 448641e46b..e6e8b42dd7 100644 --- a/src/main/java/water/util/UIUtils.java +++ b/src/main/java/water/util/UIUtils.java @@ -1,7 +1,7 @@ package water.util; -import hex.gbm.DTree.TreeModel; import water.Key; +import water.Model; import water.api.RequestStatics.RequestType; public class UIUtils { @@ -25,15 +25,19 @@ public static String link(Class page, RequestType rtype, String keyPlaceh rs.replace("content", content); return rs.toString(); } - - public static String builderLink(Class model, Key source, String response, String content) { + public static String builderModelLink(Class model, Key source, String response, String content) { + return builderModelLink(model, source, response, content, null); + } + public static String builderModelLink(Class model, Key source, String response, String content, String onClick) { String name = model.getSimpleName(); name = name.substring(0, name.indexOf("Model")); - RString rs = new RString("%content"); + RString rs = new RString("%content"); rs.replace("page", name); rs.replace("source", source.toString()); rs.replace("response", response); rs.replace("content", content); + rs.replace("onclick", onClick!=null ? "onclick=\""+onClick+"\"" : ""); return rs.toString(); } + } From 85b93c5470bdc810ac1c164d2c230257557ac4d3 Mon Sep 17 00:00:00 2001 From: Kevin Normoyle Date: Wed, 7 May 2014 11:14:11 -0700 Subject: [PATCH 4/9] do some log/sum timing --- py/testdir_single_jvm_fvec/test_exec2_sum.py | 38 +++++++++++++++----- 1 file changed, 29 insertions(+), 9 deletions(-) diff --git a/py/testdir_single_jvm_fvec/test_exec2_sum.py b/py/testdir_single_jvm_fvec/test_exec2_sum.py index c7b20570e9..fbb3e188cf 100644 --- a/py/testdir_single_jvm_fvec/test_exec2_sum.py +++ b/py/testdir_single_jvm_fvec/test_exec2_sum.py @@ -9,15 +9,33 @@ initList = [ ] -exprList = [ - 'a=c(1); a = sum(r1[1,])', - 'b=c(1); b = sum(r1[1,])', - 'd=c(1); d = sum(r1[1,])', - 'e=c(1); e = sum(r1[1,])', - 'f=c(1); f = sum(r1[1,])', - 'f=c(1); g = sum(r1[1,])', - 'h=c(1); h = sum(r1[1,])', - ] +DO_SUM = False + +if DO_SUM: + exprList = [ + 'a=c(1); a = sum(r1[1,])', + 'b=c(1); b = sum(r1[1,])', + 'd=c(1); d = sum(r1[1,])', + 'e=c(1); e = sum(r1[1,])', + 'f=c(1); f = sum(r1[1,])', + 'f=c(1); g = sum(r1[1,])', + 'h=c(1); h = sum(r1[1,])', + ] +else: + exprList = [ + 'a=c(1); a = log(r1[1,]+0)', + 'b=c(1); b = log(r1[1,]+0)', + 'c=c(1); c = log(r1[1,]+0)', + 'd=c(1); d = log(r1[1,]+0)', + 'e=c(1); e = log(r1[1,]+1)', + 'f=c(1); f = log(r1[1,]+1)', + 'g=c(1); g = log(r1[1,]+1)', + 'h=c(1); h = log(r1[1,]+1)', + 'i=c(1); i = log(r1[1,]+2)', + 'j=c(1); j = log(r1[1,]+2)', + 'k=c(1); k = log(r1[1,]+2)', + 'l=c(1); l = log(r1[1,]+2)', + ] class Basic(unittest.TestCase): def tearDown(self): @@ -44,6 +62,8 @@ def test_exec2_sum(self): if getpass.getuser()=='jenkins': csvPathname = 'standard/billion_rows.csv.gz' else: + csvPathname = '1B/reals_1000000x1000_15f.data' + csvPathname = '1B/reals_100000x1000_15f.data' csvPathname = '1B/reals_1B_15f.data' hex_key = 'r1' From 7e6b641356e4f1b778998fce696f1c0160a1ae88 Mon Sep 17 00:00:00 2001 From: Arno Candel Date: Wed, 7 May 2014 13:38:01 -0700 Subject: [PATCH 5/9] Add methods to get the total and per-class error counts, not just relative error. --- src/main/java/hex/ConfusionMatrix.java | 14 +++++++++++++- 1 file changed, 13 insertions(+), 1 deletion(-) diff --git a/src/main/java/hex/ConfusionMatrix.java b/src/main/java/hex/ConfusionMatrix.java index 5293c2fe0a..dc45bf86d9 100644 --- a/src/main/java/hex/ConfusionMatrix.java +++ b/src/main/java/hex/ConfusionMatrix.java @@ -96,7 +96,12 @@ public void reComputeErrors(){ _classErr[i] = classErr(i); _predErr = err(); } - + public final long classErrCount(int c) { + long s = 0; + for( long x : _arr[c] ) + s += x; + return s - _arr[c][c]; + } public final double classErr(int c) { long s = 0; for( long x : _arr[c] ) @@ -127,6 +132,13 @@ public double err() { err -= _arr[d][d]; return (double) err / n; } + public long errCount() { + long n = totalRows(); + long err = n; + for( int d = 0; d < _arr.length; ++d ) + err -= _arr[d][d]; + return err; + } /** * The percentage of predictions that are correct. */ From 7ce549af5852c87e61c6495339eab25e17c5c396 Mon Sep 17 00:00:00 2001 From: Arno Candel Date: Wed, 7 May 2014 13:45:07 -0700 Subject: [PATCH 6/9] PUB-674: Make more explicit which side is actual vs predicted on CM. --- src/main/java/water/util/Utils.java | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/main/java/water/util/Utils.java b/src/main/java/water/util/Utils.java index 01f34a2962..3be595acaa 100644 --- a/src/main/java/water/util/Utils.java +++ b/src/main/java/water/util/Utils.java @@ -1385,7 +1385,7 @@ public static void printConfusionMatrix(StringBuilder sb, long[][] cm, String[] // Header if (html) { sb.append(""); - sb.append("Actual / Predicted"); + sb.append("↓ Actual / Predicted →"); for( int p=0; p").append(pdomain[p]).append(""); From 461c9d57d2961e5308d355421825f7d0f57464c6 Mon Sep 17 00:00:00 2001 From: Kevin Normoyle Date: Wed, 7 May 2014 13:49:12 -0700 Subject: [PATCH 7/9] stress temp key generation like R --- .../test_exec2_log_like_R.py | 78 +++++++++++++++++++ 1 file changed, 78 insertions(+) create mode 100644 py/testdir_single_jvm_fvec/test_exec2_log_like_R.py diff --git a/py/testdir_single_jvm_fvec/test_exec2_log_like_R.py b/py/testdir_single_jvm_fvec/test_exec2_log_like_R.py new file mode 100644 index 0000000000..6b3d9a1f92 --- /dev/null +++ b/py/testdir_single_jvm_fvec/test_exec2_log_like_R.py @@ -0,0 +1,78 @@ +import unittest, random, sys, time, getpass +sys.path.extend(['.','..','py']) +import h2o, h2o_browse as h2b, h2o_exec as h2e, h2o_hosts, h2o_import as h2i, h2o_cmd + +# new ...ability to reference cols +# src[ src$age<17 && src$zip=95120 && ... , ] +# can specify values for enums ..values are 0 thru n-1 for n enums +initList = [ + ] + +exprList = [ + 'Last.value.0 = r1[,c(1)]', + 'Last.value.1 = any.factor(Last.value.0)', + 'Last.value.2 = Last.value.0 + 1', + 'Last.value.3 = log(Last.value.2)', + + 'Last.value.4 = r1[,c(1)]' , + 'Last.value.5 = any.factor(Last.value.4)', + 'Last.value.6 = Last.value.4 + 1', + 'Last.value.7 = log(Last.value.6)', + + 'Last.value.8 = r1[,c(1)]' , + 'Last.value.9 = any.factor(Last.value.8)', + 'Last.value.10 = Last.value.8 + 1', + 'Last.value.11 = log(Last.value.10)', + + ] + +class Basic(unittest.TestCase): + def tearDown(self): + h2o.check_sandbox_for_errors() + + @classmethod + def setUpClass(cls): + global SEED, localhost + SEED = h2o.setup_random_seed() + localhost = h2o.decide_if_localhost() + if (localhost): + h2o.build_cloud(1, java_heap_GB=14) + else: + h2o_hosts.build_cloud_with_hosts(1, java_heap_GB=100) + + @classmethod + def tearDownClass(cls): + h2o.tear_down_cloud() + + def test_exec2_sum(self): + h2o.beta_features = True + bucket = 'home-0xdiag-datasets' + # csvPathname = 'airlines/year2013.csv' + if localhost: + # csvPathname = 'standard/billion_rows.csv.gz' + csvPathname = '1B/reals_100000x1000_15f.data' + else: + # csvPathname = '1B/reals_1000000x1000_15f.data' + # csvPathname = '1B/reals_100000x1000_15f.data' + csvPathname = '1B/reals_1B_15f.data' + + hex_key = 'r1' + parseResult = h2i.import_parse(bucket=bucket, path=csvPathname, schema='local', + hex_key=hex_key, timeoutSecs=3000, retryDelaySecs=2) + inspect = h2o_cmd.runInspect(key=hex_key) + print "numRows:", inspect['numRows'] + print "numCols:", inspect['numCols'] + inspect = h2o_cmd.runInspect(key=hex_key, offset=-1) + print "inspect offset = -1:", h2o.dump_json(inspect) + + for execExpr in exprList: + start = time.time() + execResult, result = h2e.exec_expr(h2o.nodes[0], execExpr, resultKey=None, timeoutSecs=300) + print 'exec took', time.time() - start, 'seconds' + print "result:", result + + h2o.check_sandbox_for_errors() + + +if __name__ == '__main__': + h2o.unit_main() From efa88942b5ee7f7fb3795de657d257e20675fdd8 Mon Sep 17 00:00:00 2001 From: Arno Candel Date: Wed, 7 May 2014 13:55:16 -0700 Subject: [PATCH 8/9] Fix AUC javascipt bounds, was plotting one extra blue dot with "undefined" CM. --- src/main/java/water/api/AUC.java | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/main/java/water/api/AUC.java b/src/main/java/water/api/AUC.java index c59df79742..451fed30dc 100644 --- a/src/main/java/water/api/AUC.java +++ b/src/main/java/water/api/AUC.java @@ -657,7 +657,7 @@ void plotROC(StringBuilder sb) { " }\n" + "})\n" + ".on(\"mouseover\", function(d,i){\n" + - " if(i <= " + _fprs.length + ") {" + + " if(i < " + _fprs.length + ") {" + " document.getElementById(\"select\").selectedIndex = i\n" + " show_cm(i)\n" + " }\n" + From 27b7194351f6233e17e8a8210d288ffeee7bfafb Mon Sep 17 00:00:00 2001 From: Arno Candel Date: Wed, 7 May 2014 14:03:20 -0700 Subject: [PATCH 9/9] Reword tutorials to align them vertically. --- src/main/java/water/api/Tutorials.java | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/src/main/java/water/api/Tutorials.java b/src/main/java/water/api/Tutorials.java index ff9d59e673..8daa813f77 100644 --- a/src/main/java/water/api/Tutorials.java +++ b/src/main/java/water/api/Tutorials.java @@ -21,31 +21,31 @@ public class Tutorials extends HTMLOnlyRequest { + "
" + "

Random Forest

" - + "

Random Forest is a classical machine learning method for classification and regression. Learn how to use it with H2O.

" + + "

Random Forest is a classical machine learning method for classification and regression. Learn how to use it with H2O for better predictions.

" + "Try it!" + "
" + "
" + "

GBM

" - + "

GBM uses gradient boosted regression trees for highly predictive regression and classification.

" + + "

GBM uses gradient boosted trees for regression and classification, and is one of the most powerful machine learning methods.

" + "Try it!" + "
" + "
" + "

GLM

" - + "

Generalized linear model is a generalization of linear regression. Experience its unique power on top of H2O.

" + + "

Generalized linear model is a generalization of linear regression. Experience its unique power and blazing speed on top of H2O.

" + "Try it!" + "
" + "
" + "

K-Means

" - + "

Perform cluster analysis with H2O. It employs K-means, a highly scalable clustering algorithm.

" + + "

Perform cluster analysis with H2O. It employs K-means, a highly scalable clustering algorithm for unsupervised learning on big data.

" + "Try it!" + "
" + "
" + "

Deep Learning

" - + "

H2O's distributed Deep Learning models high-level abstractions in data with deep artificial neural networks.

" + + "

H2O's distributed Deep Learning gives you the power of deep neural networks for highest predictive accuracy in classification and regression.

" + "Try it!" + "
"

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