Go mod has been enabled

dep/evaluation.go

@@ -12,7 +12,7 @@ import (
 type Performance struct {
 	Iter int     // which training iteration is this?
 	UAS  float64 // Unlabelled Attachment Score
-	LAS  float64 // Labelled Attachment Score
+	LAS  float64 // Labeled Attachment Score
 	UEM  float64 // Unlabelled Exact Match
 	Root float64 // Correct Roots Ratio
 }

dep/nn2.go

@@ -321,7 +321,7 @@ func (nn *neuralnetwork2) train(examples []example) error {
 
 			nn.vm.Reset()
 		}
-		if err := nn.solver.Step(nn.model); err != nil {
+		if err := nn.solver.Step(G.NodesToValueGrads(nn.model)); err != nil {
 			err = errors.Wrapf(err, "Stepping on the model failed %v", batch)
 			return err
 		}

go.mod

@@ -0,0 +1,37 @@
+module github.com/chewxy/lingo
+
+require (
+	github.com/abiosoft/ishell v2.0.0+incompatible
+	github.com/abiosoft/readline v0.0.0-20180607040430-155bce2042db // indirect
+	github.com/awalterschulze/gographviz v0.0.0-20190221210632-1e9ccb565bca
+	github.com/chewxy/hm v1.0.0 // indirect
+	github.com/chewxy/math32 v1.0.0 // indirect
+	github.com/chzyer/logex v1.1.10 // indirect
+	github.com/chzyer/test v0.0.0-20180213035817-a1ea475d72b1 // indirect
+	github.com/davecgh/go-spew v1.1.1 // indirect
+	github.com/fatih/color v1.7.0 // indirect
+	github.com/flynn-archive/go-shlex v0.0.0-20150515145356-3f9db97f8568 // indirect
+	github.com/gogo/protobuf v1.2.1 // indirect
+	github.com/golang/protobuf v1.2.0 // indirect
+	github.com/google/flatbuffers v1.10.0 // indirect
+	github.com/kljensen/snowball v0.6.0
+	github.com/leesper/go_rng v0.0.0-20171009123644-5344a9259b21 // indirect
+	github.com/mattn/go-colorable v0.1.1 // indirect
+	github.com/mattn/go-isatty v0.0.6 // indirect
+	github.com/pkg/browser v0.0.0-20180916011732-0a3d74bf9ce4
+	github.com/pkg/errors v0.8.1
+	github.com/stretchr/testify v1.3.0
+	github.com/xtgo/set v1.0.0
+	golang.org/x/exp v0.0.0-20190221220918-438050ddec5e // indirect
+	golang.org/x/sync v0.0.0-20181221193216-37e7f081c4d4 // indirect
+	golang.org/x/sys v0.0.0-20190225065934-cc5685c2db12 // indirect
+	golang.org/x/text v0.3.0
+	gonum.org/v1/gonum v0.0.0-20190221132855-8ea67971a689 // indirect
+	gonum.org/v1/netlib v0.0.0-20190221094214-0632e2ebbd2d // indirect
+	gorgonia.org/cu v0.9.0-beta // indirect
+	gorgonia.org/dawson v1.1.0 // indirect
+	gorgonia.org/gorgonia v0.9.1
+	gorgonia.org/tensor v0.9.0-beta
+	gorgonia.org/vecf32 v0.7.0 // indirect
+	gorgonia.org/vecf64 v0.7.0 // indirect
+)

go.sum

@@ -0,0 +1,70 @@
+github.com/abiosoft/ishell v2.0.0+incompatible h1:zpwIuEHc37EzrsIYah3cpevrIc8Oma7oZPxr03tlmmw=
+github.com/abiosoft/ishell v2.0.0+incompatible/go.mod h1:HQR9AqF2R3P4XXpMpI0NAzgHf/aS6+zVXRj14cVk9qg=
+github.com/abiosoft/readline v0.0.0-20180607040430-155bce2042db h1:CjPUSXOiYptLbTdr1RceuZgSFDQ7U15ITERUGrUORx8=
+github.com/abiosoft/readline v0.0.0-20180607040430-155bce2042db/go.mod h1:rB3B4rKii8V21ydCbIzH5hZiCQE7f5E9SzUb/ZZx530=
+github.com/awalterschulze/gographviz v0.0.0-20190221210632-1e9ccb565bca h1:xwIXr1FpA2XBoohlpvgb11No/zbsh5Clm/98PWPcHVA=
+github.com/awalterschulze/gographviz v0.0.0-20190221210632-1e9ccb565bca/go.mod h1:GEV5wmg4YquNw7v1kkyoX9etIk8yVmXj+AkDHuuETHs=
+github.com/chewxy/hm v1.0.0 h1:zy/TSv3LV2nD3dwUEQL2VhXeoXbb9QkpmdRAVUFiA6k=
+github.com/chewxy/hm v1.0.0/go.mod h1:qg9YI4q6Fkj/whwHR1D+bOGeF7SniIP40VweVepLjg0=
+github.com/chewxy/math32 v1.0.0 h1:RTt2SACA7BTzvbsAKVQJLZpV6zY2MZw4bW9L2HEKkHg=
+github.com/chewxy/math32 v1.0.0/go.mod h1:Miac6hA1ohdDUTagnvJy/q+aNnEk16qWUdb8ZVhvCN0=
+github.com/chzyer/logex v1.1.10/go.mod h1:+Ywpsq7O8HXn0nuIou7OrIPyXbp3wmkHB+jjWRnGsAI=
+github.com/chzyer/test v0.0.0-20180213035817-a1ea475d72b1/go.mod h1:Q3SI9o4m/ZMnBNeIyt5eFwwo7qiLfzFZmjNmxjkiQlU=
+github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
+github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
+github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
+github.com/fatih/color v1.7.0 h1:DkWD4oS2D8LGGgTQ6IvwJJXSL5Vp2ffcQg58nFV38Ys=
+github.com/fatih/color v1.7.0/go.mod h1:Zm6kSWBoL9eyXnKyktHP6abPY2pDugNf5KwzbycvMj4=
+github.com/flynn-archive/go-shlex v0.0.0-20150515145356-3f9db97f8568 h1:BMXYYRWTLOJKlh+lOBt6nUQgXAfB7oVIQt5cNreqSLI=
+github.com/flynn-archive/go-shlex v0.0.0-20150515145356-3f9db97f8568/go.mod h1:rZfgFAXFS/z/lEd6LJmf9HVZ1LkgYiHx5pHhV5DR16M=
+github.com/gogo/protobuf v1.2.1 h1:/s5zKNz0uPFCZ5hddgPdo2TK2TVrUNMn0OOX8/aZMTE=
+github.com/gogo/protobuf v1.2.1/go.mod h1:hp+jE20tsWTFYpLwKvXlhS1hjn+gTNwPg2I6zVXpSg4=
+github.com/golang/protobuf v1.2.0 h1:P3YflyNX/ehuJFLhxviNdFxQPkGK5cDcApsge1SqnvM=
+github.com/golang/protobuf v1.2.0/go.mod h1:6lQm79b+lXiMfvg/cZm0SGofjICqVBUtrP5yJMmIC1U=
+github.com/google/flatbuffers v1.10.0 h1:oRiOciRvbejW4wxTr/DVVAczyQaxsEONq6NyxhDf3bY=
+github.com/google/flatbuffers v1.10.0/go.mod h1:1AeVuKshWv4vARoZatz6mlQ0JxURH0Kv5+zNeJKJCa8=
+github.com/kisielk/errcheck v1.1.0/go.mod h1:EZBBE59ingxPouuu3KfxchcWSUPOHkagtvWXihfKN4Q=
+github.com/kisielk/gotool v1.0.0/go.mod h1:XhKaO+MFFWcvkIS/tQcRk01m1F5IRFswLeQ+oQHNcck=
+github.com/kljensen/snowball v0.6.0 h1:6DZLCcZeL0cLfodx+Md4/OLC6b/bfurWUOUGs1ydfOU=
+github.com/kljensen/snowball v0.6.0/go.mod h1:27N7E8fVU5H68RlUmnWwZCfxgt4POBJfENGMvNRhldw=
+github.com/leesper/go_rng v0.0.0-20171009123644-5344a9259b21 h1:O75p5GUdUfhJqNCMM1ntthjtJCOHVa1lzMSfh5Qsa0Y=
+github.com/leesper/go_rng v0.0.0-20171009123644-5344a9259b21/go.mod h1:N0SVk0uhy+E1PZ3C9ctsPRlvOPAFPkCNlcPBDkt0N3U=
+github.com/mattn/go-colorable v0.1.1 h1:G1f5SKeVxmagw/IyvzvtZE4Gybcc4Tr1tf7I8z0XgOg=
+github.com/mattn/go-colorable v0.1.1/go.mod h1:FuOcm+DKB9mbwrcAfNl7/TZVBZ6rcnceauSikq3lYCQ=
+github.com/mattn/go-isatty v0.0.5/go.mod h1:Iq45c/XA43vh69/j3iqttzPXn0bhXyGjM0Hdxcsrc5s=
+github.com/mattn/go-isatty v0.0.6 h1:SrwhHcpV4nWrMGdNcC2kXpMfcBVYGDuTArqyhocJgvA=
+github.com/mattn/go-isatty v0.0.6/go.mod h1:Iq45c/XA43vh69/j3iqttzPXn0bhXyGjM0Hdxcsrc5s=
+github.com/pkg/browser v0.0.0-20180916011732-0a3d74bf9ce4 h1:49lOXmGaUpV9Fz3gd7TFZY106KVlPVa5jcYD1gaQf98=
+github.com/pkg/browser v0.0.0-20180916011732-0a3d74bf9ce4/go.mod h1:4OwLy04Bl9Ef3GJJCoec+30X3LQs/0/m4HFRt/2LUSA=
+github.com/pkg/errors v0.8.1 h1:iURUrRGxPUNPdy5/HRSm+Yj6okJ6UtLINN0Q9M4+h3I=
+github.com/pkg/errors v0.8.1/go.mod h1:bwawxfHBFNV+L2hUp1rHADufV3IMtnDRdf1r5NINEl0=
+github.com/pmezard/go-difflib v1.0.0 h1:4DBwDE0NGyQoBHbLQYPwSUPoCMWR5BEzIk/f1lZbAQM=
+github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
+github.com/stretchr/objx v0.1.0/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME=
+github.com/stretchr/testify v1.3.0 h1:TivCn/peBQ7UY8ooIcPgZFpTNSz0Q2U6UrFlUfqbe0Q=
+github.com/stretchr/testify v1.3.0/go.mod h1:M5WIy9Dh21IEIfnGCwXGc5bZfKNJtfHm1UVUgZn+9EI=
+github.com/xtgo/set v1.0.0 h1:6BCNBRv3ORNDQ7fyoJXRv+tstJz3m1JVFQErfeZz2pY=
+github.com/xtgo/set v1.0.0/go.mod h1:d3NHzGzSa0NmB2NhFyECA+QdRp29oEn2xbT+TpeFoM8=
+golang.org/x/exp v0.0.0-20190125153040-c74c464bbbf2/go.mod h1:CJ0aWSM057203Lf6IL+f9T1iT9GByDxfZKAQTCR3kQA=
+golang.org/x/exp v0.0.0-20190221220918-438050ddec5e/go.mod h1:CJ0aWSM057203Lf6IL+f9T1iT9GByDxfZKAQTCR3kQA=
+golang.org/x/sync v0.0.0-20181221193216-37e7f081c4d4/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
+golang.org/x/sys v0.0.0-20190222072716-a9d3bda3a223/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
+golang.org/x/sys v0.0.0-20190225065934-cc5685c2db12/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
+golang.org/x/text v0.3.0 h1:g61tztE5qeGQ89tm6NTjjM9VPIm088od1l6aSorWRWg=
+golang.org/x/text v0.3.0/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
+golang.org/x/tools v0.0.0-20180221164845-07fd8470d635/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
+golang.org/x/tools v0.0.0-20190206041539-40960b6deb8e/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
+gonum.org/v1/gonum v0.0.0-20190221132855-8ea67971a689 h1:C+7Si2b5qgXShERPqwtDu36i1o1yf1VM93A3GZIe9Fk=
+gonum.org/v1/gonum v0.0.0-20190221132855-8ea67971a689/go.mod h1:jevfED4GnIEnJrWW55YmY9DMhajHcnkqVnEXmEtMyNI=
+gonum.org/v1/netlib v0.0.0-20190221094214-0632e2ebbd2d/go.mod h1:wa6Ws7BG/ESfp6dHfk7C6KdzKA7wR7u/rKwOGE66zvw=
+gorgonia.org/cu v0.9.0-beta/go.mod h1:RPEPIfaxxqUmeRe7T1T8a0NER+KxBI2McoLEXhP1Vd8=
+gorgonia.org/dawson v1.1.0 h1:o7+eJ3SKi9sheH19lpOat//tDbg0Y+M9iY/lH79VHqY=
+gorgonia.org/dawson v1.1.0/go.mod h1:Px1mcziba8YUBIDsbzGwbKJ11uIblv/zkln4jNrZ9Ws=
+gorgonia.org/gorgonia v0.9.1 h1:6blWHSDHCplQHem+pvo9dZvtsQp7l3ZiVqXk26frn9M=
+gorgonia.org/gorgonia v0.9.1/go.mod h1:qucT7YHm/2OuSHWEw/6Je/LQ5htRJNQJ1+qpB58fY8c=
+gorgonia.org/tensor v0.9.0-beta h1:16QQufB1vbJxVbIOaB5TwkerdlBWtw+AAnZHUZ531ZE=
+gorgonia.org/tensor v0.9.0-beta/go.mod h1:05Y4laKuVlj4qFoZIZW1q/9n1jZkgDBOLmKXZdBLG1w=
+gorgonia.org/vecf32 v0.7.0 h1:mkpVzSyT7/Cput5/ZxaMzzp2xbmOtqOyJlTf7AdSMe0=
+gorgonia.org/vecf32 v0.7.0/go.mod h1:iHG+kvTMqGYA0SgahfO2k62WRnxmHsqAREGbayRDzy8=
+gorgonia.org/vecf64 v0.7.0 h1:ZphOGJfnWlFfY7x8WAJAfO64IAtYqPPq9TEGem+ItZE=
+gorgonia.org/vecf64 v0.7.0/go.mod h1:1y4pmcSd+wh3phG+InwWQjYrqwyrtN9h27WLFVQfV1Q=