mirror of
https://github.com/c9s/bbgo.git
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optimizeex: hyperparameter optimization tool
Currently support the following search algorithms: - Tree-structured Parzen Estimators (tpe, default) - Covariance Matrix Adaptation Evolution Strategy (cmaes) - Quasi-monte carlo sampling based on Sobol sequence (sobol) - random search (random) And the following objective function: - profit - volume - equity
This commit is contained in:
Raphanus Lo
parent
ae6c6c90a7
commit
67f8b1c32c
45
config/optimizer-hyperparam-search.yaml
Normal file
45
config/optimizer-hyperparam-search.yaml
Normal file
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@ -0,0 +1,45 @@
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# usage:
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#
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# go run ./cmd/bbgo optimizeex --config bollmaker_ethusdt.yaml --optimizer-config optimizer-hyperparam-search.yaml
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#
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---
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# The search algorithm. Supports the following algorithms:
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# - tpe: (default) Tree-structured Parzen Estimators
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# - cmaes: Covariance Matrix Adaptation Evolution Strategy
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# - sobol: Quasi-monte carlo sampling based on Sobol sequence
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# - random: random search
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# Reference: https://c-bata.medium.com/practical-bayesian-optimization-in-go-using-goptuna-edf97195fcb5
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algorithm: tpe
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# The objective function to be maximized. Possible options are:
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# - profit: by trading profit
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# - volume: by trading volume
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# - equity: by equity difference
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objectiveBy: equity
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# Maximum number of search evaluations.
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maxEvaluation: 1000
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executor:
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type: local
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local:
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maxNumberOfProcesses: 10
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matrix:
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- type: string # alias: iterate
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path: '/exchangeStrategies/0/bollmaker/interval'
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values: ["1m", "5m"]
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- type: rangeInt
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label: window
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path: '/exchangeStrategies/0/bollmaker/defaultBollinger/window'
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min: 12
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max: 240
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- type: rangeFloat # alias: range
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path: '/exchangeStrategies/0/bollmaker/spread'
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min: 0.001
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max: 0.002
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- type: bool
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path: '/exchangeStrategies/0/bollmaker/buyBelowNeutralSMA'
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4
go.mod
4
go.mod
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@ -8,6 +8,7 @@ require (
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github.com/DATA-DOG/go-sqlmock v1.5.0
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github.com/Masterminds/squirrel v1.5.3
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github.com/adshao/go-binance/v2 v2.3.5
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github.com/c-bata/goptuna v0.8.1
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github.com/c9s/requestgen v1.3.0
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github.com/c9s/rockhopper v1.2.2-0.20220617053729-ffdc87df194b
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github.com/cheggaaa/pb/v3 v3.0.8
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@ -48,8 +49,9 @@ require (
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github.com/x-cray/logrus-prefixed-formatter v0.5.2
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github.com/zserge/lorca v0.1.9
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go.uber.org/multierr v1.7.0
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golang.org/x/sync v0.0.0-20210220032951-036812b2e83c
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golang.org/x/time v0.0.0-20201208040808-7e3f01d25324
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gonum.org/v1/gonum v0.8.1
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gonum.org/v1/gonum v0.8.2
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google.golang.org/grpc v1.45.0
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google.golang.org/protobuf v1.28.0
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gopkg.in/tucnak/telebot.v2 v2.5.0
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170
go.sum
170
go.sum
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@ -43,6 +43,7 @@ github.com/DATA-DOG/go-sqlmock v1.5.0/go.mod h1:f/Ixk793poVmq4qj/V1dPUg2JEAKC73Q
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github.com/Masterminds/squirrel v1.5.3 h1:YPpoceAcxuzIljlr5iWpNKaql7hLeG1KLSrhvdHpkZc=
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github.com/Masterminds/squirrel v1.5.3/go.mod h1:NNaOrjSoIDfDA40n7sr2tPNZRfjzjA400rg+riTZj10=
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github.com/OneOfOne/xxhash v1.2.2/go.mod h1:HSdplMjZKSmBqAxg5vPj2TmRDmfkzw+cTzAElWljhcU=
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github.com/PuerkitoBio/goquery v1.5.1/go.mod h1:GsLWisAFVj4WgDibEWF4pvYnkVQBpKBKeU+7zCJoLcc=
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github.com/VividCortex/ewma v1.1.1 h1:MnEK4VOv6n0RSY4vtRe3h11qjxL3+t0B8yOL8iMXdcM=
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github.com/VividCortex/ewma v1.1.1/go.mod h1:2Tkkvm3sRDVXaiyucHiACn4cqf7DpdyLvmxzcbUokwA=
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github.com/adshao/go-binance/v2 v2.3.5 h1:WVYZecm0w8l14YoWlnKZj6xxZT2AKMTHpMQSqIX1xxA=
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@ -53,10 +54,14 @@ github.com/alecthomas/template v0.0.0-20190718012654-fb15b899a751/go.mod h1:LOuy
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github.com/alecthomas/units v0.0.0-20151022065526-2efee857e7cf/go.mod h1:ybxpYRFXyAe+OPACYpWeL0wqObRcbAqCMya13uyzqw0=
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github.com/alecthomas/units v0.0.0-20190717042225-c3de453c63f4/go.mod h1:ybxpYRFXyAe+OPACYpWeL0wqObRcbAqCMya13uyzqw0=
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github.com/alecthomas/units v0.0.0-20190924025748-f65c72e2690d/go.mod h1:rBZYJk541a8SKzHPHnH3zbiI+7dagKZ0cgpgrD7Fyho=
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github.com/andybalholm/cascadia v1.1.0/go.mod h1:GsXiBklL0woXo1j/WYWtSYYC4ouU9PqHO0sqidkEA4Y=
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github.com/antihax/optional v1.0.0/go.mod h1:uupD/76wgC+ih3iEmQUL+0Ugr19nfwCT1kdvxnR2qWY=
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github.com/apache/arrow/go/arrow v0.0.0-20201229220542-30ce2eb5d4dc/go.mod h1:c9sxoIT3YgLxH4UhLOCKaBlEojuMhVYpk4Ntv3opUTQ=
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github.com/armon/circbuf v0.0.0-20150827004946-bbbad097214e/go.mod h1:3U/XgcO3hCbHZ8TKRvWD2dDTCfh9M9ya+I9JpbB7O8o=
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github.com/armon/go-metrics v0.0.0-20180917152333-f0300d1749da/go.mod h1:Q73ZrmVTwzkszR9V5SSuryQ31EELlFMUz1kKyl939pY=
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github.com/armon/go-radix v0.0.0-20180808171621-7fddfc383310/go.mod h1:ufUuZ+zHj4x4TnLV4JWEpy2hxWSpsRywHrMgIH9cCH8=
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github.com/awalterschulze/gographviz v0.0.0-20190221210632-1e9ccb565bca/go.mod h1:GEV5wmg4YquNw7v1kkyoX9etIk8yVmXj+AkDHuuETHs=
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github.com/awalterschulze/gographviz v2.0.3+incompatible/go.mod h1:GEV5wmg4YquNw7v1kkyoX9etIk8yVmXj+AkDHuuETHs=
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github.com/beorn7/perks v0.0.0-20180321164747-3a771d992973/go.mod h1:Dwedo/Wpr24TaqPxmxbtue+5NUziq4I4S80YR8gNf3Q=
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github.com/beorn7/perks v1.0.0/go.mod h1:KWe93zE9D1o94FZ5RNwFwVgaQK1VOXiVxmqh+CedLV8=
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github.com/beorn7/perks v1.0.1 h1:VlbKKnNfV8bJzeqoa4cOKqO6bYr3WgKZxO8Z16+hsOM=
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@ -69,6 +74,8 @@ github.com/bmizerany/assert v0.0.0-20160611221934-b7ed37b82869 h1:DDGfHa7BWjL4Yn
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github.com/bmizerany/assert v0.0.0-20160611221934-b7ed37b82869/go.mod h1:Ekp36dRnpXw/yCqJaO+ZrUyxD+3VXMFFr56k5XYrpB4=
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github.com/boombuler/barcode v1.0.1-0.20190219062509-6c824513bacc h1:biVzkmvwrH8WK8raXaxBx6fRVTlJILwEwQGL1I/ByEI=
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github.com/boombuler/barcode v1.0.1-0.20190219062509-6c824513bacc/go.mod h1:paBWMcWSl3LHKBqUq+rly7CNSldXjb2rDl3JlRe0mD8=
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github.com/c-bata/goptuna v0.8.1 h1:25+n1MLv0yvCsD56xv4nqIus3oLHL9GuPAZDLIqmX1U=
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github.com/c-bata/goptuna v0.8.1/go.mod h1:knmS8+Iyq5PPy1YUeIEq0pMFR4Y6x7z/CySc9HlZTCY=
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github.com/c9s/requestgen v1.3.0 h1:3cTHvWIlrc37nGEdJLIO07XaVidDeOwcew06csBz++U=
|
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github.com/c9s/requestgen v1.3.0/go.mod h1:5n9FU3hr5307IiXAmbMiZbHYaPiys1u9jCWYexZr9qA=
|
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github.com/c9s/rockhopper v1.2.2-0.20220617053729-ffdc87df194b h1:wT8c03PHLv7+nZUIGqxAzRvIfYHNxMCNVWwvdGkOXTs=
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@ -81,10 +88,14 @@ github.com/cespare/xxhash/v2 v2.1.2 h1:YRXhKfTDauu4ajMg1TPgFO5jnlC2HCbmLXMcTG5cb
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github.com/cespare/xxhash/v2 v2.1.2/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
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github.com/cheggaaa/pb/v3 v3.0.8 h1:bC8oemdChbke2FHIIGy9mn4DPJ2caZYQnfbRqwmdCoA=
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github.com/cheggaaa/pb/v3 v3.0.8/go.mod h1:UICbiLec/XO6Hw6k+BHEtHeQFzzBH4i2/qk/ow1EJTA=
|
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github.com/chewxy/hm v1.0.0/go.mod h1:qg9YI4q6Fkj/whwHR1D+bOGeF7SniIP40VweVepLjg0=
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github.com/chewxy/math32 v1.0.0/go.mod h1:Miac6hA1ohdDUTagnvJy/q+aNnEk16qWUdb8ZVhvCN0=
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github.com/chewxy/math32 v1.0.6/go.mod h1:dOB2rcuFrCn6UHrze36WSLVPKtzPMRAQvBvUwkSsLqs=
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github.com/chzyer/logex v1.1.10/go.mod h1:+Ywpsq7O8HXn0nuIou7OrIPyXbp3wmkHB+jjWRnGsAI=
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github.com/chzyer/readline v0.0.0-20180603132655-2972be24d48e/go.mod h1:nSuG5e5PlCu98SY8svDHJxuZscDgtXS6KTTbou5AhLI=
|
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github.com/chzyer/test v0.0.0-20180213035817-a1ea475d72b1/go.mod h1:Q3SI9o4m/ZMnBNeIyt5eFwwo7qiLfzFZmjNmxjkiQlU=
|
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github.com/client9/misspell v0.3.4/go.mod h1:qj6jICC3Q7zFZvVWo7KLAzC3yx5G7kyvSDkc90ppPyw=
|
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github.com/cloudflare/cfssl v0.0.0-20190808011637-b1ec8c586c2a/go.mod h1:yMWuSON2oQp+43nFtAV/uvKQIFpSPerB57DCt9t8sSA=
|
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github.com/cncf/udpa/go v0.0.0-20191209042840-269d4d468f6f/go.mod h1:M8M6+tZqaGXZJjfX53e64911xZQV5JYwmTeXPW+k8Sc=
|
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github.com/cncf/udpa/go v0.0.0-20201120205902-5459f2c99403/go.mod h1:WmhPx2Nbnhtbo57+VJT5O0JRkEi1Wbu0z5j0R8u5Hbk=
|
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github.com/cncf/udpa/go v0.0.0-20210930031921-04548b0d99d4/go.mod h1:6pvJx4me5XPnfI9Z40ddWsdw2W/uZgQLFXToKeRcDiI=
|
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|
|
@ -99,12 +110,20 @@ github.com/coreos/bbolt v1.3.2/go.mod h1:iRUV2dpdMOn7Bo10OQBFzIJO9kkE559Wcmn+qkE
|
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github.com/coreos/etcd v3.3.13+incompatible/go.mod h1:uF7uidLiAD3TWHmW31ZFd/JWoc32PjwdhPthX9715RE=
|
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github.com/coreos/go-semver v0.3.0/go.mod h1:nnelYz7RCh+5ahJtPPxZlU+153eP4D4r3EedlOD2RNk=
|
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github.com/coreos/go-systemd v0.0.0-20190321100706-95778dfbb74e/go.mod h1:F5haX7vjVVG0kc13fIWeqUViNPyEJxv/OmvnBo0Yme4=
|
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github.com/coreos/go-systemd v0.0.0-20190719114852-fd7a80b32e1f/go.mod h1:F5haX7vjVVG0kc13fIWeqUViNPyEJxv/OmvnBo0Yme4=
|
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github.com/coreos/pkg v0.0.0-20180928190104-399ea9e2e55f/go.mod h1:E3G3o1h8I7cfcXa63jLwjI0eiQQMgzzUDFVpN/nH/eA=
|
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github.com/cpuguy83/go-md2man/v2 v2.0.0 h1:EoUDS0afbrsXAZ9YQ9jdu/mZ2sXgT1/2yyNng4PGlyM=
|
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github.com/cpuguy83/go-md2man/v2 v2.0.0/go.mod h1:maD7wRr/U5Z6m/iR4s+kqSMx2CaBsrgA7czyZG/E6dU=
|
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github.com/creack/pty v1.1.7/go.mod h1:lj5s0c3V2DBrqTV7llrYr5NG6My20zk30Fl46Y7DoTY=
|
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github.com/cznic/cc v0.0.0-20181122101902-d673e9b70d4d/go.mod h1:m3fD/V+XTB35Kh9zw6dzjMY+We0Q7PMf6LLIC4vuG9k=
|
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github.com/cznic/golex v0.0.0-20181122101858-9c343928389c/go.mod h1:+bmmJDNmKlhWNG+gwWCkaBoTy39Fs+bzRxVBzoTQbIc=
|
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github.com/cznic/mathutil v0.0.0-20181122101859-297441e03548/go.mod h1:e6NPNENfs9mPDVNRekM7lKScauxd5kXTr1Mfyig6TDM=
|
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github.com/cznic/strutil v0.0.0-20181122101858-275e90344537/go.mod h1:AHHPPPXTw0h6pVabbcbyGRK1DckRn7r/STdZEeIDzZc=
|
||||
github.com/cznic/xc v0.0.0-20181122101856-45b06973881e/go.mod h1:3oFoiOvCDBYH+swwf5+k/woVmWy7h1Fcyu8Qig/jjX0=
|
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github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
|
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github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
|
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github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
|
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github.com/denisenkom/go-mssqldb v0.0.0-20191124224453-732737034ffd/go.mod h1:xbL0rPBG9cCiLr28tMa8zpbdarY27NDyej4t/EjAShU=
|
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github.com/denisenkom/go-mssqldb v0.9.0/go.mod h1:xbL0rPBG9cCiLr28tMa8zpbdarY27NDyej4t/EjAShU=
|
||||
github.com/denisenkom/go-mssqldb v0.12.2 h1:1OcPn5GBIobjWNd+8yjfHNIaFX14B1pWI3F9HZy5KXw=
|
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github.com/denisenkom/go-mssqldb v0.12.2/go.mod h1:lnIw1mZukFRZDJYQ0Pb833QS2IaC3l5HkEfra2LJ+sk=
|
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|
|
@ -119,6 +138,7 @@ github.com/envoyproxy/go-control-plane v0.9.4/go.mod h1:6rpuAdCZL397s3pYoYcLgu1m
|
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github.com/envoyproxy/go-control-plane v0.9.9-0.20201210154907-fd9021fe5dad/go.mod h1:cXg6YxExXjJnVBQHBLXeUAgxn2UodCpnH306RInaBQk=
|
||||
github.com/envoyproxy/go-control-plane v0.9.10-0.20210907150352-cf90f659a021/go.mod h1:AFq3mo9L8Lqqiid3OhADV3RfLJnjiw63cSpi+fDTRC0=
|
||||
github.com/envoyproxy/protoc-gen-validate v0.1.0/go.mod h1:iSmxcyjqTsJpI2R4NaDN7+kN2VEUnK/pcBlmesArF7c=
|
||||
github.com/erikstmartin/go-testdb v0.0.0-20160219214506-8d10e4a1bae5/go.mod h1:a2zkGnVExMxdzMo3M0Hi/3sEU+cWnZpSni0O6/Yb/P0=
|
||||
github.com/evanphx/json-patch/v5 v5.6.0 h1:b91NhWfaz02IuVxO9faSllyAtNXHMPkC5J8sJCLunww=
|
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github.com/evanphx/json-patch/v5 v5.6.0/go.mod h1:G79N1coSVB93tBe7j6PhzjmR3/2VvlbKOFpnXhI9Bw4=
|
||||
github.com/fastly/go-utils v0.0.0-20180712184237-d95a45783239 h1:Ghm4eQYC0nEPnSJdVkTrXpu9KtoVCSo1hg7mtI7G9KU=
|
||||
|
|
@ -147,6 +167,7 @@ github.com/gin-gonic/gin v1.7.0/go.mod h1:jD2toBW3GZUr5UMcdrwQA10I7RuaFOl/SGeDjX
|
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github.com/go-gl/glfw v0.0.0-20190409004039-e6da0acd62b1/go.mod h1:vR7hzQXu2zJy9AVAgeJqvqgH9Q5CA+iKCZ2gyEVpxRU=
|
||||
github.com/go-gl/glfw/v3.3/glfw v0.0.0-20191125211704-12ad95a8df72/go.mod h1:tQ2UAYgL5IevRw8kRxooKSPJfGvJ9fJQFa0TUsXzTg8=
|
||||
github.com/go-gl/glfw/v3.3/glfw v0.0.0-20200222043503-6f7a984d4dc4/go.mod h1:tQ2UAYgL5IevRw8kRxooKSPJfGvJ9fJQFa0TUsXzTg8=
|
||||
github.com/go-gota/gota v0.10.1/go.mod h1:NZLQccXn0rABmkXjsaugRY6l+UH2dDZSgIgF8E2ipmA=
|
||||
github.com/go-kit/kit v0.8.0/go.mod h1:xBxKIO96dXMWWy0MnWVtmwkA9/13aqxPnvrjFYMA2as=
|
||||
github.com/go-kit/kit v0.9.0/go.mod h1:xBxKIO96dXMWWy0MnWVtmwkA9/13aqxPnvrjFYMA2as=
|
||||
github.com/go-kit/log v0.1.0/go.mod h1:zbhenjAZHb184qTLMA9ZjW7ThYL0H2mk7Q6pNt4vbaY=
|
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|
|
@ -175,8 +196,10 @@ github.com/go-test/deep v1.0.6 h1:UHSEyLZUwX9Qoi99vVwvewiMC8mM2bf7XEM2nqvzEn8=
|
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github.com/go-test/deep v1.0.6/go.mod h1:QV8Hv/iy04NyLBxAdO9njL0iVPN1S4d/A3NVv1V36o8=
|
||||
github.com/gofrs/flock v0.8.1 h1:+gYjHKf32LDeiEEFhQaotPbLuUXjY5ZqxKgXy7n59aw=
|
||||
github.com/gofrs/flock v0.8.1/go.mod h1:F1TvTiK9OcQqauNUHlbJvyl9Qa1QvF/gOUDKA14jxHU=
|
||||
github.com/gofrs/uuid v3.2.0+incompatible/go.mod h1:b2aQJv3Z4Fp6yNu3cdSllBxTCLRxnplIgP/c0N/04lM=
|
||||
github.com/gogo/protobuf v1.1.1/go.mod h1:r8qH/GZQm5c6nD/R0oafs1akxWv10x8SbQlK7atdtwQ=
|
||||
github.com/gogo/protobuf v1.2.1/go.mod h1:hp+jE20tsWTFYpLwKvXlhS1hjn+gTNwPg2I6zVXpSg4=
|
||||
github.com/gogo/protobuf v1.3.1/go.mod h1:SlYgWuQ5SjCEi6WLHjHCa1yvBfUnHcTbrrZtXPKa29o=
|
||||
github.com/golang-sql/civil v0.0.0-20190719163853-cb61b32ac6fe/go.mod h1:8vg3r2VgvsThLBIFL93Qb5yWzgyZWhEmBwUJWevAkK0=
|
||||
github.com/golang-sql/civil v0.0.0-20220223132316-b832511892a9 h1:au07oEsX2xN0ktxqI+Sida1w446QrXBRJ0nee3SNZlA=
|
||||
github.com/golang-sql/civil v0.0.0-20220223132316-b832511892a9/go.mod h1:8vg3r2VgvsThLBIFL93Qb5yWzgyZWhEmBwUJWevAkK0=
|
||||
|
|
@ -200,6 +223,7 @@ github.com/golang/mock v1.4.4/go.mod h1:l3mdAwkq5BuhzHwde/uurv3sEJeZMXNpwsxVWU71
|
|||
github.com/golang/mock v1.6.0 h1:ErTB+efbowRARo13NNdxyJji2egdxLGQhRaY+DUumQc=
|
||||
github.com/golang/mock v1.6.0/go.mod h1:p6yTPP+5HYm5mzsMV8JkE6ZKdX+/wYM6Hr+LicevLPs=
|
||||
github.com/golang/protobuf v1.2.0/go.mod h1:6lQm79b+lXiMfvg/cZm0SGofjICqVBUtrP5yJMmIC1U=
|
||||
github.com/golang/protobuf v1.3.0/go.mod h1:Qd/q+1AKNOZr9uGQzbzCmRO6sUih6GTPZv6a1/R87v0=
|
||||
github.com/golang/protobuf v1.3.1/go.mod h1:6lQm79b+lXiMfvg/cZm0SGofjICqVBUtrP5yJMmIC1U=
|
||||
github.com/golang/protobuf v1.3.2/go.mod h1:6lQm79b+lXiMfvg/cZm0SGofjICqVBUtrP5yJMmIC1U=
|
||||
github.com/golang/protobuf v1.3.3/go.mod h1:vzj43D7+SQXF/4pzW/hwtAqwc6iTitCiVSaWz5lYuqw=
|
||||
|
|
@ -216,8 +240,12 @@ github.com/golang/protobuf v1.4.3/go.mod h1:oDoupMAO8OvCJWAcko0GGGIgR6R6ocIYbsSw
|
|||
github.com/golang/protobuf v1.5.0/go.mod h1:FsONVRAS9T7sI+LIUmWTfcYkHO4aIWwzhcaSAoJOfIk=
|
||||
github.com/golang/protobuf v1.5.2 h1:ROPKBNFfQgOUMifHyP+KYbvpjbdoFNs+aK7DXlji0Tw=
|
||||
github.com/golang/protobuf v1.5.2/go.mod h1:XVQd3VNwM+JqD3oG2Ue2ip4fOMUkwXdXDdiuN0vRsmY=
|
||||
github.com/gonum/blas v0.0.0-20181208220705-f22b278b28ac/go.mod h1:P32wAyui1PQ58Oce/KYkOqQv8cVw1zAapXOl+dRFGbc=
|
||||
github.com/google/btree v0.0.0-20180813153112-4030bb1f1f0c/go.mod h1:lNA+9X1NB3Zf8V7Ke586lFgjr2dZNuvo3lPJSGZ5JPQ=
|
||||
github.com/google/btree v1.0.0/go.mod h1:lNA+9X1NB3Zf8V7Ke586lFgjr2dZNuvo3lPJSGZ5JPQ=
|
||||
github.com/google/flatbuffers v1.10.0/go.mod h1:1AeVuKshWv4vARoZatz6mlQ0JxURH0Kv5+zNeJKJCa8=
|
||||
github.com/google/flatbuffers v1.11.0/go.mod h1:1AeVuKshWv4vARoZatz6mlQ0JxURH0Kv5+zNeJKJCa8=
|
||||
github.com/google/flatbuffers v1.12.0/go.mod h1:1AeVuKshWv4vARoZatz6mlQ0JxURH0Kv5+zNeJKJCa8=
|
||||
github.com/google/go-cmp v0.2.0/go.mod h1:oXzfMopK8JAjlY9xF4vHSVASa0yLyX7SntLO5aqRK0M=
|
||||
github.com/google/go-cmp v0.3.0/go.mod h1:8QqcDgzrUqlUb/G2PQTWiueGozuR1884gddMywk6iLU=
|
||||
github.com/google/go-cmp v0.3.1/go.mod h1:8QqcDgzrUqlUb/G2PQTWiueGozuR1884gddMywk6iLU=
|
||||
|
|
@ -241,12 +269,15 @@ github.com/google/pprof v0.0.0-20200708004538-1a94d8640e99/go.mod h1:ZgVRPoUq/hf
|
|||
github.com/google/pprof v0.0.0-20210407192527-94a9f03dee38/go.mod h1:kpwsk12EmLew5upagYY7GY0pfYCcupk39gWOCRROcvE=
|
||||
github.com/google/renameio v0.1.0/go.mod h1:KWCgfxg9yswjAJkECMjeO8J8rahYeXnNhOm40UhjYkI=
|
||||
github.com/google/uuid v1.1.2/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
|
||||
github.com/google/uuid v1.1.5/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
|
||||
github.com/google/uuid v1.3.0 h1:t6JiXgmwXMjEs8VusXIJk2BXHsn+wx8BZdTaoZ5fu7I=
|
||||
github.com/google/uuid v1.3.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
|
||||
github.com/googleapis/gax-go/v2 v2.0.4/go.mod h1:0Wqv26UfaUD9n4G6kQubkQ+KchISgw+vpHVxEJEs9eg=
|
||||
github.com/googleapis/gax-go/v2 v2.0.5/go.mod h1:DWXyrwAJ9X0FpwwEdw+IPEYBICEFu5mhpdKc/us6bOk=
|
||||
github.com/gopherjs/gopherjs v0.0.0-20181017120253-0766667cb4d1 h1:EGx4pi6eqNxGaHF6qqu48+N2wcFQ5qg5FXgOdqsJ5d8=
|
||||
github.com/gopherjs/gopherjs v0.0.0-20181017120253-0766667cb4d1/go.mod h1:wJfORRmW1u3UXTncJ5qlYoELFm8eSnnEO6hX4iZ3EWY=
|
||||
github.com/gorgonia/bindgen v0.0.0-20180812032444-09626750019e/go.mod h1:YzKk63P9jQHkwAo2rXHBv02yPxDzoQT2cBV0x5bGV/8=
|
||||
github.com/gorilla/mux v1.8.0/go.mod h1:DVbg23sWSpFRCP0SfiEN6jmj59UnW/n46BH5rLB71So=
|
||||
github.com/gorilla/websocket v1.4.2/go.mod h1:YR8l580nyteQvAITg2hZ9XVh4b55+EU/adAjf1fMHhE=
|
||||
github.com/gorilla/websocket v1.5.0 h1:PPwGk2jz7EePpoHN/+ClbZu8SPxiqlu12wZP/3sWmnc=
|
||||
github.com/gorilla/websocket v1.5.0/go.mod h1:YR8l580nyteQvAITg2hZ9XVh4b55+EU/adAjf1fMHhE=
|
||||
|
|
@ -280,9 +311,54 @@ github.com/ianlancetaylor/demangle v0.0.0-20181102032728-5e5cf60278f6/go.mod h1:
|
|||
github.com/ianlancetaylor/demangle v0.0.0-20200824232613-28f6c0f3b639/go.mod h1:aSSvb/t6k1mPoxDqO4vJh6VOCGPwU4O0C2/Eqndh1Sc=
|
||||
github.com/inconshreveable/mousetrap v1.0.0 h1:Z8tu5sraLXCXIcARxBp/8cbvlwVa7Z1NHg9XEKhtSvM=
|
||||
github.com/inconshreveable/mousetrap v1.0.0/go.mod h1:PxqpIevigyE2G7u3NXJIT2ANytuPF1OarO4DADm73n8=
|
||||
github.com/jackc/chunkreader v1.0.0/go.mod h1:RT6O25fNZIuasFJRyZ4R/Y2BbhasbmZXF9QQ7T3kePo=
|
||||
github.com/jackc/chunkreader/v2 v2.0.0/go.mod h1:odVSm741yZoC3dpHEUXIqA9tQRhFrgOHwnPIn9lDKlk=
|
||||
github.com/jackc/chunkreader/v2 v2.0.1/go.mod h1:odVSm741yZoC3dpHEUXIqA9tQRhFrgOHwnPIn9lDKlk=
|
||||
github.com/jackc/pgconn v0.0.0-20190420214824-7e0022ef6ba3/go.mod h1:jkELnwuX+w9qN5YIfX0fl88Ehu4XC3keFuOJJk9pcnA=
|
||||
github.com/jackc/pgconn v0.0.0-20190824142844-760dd75542eb/go.mod h1:lLjNuW/+OfW9/pnVKPazfWOgNfH2aPem8YQ7ilXGvJE=
|
||||
github.com/jackc/pgconn v0.0.0-20190831204454-2fabfa3c18b7/go.mod h1:ZJKsE/KZfsUgOEh9hBm+xYTstcNHg7UPMVJqRfQxq4s=
|
||||
github.com/jackc/pgconn v1.4.0/go.mod h1:Y2O3ZDF0q4mMacyWV3AstPJpeHXWGEetiFttmq5lahk=
|
||||
github.com/jackc/pgconn v1.5.0/go.mod h1:QeD3lBfpTFe8WUnPZWN5KY/mB8FGMIYRdd8P8Jr0fAI=
|
||||
github.com/jackc/pgconn v1.5.1-0.20200601181101-fa742c524853/go.mod h1:QeD3lBfpTFe8WUnPZWN5KY/mB8FGMIYRdd8P8Jr0fAI=
|
||||
github.com/jackc/pgconn v1.8.0/go.mod h1:1C2Pb36bGIP9QHGBYCjnyhqu7Rv3sGshaQUvmfGIB/o=
|
||||
github.com/jackc/pgio v1.0.0/go.mod h1:oP+2QK2wFfUWgr+gxjoBH9KGBb31Eio69xUb0w5bYf8=
|
||||
github.com/jackc/pgmock v0.0.0-20190831213851-13a1b77aafa2/go.mod h1:fGZlG77KXmcq05nJLRkk0+p82V8B8Dw8KN2/V9c/OAE=
|
||||
github.com/jackc/pgpassfile v1.0.0/go.mod h1:CEx0iS5ambNFdcRtxPj5JhEz+xB6uRky5eyVu/W2HEg=
|
||||
github.com/jackc/pgproto3 v1.1.0/go.mod h1:eR5FA3leWg7p9aeAqi37XOTgTIbkABlvcPB3E5rlc78=
|
||||
github.com/jackc/pgproto3/v2 v2.0.0-alpha1.0.20190420180111-c116219b62db/go.mod h1:bhq50y+xrl9n5mRYyCBFKkpRVTLYJVWeCc+mEAI3yXA=
|
||||
github.com/jackc/pgproto3/v2 v2.0.0-alpha1.0.20190609003834-432c2951c711/go.mod h1:uH0AWtUmuShn0bcesswc4aBTWGvw0cAxIJp+6OB//Wg=
|
||||
github.com/jackc/pgproto3/v2 v2.0.0-rc3/go.mod h1:ryONWYqW6dqSg1Lw6vXNMXoBJhpzvWKnT95C46ckYeM=
|
||||
github.com/jackc/pgproto3/v2 v2.0.0-rc3.0.20190831210041-4c03ce451f29/go.mod h1:ryONWYqW6dqSg1Lw6vXNMXoBJhpzvWKnT95C46ckYeM=
|
||||
github.com/jackc/pgproto3/v2 v2.0.1/go.mod h1:WfJCnwN3HIg9Ish/j3sgWXnAfK8A9Y0bwXYU5xKaEdA=
|
||||
github.com/jackc/pgproto3/v2 v2.0.6/go.mod h1:WfJCnwN3HIg9Ish/j3sgWXnAfK8A9Y0bwXYU5xKaEdA=
|
||||
github.com/jackc/pgservicefile v0.0.0-20200307190119-3430c5407db8/go.mod h1:vsD4gTJCa9TptPL8sPkXrLZ+hDuNrZCnj29CQpr4X1E=
|
||||
github.com/jackc/pgservicefile v0.0.0-20200714003250-2b9c44734f2b/go.mod h1:vsD4gTJCa9TptPL8sPkXrLZ+hDuNrZCnj29CQpr4X1E=
|
||||
github.com/jackc/pgtype v0.0.0-20190421001408-4ed0de4755e0/go.mod h1:hdSHsc1V01CGwFsrv11mJRHWJ6aifDLfdV3aVjFF0zg=
|
||||
github.com/jackc/pgtype v0.0.0-20190824184912-ab885b375b90/go.mod h1:KcahbBH1nCMSo2DXpzsoWOAfFkdEtEJpPbVLq8eE+mc=
|
||||
github.com/jackc/pgtype v0.0.0-20190828014616-a8802b16cc59/go.mod h1:MWlu30kVJrUS8lot6TQqcg7mtthZ9T0EoIBFiJcmcyw=
|
||||
github.com/jackc/pgtype v1.2.0/go.mod h1:5m2OfMh1wTK7x+Fk952IDmI4nw3nPrvtQdM0ZT4WpC0=
|
||||
github.com/jackc/pgtype v1.3.1-0.20200510190516-8cd94a14c75a/go.mod h1:vaogEUkALtxZMCH411K+tKzNpwzCKU+AnPzBKZ+I+Po=
|
||||
github.com/jackc/pgtype v1.3.1-0.20200606141011-f6355165a91c/go.mod h1:cvk9Bgu/VzJ9/lxTO5R5sf80p0DiucVtN7ZxvaC4GmQ=
|
||||
github.com/jackc/pgtype v1.6.2/go.mod h1:JCULISAZBFGrHaOXIIFiyfzW5VY0GRitRr8NeJsrdig=
|
||||
github.com/jackc/pgx/v4 v4.0.0-20190420224344-cc3461e65d96/go.mod h1:mdxmSJJuR08CZQyj1PVQBHy9XOp5p8/SHH6a0psbY9Y=
|
||||
github.com/jackc/pgx/v4 v4.0.0-20190421002000-1b8f0016e912/go.mod h1:no/Y67Jkk/9WuGR0JG/JseM9irFbnEPbuWV2EELPNuM=
|
||||
github.com/jackc/pgx/v4 v4.0.0-pre1.0.20190824185557-6972a5742186/go.mod h1:X+GQnOEnf1dqHGpw7JmHqHc1NxDoalibchSk9/RWuDc=
|
||||
github.com/jackc/pgx/v4 v4.5.0/go.mod h1:EpAKPLdnTorwmPUUsqrPxy5fphV18j9q3wrfRXgo+kA=
|
||||
github.com/jackc/pgx/v4 v4.6.1-0.20200510190926-94ba730bb1e9/go.mod h1:t3/cdRQl6fOLDxqtlyhe9UWgfIi9R8+8v8GKV5TRA/o=
|
||||
github.com/jackc/pgx/v4 v4.6.1-0.20200606145419-4e5062306904/go.mod h1:ZDaNWkt9sW1JMiNn0kdYBaLelIhw7Pg4qd+Vk6tw7Hg=
|
||||
github.com/jackc/pgx/v4 v4.10.1/go.mod h1:QlrWebbs3kqEZPHCTGyxecvzG6tvIsYu+A5b1raylkA=
|
||||
github.com/jackc/puddle v0.0.0-20190413234325-e4ced69a3a2b/go.mod h1:m4B5Dj62Y0fbyuIc15OsIqK0+JU8nkqQjsgx7dvjSWk=
|
||||
github.com/jackc/puddle v0.0.0-20190608224051-11cab39313c9/go.mod h1:m4B5Dj62Y0fbyuIc15OsIqK0+JU8nkqQjsgx7dvjSWk=
|
||||
github.com/jackc/puddle v1.1.0/go.mod h1:m4B5Dj62Y0fbyuIc15OsIqK0+JU8nkqQjsgx7dvjSWk=
|
||||
github.com/jackc/puddle v1.1.1/go.mod h1:m4B5Dj62Y0fbyuIc15OsIqK0+JU8nkqQjsgx7dvjSWk=
|
||||
github.com/jackc/puddle v1.1.3/go.mod h1:m4B5Dj62Y0fbyuIc15OsIqK0+JU8nkqQjsgx7dvjSWk=
|
||||
github.com/jehiah/go-strftime v0.0.0-20171201141054-1d33003b3869 h1:IPJ3dvxmJ4uczJe5YQdrYB16oTJlGSC/OyZDqUk9xX4=
|
||||
github.com/jehiah/go-strftime v0.0.0-20171201141054-1d33003b3869/go.mod h1:cJ6Cj7dQo+O6GJNiMx+Pa94qKj+TG8ONdKHgMNIyyag=
|
||||
github.com/jessevdk/go-flags v1.4.0/go.mod h1:4FA24M0QyGHXBuZZK/XkWh8h0e1EYbRYJSGM75WSRxI=
|
||||
github.com/jinzhu/gorm v1.9.16/go.mod h1:G3LB3wezTOWM2ITLzPxEXgSkOXAntiLHS7UdBefADcs=
|
||||
github.com/jinzhu/inflection v1.0.0/go.mod h1:h+uFLlag+Qp1Va5pdKtLDYj+kHp5pxUVkryuEj+Srlc=
|
||||
github.com/jinzhu/now v1.0.1/go.mod h1:d3SSVoowX0Lcu0IBviAWJpolVfI5UJVZZ7cO71lE/z8=
|
||||
github.com/jinzhu/now v1.1.1/go.mod h1:d3SSVoowX0Lcu0IBviAWJpolVfI5UJVZZ7cO71lE/z8=
|
||||
github.com/jmoiron/sqlx v1.3.4 h1:wv+0IJZfL5z0uZoUjlpKgHkgaFSYD+r9CfrXjEXsO7w=
|
||||
github.com/jmoiron/sqlx v1.3.4/go.mod h1:2BljVx/86SuTyjE+aPYlHCTNvZrnJXghYGpNiXLBMCQ=
|
||||
github.com/joho/godotenv v1.3.0 h1:Zjp+RcGpHhGlrMbJzXTrZZPrWj+1vfm90La1wgB6Bhc=
|
||||
|
|
@ -304,8 +380,10 @@ github.com/julienschmidt/httprouter v1.2.0/go.mod h1:SYymIcj16QtmaHHD7aYtjjsJG7V
|
|||
github.com/julienschmidt/httprouter v1.3.0/go.mod h1:JR6WtHb+2LUe8TCKY3cZOxFyyO8IZAc4RVcycCCAKdM=
|
||||
github.com/jung-kurt/gofpdf v1.0.3-0.20190309125859-24315acbbda5/go.mod h1:7Id9E/uU8ce6rXgefFLlgrJj/GYY22cpxn+r32jIOes=
|
||||
github.com/kisielk/errcheck v1.1.0/go.mod h1:EZBBE59ingxPouuu3KfxchcWSUPOHkagtvWXihfKN4Q=
|
||||
github.com/kisielk/errcheck v1.2.0/go.mod h1:/BMXB+zMLi60iA8Vv6Ksmxu/1UDYcXs4uQLJ+jE2L00=
|
||||
github.com/kisielk/gotool v1.0.0/go.mod h1:XhKaO+MFFWcvkIS/tQcRk01m1F5IRFswLeQ+oQHNcck=
|
||||
github.com/konsorten/go-windows-terminal-sequences v1.0.1/go.mod h1:T0+1ngSBFLxvqU3pZ+m/2kptfBszLMUkC4ZK/EgS/cQ=
|
||||
github.com/konsorten/go-windows-terminal-sequences v1.0.2/go.mod h1:T0+1ngSBFLxvqU3pZ+m/2kptfBszLMUkC4ZK/EgS/cQ=
|
||||
github.com/konsorten/go-windows-terminal-sequences v1.0.3/go.mod h1:T0+1ngSBFLxvqU3pZ+m/2kptfBszLMUkC4ZK/EgS/cQ=
|
||||
github.com/kr/fs v0.1.0/go.mod h1:FFnZGqtBN9Gxj7eW1uZ42v5BccTP0vu6NEaFoC2HwRg=
|
||||
github.com/kr/logfmt v0.0.0-20140226030751-b84e30acd515/go.mod h1:+0opPa2QZZtGFBFZlji/RkVcI2GknAs/DXo4wKdlNEc=
|
||||
|
|
@ -313,6 +391,7 @@ github.com/kr/pretty v0.1.0/go.mod h1:dAy3ld7l9f0ibDNOQOHHMYYIIbhfbHSm3C4ZsoJORN
|
|||
github.com/kr/pretty v0.2.0 h1:s5hAObm+yFO5uHYt5dYjxi2rXrsnmRpJx4OYvIWUaQs=
|
||||
github.com/kr/pretty v0.2.0/go.mod h1:ipq/a2n7PKx3OHsz4KJII5eveXtPO4qwEXGdVfWzfnI=
|
||||
github.com/kr/pty v1.1.1/go.mod h1:pFQYn66WHrOpPYNljwOMqo10TkYh1fy3cYio2l3bCsQ=
|
||||
github.com/kr/pty v1.1.8/go.mod h1:O1sed60cT9XZ5uDucP5qwvh+TE3NnUj51EiZO/lmSfw=
|
||||
github.com/kr/text v0.1.0 h1:45sCR5RtlFHMR4UwH9sdQ5TC8v0qDQCHnXt+kaKSTVE=
|
||||
github.com/kr/text v0.1.0/go.mod h1:4Jbv+DJW3UT/LiOwJeYQe1efqtUx/iVham/4vfdArNI=
|
||||
github.com/lann/builder v0.0.0-20180802200727-47ae307949d0 h1:SOEGU9fKiNWd/HOJuq6+3iTQz8KNCLtVX6idSoTLdUw=
|
||||
|
|
@ -321,6 +400,8 @@ github.com/lann/ps v0.0.0-20150810152359-62de8c46ede0 h1:P6pPBnrTSX3DEVR4fDembhR
|
|||
github.com/lann/ps v0.0.0-20150810152359-62de8c46ede0/go.mod h1:vmVJ0l/dxyfGW6FmdpVm2joNMFikkuWg0EoCKLGUMNw=
|
||||
github.com/leekchan/accounting v0.0.0-20191218023648-17a4ce5f94d4 h1:KZzDAtJ7ZLm0zSWVhN/zgyB8Ksx5H+P9irwbTcJ9FwI=
|
||||
github.com/leekchan/accounting v0.0.0-20191218023648-17a4ce5f94d4/go.mod h1:3timm6YPhY3YDaGxl0q3eaflX0eoSx3FXn7ckHe4tO0=
|
||||
github.com/leesper/go_rng v0.0.0-20171009123644-5344a9259b21/go.mod h1:N0SVk0uhy+E1PZ3C9ctsPRlvOPAFPkCNlcPBDkt0N3U=
|
||||
github.com/leesper/go_rng v0.0.0-20190531154944-a612b043e353/go.mod h1:N0SVk0uhy+E1PZ3C9ctsPRlvOPAFPkCNlcPBDkt0N3U=
|
||||
github.com/leodido/go-urn v1.1.0/go.mod h1:+cyI34gQWZcE1eQU7NVgKkkzdXDQHr1dBMtdAPozLkw=
|
||||
github.com/leodido/go-urn v1.2.0/go.mod h1:+8+nEpDfqqsY+g338gtMEUOtuK+4dEMhiQEgxpxOKII=
|
||||
github.com/leodido/go-urn v1.2.1 h1:BqpAaACuzVSgi/VLzGZIobT2z4v53pjosyNd9Yv6n/w=
|
||||
|
|
@ -332,7 +413,10 @@ github.com/lestrrat-go/file-rotatelogs v2.2.0+incompatible/go.mod h1:ZQnN8lSECae
|
|||
github.com/lestrrat-go/strftime v1.0.0 h1:wZIfTHGdu7TeGu318uLJwuQvTMt9UpRyS+XV2Rc4wo4=
|
||||
github.com/lestrrat-go/strftime v1.0.0/go.mod h1:E1nN3pCbtMSu1yjSVeyuRFVm/U0xoR76fd03sz+Qz4g=
|
||||
github.com/lib/pq v1.0.0/go.mod h1:5WUZQaWbwv1U+lTReE5YruASi9Al49XbQIvNi/34Woo=
|
||||
github.com/lib/pq v1.1.0/go.mod h1:5WUZQaWbwv1U+lTReE5YruASi9Al49XbQIvNi/34Woo=
|
||||
github.com/lib/pq v1.1.1/go.mod h1:5WUZQaWbwv1U+lTReE5YruASi9Al49XbQIvNi/34Woo=
|
||||
github.com/lib/pq v1.2.0/go.mod h1:5WUZQaWbwv1U+lTReE5YruASi9Al49XbQIvNi/34Woo=
|
||||
github.com/lib/pq v1.3.0/go.mod h1:5WUZQaWbwv1U+lTReE5YruASi9Al49XbQIvNi/34Woo=
|
||||
github.com/lib/pq v1.9.0/go.mod h1:AlVN5x4E4T544tWzH6hKfbfQvm3HdbOxrmggDNAPY9o=
|
||||
github.com/lib/pq v1.10.6 h1:jbk+ZieJ0D7EVGJYpL9QTz7/YW6UHbmdnZWYyK5cdBs=
|
||||
github.com/lib/pq v1.10.6/go.mod h1:AlVN5x4E4T544tWzH6hKfbfQvm3HdbOxrmggDNAPY9o=
|
||||
|
|
@ -341,18 +425,27 @@ github.com/magiconair/properties v1.8.1/go.mod h1:PppfXfuXeibc/6YijjN8zIbojt8czP
|
|||
github.com/magiconair/properties v1.8.4 h1:8KGKTcQQGm0Kv7vEbKFErAoAOFyyacLStRtQSeYtvkY=
|
||||
github.com/magiconair/properties v1.8.4/go.mod h1:y3VJvCyxH9uVvJTWEGAELF3aiYNyPKd5NZ3oSwXrF60=
|
||||
github.com/mattn/go-colorable v0.0.9/go.mod h1:9vuHe8Xs5qXnSaW/c/ABM9alt+Vo+STaOChaDxuIBZU=
|
||||
github.com/mattn/go-colorable v0.1.1/go.mod h1:FuOcm+DKB9mbwrcAfNl7/TZVBZ6rcnceauSikq3lYCQ=
|
||||
github.com/mattn/go-colorable v0.1.2/go.mod h1:U0ppj6V5qS13XJ6of8GYAs25YV2eR4EVcfRqFIhoBtE=
|
||||
github.com/mattn/go-colorable v0.1.6/go.mod h1:u6P/XSegPjTcexA+o6vUJrdnUu04hMope9wVRipJSqc=
|
||||
github.com/mattn/go-colorable v0.1.8/go.mod h1:u6P/XSegPjTcexA+o6vUJrdnUu04hMope9wVRipJSqc=
|
||||
github.com/mattn/go-colorable v0.1.9 h1:sqDoxXbdeALODt0DAeJCVp38ps9ZogZEAXjus69YV3U=
|
||||
github.com/mattn/go-colorable v0.1.9/go.mod h1:u6P/XSegPjTcexA+o6vUJrdnUu04hMope9wVRipJSqc=
|
||||
github.com/mattn/go-isatty v0.0.3/go.mod h1:M+lRXTBqGeGNdLjl/ufCoiOlB5xdOkqRJdNxMWT7Zi4=
|
||||
github.com/mattn/go-isatty v0.0.5/go.mod h1:Iq45c/XA43vh69/j3iqttzPXn0bhXyGjM0Hdxcsrc5s=
|
||||
github.com/mattn/go-isatty v0.0.7/go.mod h1:Iq45c/XA43vh69/j3iqttzPXn0bhXyGjM0Hdxcsrc5s=
|
||||
github.com/mattn/go-isatty v0.0.8/go.mod h1:Iq45c/XA43vh69/j3iqttzPXn0bhXyGjM0Hdxcsrc5s=
|
||||
github.com/mattn/go-isatty v0.0.9/go.mod h1:YNRxwqDuOph6SZLI9vUUz6OYw3QyUt7WiY2yME+cCiQ=
|
||||
github.com/mattn/go-isatty v0.0.12/go.mod h1:cbi8OIDigv2wuxKPP5vlRcQ1OAZbq2CE4Kysco4FUpU=
|
||||
github.com/mattn/go-isatty v0.0.14 h1:yVuAays6BHfxijgZPzw+3Zlu5yQgKGP2/hcQbHb7S9Y=
|
||||
github.com/mattn/go-isatty v0.0.14/go.mod h1:7GGIvUiUoEMVVmxf/4nioHXj79iQHKdU27kJ6hsGG94=
|
||||
github.com/mattn/go-runewidth v0.0.4/go.mod h1:LwmH8dsx7+W8Uxz3IHJYH5QSwggIsqBzpuz5H//U1FU=
|
||||
github.com/mattn/go-runewidth v0.0.12 h1:Y41i/hVW3Pgwr8gV+J23B9YEY0zxjptBuCWEaxmAOow=
|
||||
github.com/mattn/go-runewidth v0.0.12/go.mod h1:RAqKPSqVFrSLVXbA8x7dzmKdmGzieGRCM46jaSJTDAk=
|
||||
github.com/mattn/go-shellwords v1.0.12 h1:M2zGm7EW6UQJvDeQxo4T51eKPurbeFbe8WtebGE2xrk=
|
||||
github.com/mattn/go-shellwords v1.0.12/go.mod h1:EZzvwXDESEeg03EKmM+RmDnNOPKG4lLtQsUlTZDWQ8Y=
|
||||
github.com/mattn/go-sqlite3 v1.14.0/go.mod h1:JIl7NbARA7phWnGvh0LKTyg7S9BA+6gx71ShQilpsus=
|
||||
github.com/mattn/go-sqlite3 v1.14.5/go.mod h1:WVKg1VTActs4Qso6iwGbiFih2UIHo0ENGwNd0Lj+XmI=
|
||||
github.com/mattn/go-sqlite3 v1.14.6/go.mod h1:NyWgC/yNuGj7Q9rpYnZvas74GogHl5/Z4A/KQRfk6bU=
|
||||
github.com/mattn/go-sqlite3 v1.14.13 h1:1tj15ngiFfcZzii7yd82foL+ks+ouQcj8j/TPq3fk1I=
|
||||
github.com/mattn/go-sqlite3 v1.14.13/go.mod h1:NyWgC/yNuGj7Q9rpYnZvas74GogHl5/Z4A/KQRfk6bU=
|
||||
|
|
@ -442,6 +535,8 @@ github.com/prometheus/procfs v0.6.0/go.mod h1:cz+aTbrPOrUb4q7XlbU9ygM+/jj0fzG6c1
|
|||
github.com/prometheus/procfs v0.7.3 h1:4jVXhlkAyzOScmCkXBTOLRLTz8EeU+eyjrwB/EPq0VU=
|
||||
github.com/prometheus/procfs v0.7.3/go.mod h1:cz+aTbrPOrUb4q7XlbU9ygM+/jj0fzG6c1xBZuNvfVA=
|
||||
github.com/prometheus/tsdb v0.7.1/go.mod h1:qhTCs0VvXwvX/y3TZrWD7rabWM+ijKTux40TwIPHuXU=
|
||||
github.com/rakyll/statik v0.1.7/go.mod h1:AlZONWzMtEnMs7W4e/1LURLiI49pIMmp6V9Unghqrcc=
|
||||
github.com/remyoudompheng/bigfft v0.0.0-20190728182440-6a916e37a237/go.mod h1:qqbHyh8v60DhA7CoWK5oRCqLrMHRGoxYCSS9EjAz6Eo=
|
||||
github.com/rifflock/lfshook v0.0.0-20180920164130-b9218ef580f5 h1:mZHayPoR0lNmnHyvtYjDeq0zlVHn9K/ZXoy17ylucdo=
|
||||
github.com/rifflock/lfshook v0.0.0-20180920164130-b9218ef580f5/go.mod h1:GEXHk5HgEKCvEIIrSpFI3ozzG5xOKA2DVlEX/gGnewM=
|
||||
github.com/rivo/uniseg v0.1.0/go.mod h1:J6wj4VEh+S6ZtnVlnTBMWIodfgj8LQOQFoIToxlJtxc=
|
||||
|
|
@ -452,18 +547,24 @@ github.com/robfig/cron/v3 v3.0.0/go.mod h1:eQICP3HwyT7UooqI/z+Ov+PtYAWygg1TEWWzG
|
|||
github.com/rogpeppe/fastuuid v0.0.0-20150106093220-6724a57986af/go.mod h1:XWv6SoW27p1b0cqNHllgS5HIMJraePCO15w5zCzIWYg=
|
||||
github.com/rogpeppe/fastuuid v1.2.0/go.mod h1:jVj6XXZzXRy/MSR5jhDC/2q6DgLz+nrA6LYCDYWNEvQ=
|
||||
github.com/rogpeppe/go-internal v1.3.0/go.mod h1:M8bDsm7K2OlrFYOpmOWEs/qY81heoFRclV5y23lUDJ4=
|
||||
github.com/rs/xid v1.2.1/go.mod h1:+uKXf+4Djp6Md1KODXJxgGQPKngRmWyn10oCKFzNHOQ=
|
||||
github.com/rs/zerolog v1.13.0/go.mod h1:YbFCdg8HfsridGWAh22vktObvhZbQsZXe4/zB0OKkWU=
|
||||
github.com/rs/zerolog v1.15.0/go.mod h1:xYTKnLHcpfU2225ny5qZjxnj9NvkumZYjJHlAThCjNc=
|
||||
github.com/russross/blackfriday/v2 v2.0.1 h1:lPqVAte+HuHNfhJ/0LC98ESWRz8afy9tM/0RK8m9o+Q=
|
||||
github.com/russross/blackfriday/v2 v2.0.1/go.mod h1:+Rmxgy9KzJVeS9/2gXHxylqXiyQDYRxCVz55jmeOWTM=
|
||||
github.com/ryanuber/columnize v0.0.0-20160712163229-9b3edd62028f/go.mod h1:sm1tb6uqfes/u+d4ooFouqFdy9/2g9QGwK3SQygK0Ts=
|
||||
github.com/sajari/regression v1.0.1 h1:iTVc6ZACGCkoXC+8NdqH5tIreslDTT/bXxT6OmHR5PE=
|
||||
github.com/sajari/regression v1.0.1/go.mod h1:NeG/XTW1lYfGY7YV/Z0nYDV/RGh3wxwd1yW46835flM=
|
||||
github.com/satori/go.uuid v1.2.0/go.mod h1:dA0hQrYB0VpLJoorglMZABFdXlWrHn1NEOzdhQKdks0=
|
||||
github.com/sean-/seed v0.0.0-20170313163322-e2103e2c3529/go.mod h1:DxrIzT+xaE7yg65j358z/aeFdxmN0P9QXhEzd20vsDc=
|
||||
github.com/shopspring/decimal v0.0.0-20180709203117-cd690d0c9e24/go.mod h1:M+9NzErvs504Cn4c5DxATwIqPbtswREoFCre64PpcG4=
|
||||
github.com/shopspring/decimal v0.0.0-20200227202807-02e2044944cc/go.mod h1:DKyhrW/HYNuLGql+MJL6WCR6knT2jwCFRcu2hWCYk4o=
|
||||
github.com/shopspring/decimal v1.2.0 h1:abSATXmQEYyShuxI4/vyW3tV1MrKAJzCZ/0zLUXYbsQ=
|
||||
github.com/shopspring/decimal v1.2.0/go.mod h1:DKyhrW/HYNuLGql+MJL6WCR6knT2jwCFRcu2hWCYk4o=
|
||||
github.com/shurcooL/sanitized_anchor_name v1.0.0 h1:PdmoCO6wvbs+7yrJyMORt4/BmY5IYyJwS/kOiWx8mHo=
|
||||
github.com/shurcooL/sanitized_anchor_name v1.0.0/go.mod h1:1NzhyTcUVG4SuEtjjoZeVRXNmyL/1OwPU0+IJeTBvfc=
|
||||
github.com/sirupsen/logrus v1.2.0/go.mod h1:LxeOpSwHxABJmUn/MG1IvRgCAasNZTLOkJPxbbu5VWo=
|
||||
github.com/sirupsen/logrus v1.4.1/go.mod h1:ni0Sbl8bgC9z8RoU9G6nDWqqs/fq4eDPysMBDgk/93Q=
|
||||
github.com/sirupsen/logrus v1.4.2/go.mod h1:tLMulIdttU9McNUspp0xgXVQah82FyeX6MwdIuYE2rE=
|
||||
github.com/sirupsen/logrus v1.6.0/go.mod h1:7uNnSEd1DgxDLC74fIahvMZmmYsHGZGEOFrfsX/uA88=
|
||||
github.com/sirupsen/logrus v1.7.0/go.mod h1:yWOB1SBYBC5VeMP7gHvWumXLIWorT60ONWic61uBYv0=
|
||||
|
|
@ -497,6 +598,9 @@ github.com/spf13/viper v1.7.1/go.mod h1:8WkrPz2fc9jxqZNCJI/76HCieCp4Q8HaLFoCha5q
|
|||
github.com/stretchr/objx v0.1.0/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME=
|
||||
github.com/stretchr/objx v0.1.1 h1:2vfRuCMp5sSVIDSqO8oNnWJq7mPa6KVP3iPIwFBuy8A=
|
||||
github.com/stretchr/objx v0.1.1/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME=
|
||||
github.com/stretchr/objx v0.2.0/go.mod h1:qt09Ya8vawLte6SNmTgCsAVtYtaKzEcn8ATUoHMkEqE=
|
||||
github.com/stretchr/testify v1.1.4/go.mod h1:a8OnRcib4nhh0OaRAV+Yts87kKdq0PP7pXfy6kDkUVs=
|
||||
github.com/stretchr/testify v1.2.0/go.mod h1:a8OnRcib4nhh0OaRAV+Yts87kKdq0PP7pXfy6kDkUVs=
|
||||
github.com/stretchr/testify v1.2.2/go.mod h1:a8OnRcib4nhh0OaRAV+Yts87kKdq0PP7pXfy6kDkUVs=
|
||||
github.com/stretchr/testify v1.3.0/go.mod h1:M5WIy9Dh21IEIfnGCwXGc5bZfKNJtfHm1UVUgZn+9EI=
|
||||
github.com/stretchr/testify v1.4.0/go.mod h1:j7eGeouHqKxXV5pUuKE4zz7dFj8WfuZ+81PSLYec5m4=
|
||||
|
|
@ -524,12 +628,14 @@ github.com/webview/webview v0.0.0-20210216142346-e0bfdf0e5d90/go.mod h1:rpXAuuHg
|
|||
github.com/x-cray/logrus-prefixed-formatter v0.5.2 h1:00txxvfBM9muc0jiLIEAkAcIMJzfthRT6usrui8uGmg=
|
||||
github.com/x-cray/logrus-prefixed-formatter v0.5.2/go.mod h1:2duySbKsL6M18s5GU7VPsoEPHyzalCE06qoARUCeBBE=
|
||||
github.com/xiang90/probing v0.0.0-20190116061207-43a291ad63a2/go.mod h1:UETIi67q53MR2AWcXfiuqkDkRtnGDLqkBTpCHuJHxtU=
|
||||
github.com/xtgo/set v1.0.0/go.mod h1:d3NHzGzSa0NmB2NhFyECA+QdRp29oEn2xbT+TpeFoM8=
|
||||
github.com/yuin/goldmark v1.1.25/go.mod h1:3hX8gzYuyVAZsxl0MRgGTJEmQBFcNTphYh9decYSb74=
|
||||
github.com/yuin/goldmark v1.1.27/go.mod h1:3hX8gzYuyVAZsxl0MRgGTJEmQBFcNTphYh9decYSb74=
|
||||
github.com/yuin/goldmark v1.1.32/go.mod h1:3hX8gzYuyVAZsxl0MRgGTJEmQBFcNTphYh9decYSb74=
|
||||
github.com/yuin/goldmark v1.2.1/go.mod h1:3hX8gzYuyVAZsxl0MRgGTJEmQBFcNTphYh9decYSb74=
|
||||
github.com/yuin/goldmark v1.3.5/go.mod h1:mwnBkeHKe2W/ZEtQ+71ViKU8L12m81fl3OWwC1Zlc8k=
|
||||
github.com/yuin/goldmark v1.4.1/go.mod h1:mwnBkeHKe2W/ZEtQ+71ViKU8L12m81fl3OWwC1Zlc8k=
|
||||
github.com/zenazn/goji v0.9.0/go.mod h1:7S9M489iMyHBNxwZnk9/EHS098H4/F6TATF2mIxtB1Q=
|
||||
github.com/ziutek/mymysql v1.5.4 h1:GB0qdRGsTwQSBVYuVShFBKaXSnSnYYC2d9knnE1LHFs=
|
||||
github.com/ziutek/mymysql v1.5.4/go.mod h1:LMSpPZ6DbqWFxNCHW77HeMg9I646SAhApZ/wKdgO/C0=
|
||||
github.com/zserge/lorca v0.1.9 h1:vbDdkqdp2/rmeg8GlyCewY2X8Z+b0s7BqWyIQL/gakc=
|
||||
|
|
@ -549,22 +655,32 @@ go.opentelemetry.io/otel/oteltest v0.19.0/go.mod h1:tI4yxwh8U21v7JD6R3BcA/2+RBoT
|
|||
go.opentelemetry.io/otel/trace v0.19.0 h1:1ucYlenXIDA1OlHVLDZKX0ObXV5RLaq06DtUKz5e5zc=
|
||||
go.opentelemetry.io/otel/trace v0.19.0/go.mod h1:4IXiNextNOpPnRlI4ryK69mn5iC84bjBWZQA5DXz/qg=
|
||||
go.opentelemetry.io/proto/otlp v0.7.0/go.mod h1:PqfVotwruBrMGOCsRd/89rSnXhoiJIqeYNgFYFoEGnI=
|
||||
go.uber.org/atomic v1.3.2/go.mod h1:gD2HeocX3+yG+ygLZcrzQJaqmWj9AIm7n08wl/qW/PE=
|
||||
go.uber.org/atomic v1.4.0/go.mod h1:gD2HeocX3+yG+ygLZcrzQJaqmWj9AIm7n08wl/qW/PE=
|
||||
go.uber.org/atomic v1.6.0/go.mod h1:sABNBOSYdrvTF6hTgEIbc7YasKWGhgEQZyfxyTvoXHQ=
|
||||
go.uber.org/atomic v1.7.0/go.mod h1:fEN4uk6kAWBTFdckzkM89CLk9XfWZrxpCo0nPH17wJc=
|
||||
go.uber.org/atomic v1.9.0 h1:ECmE8Bn/WFTYwEW/bpKD3M8VtR/zQVbavAoalC1PYyE=
|
||||
go.uber.org/atomic v1.9.0/go.mod h1:fEN4uk6kAWBTFdckzkM89CLk9XfWZrxpCo0nPH17wJc=
|
||||
go.uber.org/multierr v1.1.0/go.mod h1:wR5kodmAFQ0UK8QlbwjlSNy0Z68gJhDJUG5sjR94q/0=
|
||||
go.uber.org/multierr v1.5.0/go.mod h1:FeouvMocqHpRaaGuG9EjoKcStLC43Zu/fmqdUMPcKYU=
|
||||
go.uber.org/multierr v1.7.0 h1:zaiO/rmgFjbmCXdSYJWQcdvOCsthmdaHfr3Gm2Kx4Ec=
|
||||
go.uber.org/multierr v1.7.0/go.mod h1:7EAYxJLBy9rStEaz58O2t4Uvip6FSURkq8/ppBp95ak=
|
||||
go.uber.org/tools v0.0.0-20190618225709-2cfd321de3ee/go.mod h1:vJERXedbb3MVM5f9Ejo0C68/HhF8uaILCdgjnY+goOA=
|
||||
go.uber.org/zap v1.9.1/go.mod h1:vwi/ZaCAaUcBkycHslxD9B2zi4UTXhF60s6SWpuDF0Q=
|
||||
go.uber.org/zap v1.10.0/go.mod h1:vwi/ZaCAaUcBkycHslxD9B2zi4UTXhF60s6SWpuDF0Q=
|
||||
go4.org/unsafe/assume-no-moving-gc v0.0.0-20201222180813-1025295fd063/go.mod h1:FftLjUGFEDu5k8lt0ddY+HcrH/qU/0qk+H8j9/nTl3E=
|
||||
golang.org/x/crypto v0.0.0-20180904163835-0709b304e793/go.mod h1:6SG95UA2DQfeDnfUPMdvaQW0Q7yPrPDi9nlGo2tz2b4=
|
||||
golang.org/x/crypto v0.0.0-20181029021203-45a5f77698d3/go.mod h1:6SG95UA2DQfeDnfUPMdvaQW0Q7yPrPDi9nlGo2tz2b4=
|
||||
golang.org/x/crypto v0.0.0-20190308221718-c2843e01d9a2/go.mod h1:djNgcEr1/C05ACkg1iLfiJU5Ep61QUkGW8qpdssI0+w=
|
||||
golang.org/x/crypto v0.0.0-20190325154230-a5d413f7728c/go.mod h1:djNgcEr1/C05ACkg1iLfiJU5Ep61QUkGW8qpdssI0+w=
|
||||
golang.org/x/crypto v0.0.0-20190411191339-88737f569e3a/go.mod h1:WFFai1msRO1wXaEeE5yQxYXgSfI8pQAWXbQop6sCtWE=
|
||||
golang.org/x/crypto v0.0.0-20190510104115-cbcb75029529/go.mod h1:yigFU9vqHzYiE8UmvKecakEJjdnWj3jj499lnFckfCI=
|
||||
golang.org/x/crypto v0.0.0-20190605123033-f99c8df09eb5/go.mod h1:yigFU9vqHzYiE8UmvKecakEJjdnWj3jj499lnFckfCI=
|
||||
golang.org/x/crypto v0.0.0-20190820162420-60c769a6c586/go.mod h1:yigFU9vqHzYiE8UmvKecakEJjdnWj3jj499lnFckfCI=
|
||||
golang.org/x/crypto v0.0.0-20190911031432-227b76d455e7/go.mod h1:yigFU9vqHzYiE8UmvKecakEJjdnWj3jj499lnFckfCI=
|
||||
golang.org/x/crypto v0.0.0-20191011191535-87dc89f01550/go.mod h1:yigFU9vqHzYiE8UmvKecakEJjdnWj3jj499lnFckfCI=
|
||||
golang.org/x/crypto v0.0.0-20191205180655-e7c4368fe9dd/go.mod h1:LzIPMQfyMNhhGPhUkYOs5KpL4U8rLKemX1yGLhDgUto=
|
||||
golang.org/x/crypto v0.0.0-20200323165209-0ec3e9974c59/go.mod h1:LzIPMQfyMNhhGPhUkYOs5KpL4U8rLKemX1yGLhDgUto=
|
||||
golang.org/x/crypto v0.0.0-20200622213623-75b288015ac9/go.mod h1:LzIPMQfyMNhhGPhUkYOs5KpL4U8rLKemX1yGLhDgUto=
|
||||
golang.org/x/crypto v0.0.0-20201016220609-9e8e0b390897/go.mod h1:LzIPMQfyMNhhGPhUkYOs5KpL4U8rLKemX1yGLhDgUto=
|
||||
golang.org/x/crypto v0.0.0-20220525230936-793ad666bf5e h1:T8NU3HyQ8ClP4SEE+KbFlg6n0NhuTsN4MyznaarGsZM=
|
||||
|
|
@ -574,6 +690,7 @@ golang.org/x/exp v0.0.0-20180807140117-3d87b88a115f/go.mod h1:CJ0aWSM057203Lf6IL
|
|||
golang.org/x/exp v0.0.0-20190121172915-509febef88a4/go.mod h1:CJ0aWSM057203Lf6IL+f9T1iT9GByDxfZKAQTCR3kQA=
|
||||
golang.org/x/exp v0.0.0-20190125153040-c74c464bbbf2/go.mod h1:CJ0aWSM057203Lf6IL+f9T1iT9GByDxfZKAQTCR3kQA=
|
||||
golang.org/x/exp v0.0.0-20190306152737-a1d7652674e8/go.mod h1:CJ0aWSM057203Lf6IL+f9T1iT9GByDxfZKAQTCR3kQA=
|
||||
golang.org/x/exp v0.0.0-20190312203227-4b39c73a6495/go.mod h1:ZjyILWgesfNpC6sMxTJOJm9Kp84zZh5NQWvqDGG3Qr8=
|
||||
golang.org/x/exp v0.0.0-20190510132918-efd6b22b2522/go.mod h1:ZjyILWgesfNpC6sMxTJOJm9Kp84zZh5NQWvqDGG3Qr8=
|
||||
golang.org/x/exp v0.0.0-20190829153037-c13cbed26979/go.mod h1:86+5VVa7VpoJ4kLfm080zCjGlMRFzhUhsZKEZO7MGek=
|
||||
golang.org/x/exp v0.0.0-20191030013958-a1ab85dbe136/go.mod h1:JXzH8nQsPlswgeRAPE3MuO9GYsAcnJvJ4vnMwN/5qkY=
|
||||
|
|
@ -609,6 +726,7 @@ golang.org/x/mod v0.3.0/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA=
|
|||
golang.org/x/mod v0.4.2/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA=
|
||||
golang.org/x/mod v0.5.1 h1:OJxoQ/rynoF0dcCdI7cLPktw/hR2cueqYfjm43oqK38=
|
||||
golang.org/x/mod v0.5.1/go.mod h1:5OXOZSfqPIIbmVBIIKWRFfZjPR0E5r58TLhUjH0a2Ro=
|
||||
golang.org/x/net v0.0.0-20180218175443-cbe0f9307d01/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4=
|
||||
golang.org/x/net v0.0.0-20180724234803-3673e40ba225/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4=
|
||||
golang.org/x/net v0.0.0-20180826012351-8a410e7b638d/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4=
|
||||
golang.org/x/net v0.0.0-20180906233101-161cd47e91fd/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4=
|
||||
|
|
@ -627,6 +745,7 @@ golang.org/x/net v0.0.0-20190613194153-d28f0bde5980/go.mod h1:z5CRVTTTmAJ677TzLL
|
|||
golang.org/x/net v0.0.0-20190620200207-3b0461eec859/go.mod h1:z5CRVTTTmAJ677TzLLGU+0bjPO0LkuOLi4/5GtJWs/s=
|
||||
golang.org/x/net v0.0.0-20190628185345-da137c7871d7/go.mod h1:z5CRVTTTmAJ677TzLLGU+0bjPO0LkuOLi4/5GtJWs/s=
|
||||
golang.org/x/net v0.0.0-20190724013045-ca1201d0de80/go.mod h1:z5CRVTTTmAJ677TzLLGU+0bjPO0LkuOLi4/5GtJWs/s=
|
||||
golang.org/x/net v0.0.0-20190813141303-74dc4d7220e7/go.mod h1:z5CRVTTTmAJ677TzLLGU+0bjPO0LkuOLi4/5GtJWs/s=
|
||||
golang.org/x/net v0.0.0-20191209160850-c0dbc17a3553/go.mod h1:z5CRVTTTmAJ677TzLLGU+0bjPO0LkuOLi4/5GtJWs/s=
|
||||
golang.org/x/net v0.0.0-20200114155413-6afb5195e5aa/go.mod h1:z5CRVTTTmAJ677TzLLGU+0bjPO0LkuOLi4/5GtJWs/s=
|
||||
golang.org/x/net v0.0.0-20200202094626-16171245cfb2/go.mod h1:z5CRVTTTmAJ677TzLLGU+0bjPO0LkuOLi4/5GtJWs/s=
|
||||
|
|
@ -642,6 +761,7 @@ golang.org/x/net v0.0.0-20200520182314-0ba52f642ac2/go.mod h1:qpuaurCH72eLCgpAm/
|
|||
golang.org/x/net v0.0.0-20200625001655-4c5254603344/go.mod h1:/O7V0waA8r7cgGh81Ro3o1hOxt32SMVPicZroKQ2sZA=
|
||||
golang.org/x/net v0.0.0-20200707034311-ab3426394381/go.mod h1:/O7V0waA8r7cgGh81Ro3o1hOxt32SMVPicZroKQ2sZA=
|
||||
golang.org/x/net v0.0.0-20200822124328-c89045814202/go.mod h1:/O7V0waA8r7cgGh81Ro3o1hOxt32SMVPicZroKQ2sZA=
|
||||
golang.org/x/net v0.0.0-20200904194848-62affa334b73/go.mod h1:/O7V0waA8r7cgGh81Ro3o1hOxt32SMVPicZroKQ2sZA=
|
||||
golang.org/x/net v0.0.0-20201021035429-f5854403a974/go.mod h1:sp8m0HH+o8qH0wwXwYZr8TS3Oi6o0r6Gce1SSxlDquU=
|
||||
golang.org/x/net v0.0.0-20201202161906-c7110b5ffcbb/go.mod h1:sp8m0HH+o8qH0wwXwYZr8TS3Oi6o0r6Gce1SSxlDquU=
|
||||
golang.org/x/net v0.0.0-20210405180319-a5a99cb37ef4/go.mod h1:p54w0d4576C0XHj96bSt6lcn1PtDYWL6XObtHCRCNQM=
|
||||
|
|
@ -669,6 +789,7 @@ golang.org/x/sync v0.0.0-20200317015054-43a5402ce75a/go.mod h1:RxMgew5VJxzue5/jJ
|
|||
golang.org/x/sync v0.0.0-20200625203802-6e8e738ad208/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
|
||||
golang.org/x/sync v0.0.0-20201020160332-67f06af15bc9/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
|
||||
golang.org/x/sync v0.0.0-20201207232520-09787c993a3a/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
|
||||
golang.org/x/sync v0.0.0-20210220032951-036812b2e83c h1:5KslGYwFpkhGh+Q16bwMP3cOontH8FOep7tGV86Y7SQ=
|
||||
golang.org/x/sync v0.0.0-20210220032951-036812b2e83c/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
|
||||
golang.org/x/sys v0.0.0-20180823144017-11551d06cbcc/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
|
||||
golang.org/x/sys v0.0.0-20180830151530-49385e6e1522/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
|
||||
|
|
@ -678,7 +799,10 @@ golang.org/x/sys v0.0.0-20181026203630-95b1ffbd15a5/go.mod h1:STP8DvDyc/dI5b8T5h
|
|||
golang.org/x/sys v0.0.0-20181107165924-66b7b1311ac8/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
|
||||
golang.org/x/sys v0.0.0-20181116152217-5ac8a444bdc5/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
|
||||
golang.org/x/sys v0.0.0-20190215142949-d0b11bdaac8a/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
|
||||
golang.org/x/sys v0.0.0-20190222072716-a9d3bda3a223/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
|
||||
golang.org/x/sys v0.0.0-20190226215855-775f8194d0f9/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
|
||||
golang.org/x/sys v0.0.0-20190312061237-fead79001313/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
|
||||
golang.org/x/sys v0.0.0-20190403152447-81d4e9dc473e/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
|
||||
golang.org/x/sys v0.0.0-20190412213103-97732733099d/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
|
||||
golang.org/x/sys v0.0.0-20190422165155-953cdadca894/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
|
||||
golang.org/x/sys v0.0.0-20190502145724-3ef323f4f1fd/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
|
||||
|
|
@ -687,6 +811,7 @@ golang.org/x/sys v0.0.0-20190606165138-5da285871e9c/go.mod h1:h1NjWce9XRLGQEsW7w
|
|||
golang.org/x/sys v0.0.0-20190624142023-c5567b49c5d0/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
|
||||
golang.org/x/sys v0.0.0-20190726091711-fc99dfbffb4e/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
|
||||
golang.org/x/sys v0.0.0-20190813064441-fde4db37ae7a/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
|
||||
golang.org/x/sys v0.0.0-20190826190057-c7b8b68b1456/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
|
||||
golang.org/x/sys v0.0.0-20190904154756-749cb33beabd/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
|
||||
golang.org/x/sys v0.0.0-20191001151750-bb3f8db39f24/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
|
||||
golang.org/x/sys v0.0.0-20191005200804-aed5e4c7ecf9/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
|
||||
|
|
@ -711,6 +836,7 @@ golang.org/x/sys v0.0.0-20200523222454-059865788121/go.mod h1:h1NjWce9XRLGQEsW7w
|
|||
golang.org/x/sys v0.0.0-20200615200032-f1bc736245b1/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
|
||||
golang.org/x/sys v0.0.0-20200625212154-ddb9806d33ae/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
|
||||
golang.org/x/sys v0.0.0-20200803210538-64077c9b5642/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
|
||||
golang.org/x/sys v0.0.0-20200909081042-eff7692f9009/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
|
||||
golang.org/x/sys v0.0.0-20200930185726-fdedc70b468f/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
|
||||
golang.org/x/sys v0.0.0-20201119102817-f84b799fce68/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
|
||||
golang.org/x/sys v0.0.0-20210112080510-489259a85091/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
|
||||
|
|
@ -746,6 +872,7 @@ golang.org/x/time v0.0.0-20201208040808-7e3f01d25324/go.mod h1:tRJNPiyCQ0inRvYxb
|
|||
golang.org/x/tools v0.0.0-20180221164845-07fd8470d635/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
|
||||
golang.org/x/tools v0.0.0-20180525024113-a5b4c53f6e8b/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
|
||||
golang.org/x/tools v0.0.0-20180917221912-90fa682c2a6e/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
|
||||
golang.org/x/tools v0.0.0-20181030221726-6c7e314b6563/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
|
||||
golang.org/x/tools v0.0.0-20190114222345-bf090417da8b/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
|
||||
golang.org/x/tools v0.0.0-20190206041539-40960b6deb8e/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
|
||||
golang.org/x/tools v0.0.0-20190226205152-f727befe758c/go.mod h1:9Yl7xja0Znq3iFh3HoIrodX9oNMXvdceNzlUR8zjMvY=
|
||||
|
|
@ -754,14 +881,18 @@ golang.org/x/tools v0.0.0-20190312151545-0bb0c0a6e846/go.mod h1:LCzVGOaR6xXOjkQ3
|
|||
golang.org/x/tools v0.0.0-20190312170243-e65039ee4138/go.mod h1:LCzVGOaR6xXOjkQ3onu1FJEFr0SW1gC7cKk1uF8kGRs=
|
||||
golang.org/x/tools v0.0.0-20190328211700-ab21143f2384/go.mod h1:LCzVGOaR6xXOjkQ3onu1FJEFr0SW1gC7cKk1uF8kGRs=
|
||||
golang.org/x/tools v0.0.0-20190425150028-36563e24a262/go.mod h1:RgjU9mgBXZiqYHBnxXauZ1Gv1EHHAz9KjViQ78xBX0Q=
|
||||
golang.org/x/tools v0.0.0-20190425163242-31fd60d6bfdc/go.mod h1:RgjU9mgBXZiqYHBnxXauZ1Gv1EHHAz9KjViQ78xBX0Q=
|
||||
golang.org/x/tools v0.0.0-20190506145303-2d16b83fe98c/go.mod h1:RgjU9mgBXZiqYHBnxXauZ1Gv1EHHAz9KjViQ78xBX0Q=
|
||||
golang.org/x/tools v0.0.0-20190524140312-2c0ae7006135/go.mod h1:RgjU9mgBXZiqYHBnxXauZ1Gv1EHHAz9KjViQ78xBX0Q=
|
||||
golang.org/x/tools v0.0.0-20190606124116-d0a3d012864b/go.mod h1:/rFqwRUd4F7ZHNgwSSTFct+R/Kf4OFW1sUzUTQQTgfc=
|
||||
golang.org/x/tools v0.0.0-20190621195816-6e04913cbbac/go.mod h1:/rFqwRUd4F7ZHNgwSSTFct+R/Kf4OFW1sUzUTQQTgfc=
|
||||
golang.org/x/tools v0.0.0-20190628153133-6cdbf07be9d0/go.mod h1:/rFqwRUd4F7ZHNgwSSTFct+R/Kf4OFW1sUzUTQQTgfc=
|
||||
golang.org/x/tools v0.0.0-20190816200558-6889da9d5479/go.mod h1:b+2E5dAYhXwXZwtnZ6UAqBI28+e2cm9otk0dWdXHAEo=
|
||||
golang.org/x/tools v0.0.0-20190823170909-c4a336ef6a2f/go.mod h1:b+2E5dAYhXwXZwtnZ6UAqBI28+e2cm9otk0dWdXHAEo=
|
||||
golang.org/x/tools v0.0.0-20190911174233-4f2ddba30aff/go.mod h1:b+2E5dAYhXwXZwtnZ6UAqBI28+e2cm9otk0dWdXHAEo=
|
||||
golang.org/x/tools v0.0.0-20191012152004-8de300cfc20a/go.mod h1:b+2E5dAYhXwXZwtnZ6UAqBI28+e2cm9otk0dWdXHAEo=
|
||||
golang.org/x/tools v0.0.0-20191029041327-9cc4af7d6b2c/go.mod h1:b+2E5dAYhXwXZwtnZ6UAqBI28+e2cm9otk0dWdXHAEo=
|
||||
golang.org/x/tools v0.0.0-20191029190741-b9c20aec41a5/go.mod h1:b+2E5dAYhXwXZwtnZ6UAqBI28+e2cm9otk0dWdXHAEo=
|
||||
golang.org/x/tools v0.0.0-20191112195655-aa38f8e97acc/go.mod h1:b+2E5dAYhXwXZwtnZ6UAqBI28+e2cm9otk0dWdXHAEo=
|
||||
golang.org/x/tools v0.0.0-20191113191852-77e3bb0ad9e7/go.mod h1:b+2E5dAYhXwXZwtnZ6UAqBI28+e2cm9otk0dWdXHAEo=
|
||||
golang.org/x/tools v0.0.0-20191115202509-3a792d9c32b2/go.mod h1:b+2E5dAYhXwXZwtnZ6UAqBI28+e2cm9otk0dWdXHAEo=
|
||||
|
|
@ -793,16 +924,25 @@ golang.org/x/tools v0.1.1/go.mod h1:o0xws9oXOQQZyjljx8fwUC0k7L1pTE6eaCbjGeHmOkk=
|
|||
golang.org/x/tools v0.1.8/go.mod h1:nABZi5QlRsZVlzPpHl034qft6wpY4eDcsTt5AaioBiU=
|
||||
golang.org/x/tools v0.1.9 h1:j9KsMiaP1c3B0OTQGth0/k+miLGTgLsAFUCrF2vLcF8=
|
||||
golang.org/x/tools v0.1.9/go.mod h1:nABZi5QlRsZVlzPpHl034qft6wpY4eDcsTt5AaioBiU=
|
||||
golang.org/x/xerrors v0.0.0-20190410155217-1f06c39b4373/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
|
||||
golang.org/x/xerrors v0.0.0-20190513163551-3ee3066db522/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
|
||||
golang.org/x/xerrors v0.0.0-20190717185122-a985d3407aa7/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
|
||||
golang.org/x/xerrors v0.0.0-20191011141410-1b5146add898/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
|
||||
golang.org/x/xerrors v0.0.0-20191204190536-9bdfabe68543/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
|
||||
golang.org/x/xerrors v0.0.0-20200804184101-5ec99f83aff1 h1:go1bK/D/BFZV2I8cIQd1NKEZ+0owSTG1fDTci4IqFcE=
|
||||
golang.org/x/xerrors v0.0.0-20200804184101-5ec99f83aff1/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
|
||||
gonum.org/v1/gonum v0.0.0-20180816165407-929014505bf4/go.mod h1:Y+Yx5eoAFn32cQvJDxZx5Dpnq+c3wtXuadVZAcxbbBo=
|
||||
gonum.org/v1/gonum v0.0.0-20190226202314-149afe6ec0b6/go.mod h1:jevfED4GnIEnJrWW55YmY9DMhajHcnkqVnEXmEtMyNI=
|
||||
gonum.org/v1/gonum v0.0.0-20190902003836-43865b531bee/go.mod h1:9mxDZsDKxgMAuccQkewq682L+0eCu4dCN2yonUJTCLU=
|
||||
gonum.org/v1/gonum v0.8.1-0.20200930085651-eea0b5cb5cc9/go.mod h1:oe/vMfY3deqTw+1EZJhuvEW2iwGF1bW9wwu7XCu0+v0=
|
||||
gonum.org/v1/gonum v0.8.1 h1:wGtP3yGpc5mCLOLeTeBdjeui9oZSz5De0eOjMLC/QuQ=
|
||||
gonum.org/v1/gonum v0.8.1/go.mod h1:oe/vMfY3deqTw+1EZJhuvEW2iwGF1bW9wwu7XCu0+v0=
|
||||
gonum.org/v1/gonum v0.8.2 h1:CCXrcPKiGGotvnN6jfUsKk4rRqm7q09/YbKb5xCEvtM=
|
||||
gonum.org/v1/gonum v0.8.2/go.mod h1:oe/vMfY3deqTw+1EZJhuvEW2iwGF1bW9wwu7XCu0+v0=
|
||||
gonum.org/v1/netlib v0.0.0-20190221094214-0632e2ebbd2d/go.mod h1:wa6Ws7BG/ESfp6dHfk7C6KdzKA7wR7u/rKwOGE66zvw=
|
||||
gonum.org/v1/netlib v0.0.0-20190313105609-8cb42192e0e0 h1:OE9mWmgKkjJyEmDAAtGMPjXu+YNeGvK9VTSHY6+Qihc=
|
||||
gonum.org/v1/netlib v0.0.0-20190313105609-8cb42192e0e0/go.mod h1:wa6Ws7BG/ESfp6dHfk7C6KdzKA7wR7u/rKwOGE66zvw=
|
||||
gonum.org/v1/netlib v0.0.0-20201012070519-2390d26c3658/go.mod h1:zQa7n16lh3Z6FbSTYgjG+KNhz1bA/b9t3plFEaGMp+A=
|
||||
gonum.org/v1/plot v0.0.0-20190515093506-e2840ee46a6b/go.mod h1:Wt8AAjI+ypCyYX3nZBvf6cAIx93T+c/OS2HFAYskSZc=
|
||||
google.golang.org/api v0.4.0/go.mod h1:8k5glujaEP+g9n7WNsDg8QP6cUVNI86fCNMcbazEtwE=
|
||||
google.golang.org/api v0.7.0/go.mod h1:WtwebWUNSVBH/HAw79HIFXZNqEvBhG+Ra+ax0hx3E3M=
|
||||
|
|
@ -827,6 +967,7 @@ google.golang.org/appengine v1.6.1/go.mod h1:i06prIuMbXzDqacNJfV5OdTW448YApPu5ww
|
|||
google.golang.org/appengine v1.6.5/go.mod h1:8WjMMxjGQR8xUklV/ARdw2HLXBOI7O7uCIDZVag1xfc=
|
||||
google.golang.org/appengine v1.6.6/go.mod h1:8WjMMxjGQR8xUklV/ARdw2HLXBOI7O7uCIDZVag1xfc=
|
||||
google.golang.org/genproto v0.0.0-20180817151627-c66870c02cf8/go.mod h1:JiN7NxoALGmiZfu7CAH4rXhgtRTLTxftemlI0sWmxmc=
|
||||
google.golang.org/genproto v0.0.0-20180831171423-11092d34479b/go.mod h1:JiN7NxoALGmiZfu7CAH4rXhgtRTLTxftemlI0sWmxmc=
|
||||
google.golang.org/genproto v0.0.0-20190307195333-5fe7a883aa19/go.mod h1:VzzqZJRnGkLBvHegQrXjBqPurQTc5/KpmUdxsrq26oE=
|
||||
google.golang.org/genproto v0.0.0-20190418145605-e7d98fc518a7/go.mod h1:VzzqZJRnGkLBvHegQrXjBqPurQTc5/KpmUdxsrq26oE=
|
||||
google.golang.org/genproto v0.0.0-20190425155659-357c62f0e4bb/go.mod h1:VzzqZJRnGkLBvHegQrXjBqPurQTc5/KpmUdxsrq26oE=
|
||||
|
|
@ -856,6 +997,7 @@ google.golang.org/genproto v0.0.0-20200618031413-b414f8b61790/go.mod h1:jDfRM7Fc
|
|||
google.golang.org/genproto v0.0.0-20200729003335-053ba62fc06f/go.mod h1:FWY/as6DDZQgahTzZj3fqbO1CbirC29ZNUFHwi0/+no=
|
||||
google.golang.org/genproto v0.0.0-20200804131852-c06518451d9c/go.mod h1:FWY/as6DDZQgahTzZj3fqbO1CbirC29ZNUFHwi0/+no=
|
||||
google.golang.org/genproto v0.0.0-20200825200019-8632dd797987/go.mod h1:FWY/as6DDZQgahTzZj3fqbO1CbirC29ZNUFHwi0/+no=
|
||||
google.golang.org/genproto v0.0.0-20200911024640-645f7a48b24f/go.mod h1:FWY/as6DDZQgahTzZj3fqbO1CbirC29ZNUFHwi0/+no=
|
||||
google.golang.org/genproto v0.0.0-20220405205423-9d709892a2bf h1:JTjwKJX9erVpsw17w+OIPP7iAgEkN/r8urhWSunEDTs=
|
||||
google.golang.org/genproto v0.0.0-20220405205423-9d709892a2bf/go.mod h1:8w6bsBMX6yCPbAVTeqQHvzxW0EIFigd5lZyahWgyfDo=
|
||||
google.golang.org/grpc v1.19.0/go.mod h1:mqu4LbDTu4XGKhr4mRzUsmM4RtVoemTSY81AxZiDr8c=
|
||||
|
|
@ -870,10 +1012,12 @@ google.golang.org/grpc v1.28.0/go.mod h1:rpkK4SK4GF4Ach/+MFLZUBavHOvF2JJB5uozKKa
|
|||
google.golang.org/grpc v1.29.1/go.mod h1:itym6AZVZYACWQqET3MqgPpjcuV5QH3BxFS3IjizoKk=
|
||||
google.golang.org/grpc v1.30.0/go.mod h1:N36X2cJ7JwdamYAgDz+s+rVMFjt3numwzf/HckM8pak=
|
||||
google.golang.org/grpc v1.31.0/go.mod h1:N36X2cJ7JwdamYAgDz+s+rVMFjt3numwzf/HckM8pak=
|
||||
google.golang.org/grpc v1.32.0/go.mod h1:N36X2cJ7JwdamYAgDz+s+rVMFjt3numwzf/HckM8pak=
|
||||
google.golang.org/grpc v1.33.1/go.mod h1:fr5YgcSWrqhRRxogOsw7RzIpsmvOZ6IcH4kBYTpR3n0=
|
||||
google.golang.org/grpc v1.36.0/go.mod h1:qjiiYl8FncCW8feJPdyg3v6XW24KsRHe+dy9BAGRRjU=
|
||||
google.golang.org/grpc v1.45.0 h1:NEpgUqV3Z+ZjkqMsxMg11IaDrXY4RY6CQukSGK0uI1M=
|
||||
google.golang.org/grpc v1.45.0/go.mod h1:lN7owxKUQEqMfSyQikvvk5tf/6zMPsrK+ONuO11+0rQ=
|
||||
google.golang.org/grpc/cmd/protoc-gen-go-grpc v0.0.0-20200910201057-6591123024b3/go.mod h1:6Kw0yEErY5E/yWrBtf03jp27GLLJujG4z/JK95pnjjw=
|
||||
google.golang.org/protobuf v0.0.0-20200109180630-ec00e32a8dfd/go.mod h1:DFci5gLYBciE7Vtevhsrf46CRTquxDuWsQurQQe4oz8=
|
||||
google.golang.org/protobuf v0.0.0-20200221191635-4d8936d0db64/go.mod h1:kwYJMbMJ01Woi6D6+Kah6886xMZcty6N08ah7+eCXa0=
|
||||
google.golang.org/protobuf v0.0.0-20200228230310-ab0ca4ff8a60/go.mod h1:cfTl7dwQJ+fmap5saPgwCLgHXTUD7jkjRqWcaiX5VyM=
|
||||
|
|
@ -893,10 +1037,12 @@ gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8
|
|||
gopkg.in/check.v1 v1.0.0-20180628173108-788fd7840127/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
|
||||
gopkg.in/check.v1 v1.0.0-20190902080502-41f04d3bba15 h1:YR8cESwS4TdDjEe65xsg0ogRM/Nc3DYOhEAlW+xobZo=
|
||||
gopkg.in/check.v1 v1.0.0-20190902080502-41f04d3bba15/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
|
||||
gopkg.in/cheggaaa/pb.v1 v1.0.27/go.mod h1:V/YB90LKu/1FcN3WVnfiiE5oMCibMjukxqG/qStrOgw=
|
||||
gopkg.in/errgo.v2 v2.1.0/go.mod h1:hNsd1EY+bozCKY1Ytp96fpM3vjJbqLJn88ws8XvfDNI=
|
||||
gopkg.in/fsnotify.v1 v1.4.7/go.mod h1:Tz8NjZHkW78fSQdbUxIjBTcgA1z1m8ZHf0WmKUhAMys=
|
||||
gopkg.in/go-playground/assert.v1 v1.2.1/go.mod h1:9RXL0bg/zibRAgZUYszZSwO/z8Y/a8bDuhia5mkpMnE=
|
||||
gopkg.in/go-playground/validator.v9 v9.29.1/go.mod h1:+c9/zcJMFNgbLvly1L1V+PpxWdVbfP1avr/N00E2vyQ=
|
||||
gopkg.in/inconshreveable/log15.v2 v2.0.0-20180818164646-67afb5ed74ec/go.mod h1:aPpfJ7XW+gOuirDoZ8gHhLh3kZ1B08FtV2bbmy7Jv3s=
|
||||
gopkg.in/ini.v1 v1.51.0/go.mod h1:pNLf8WUiyNEtQjuu5G5vTm06TEv9tsIgeAvK8hOrP4k=
|
||||
gopkg.in/ini.v1 v1.62.0 h1:duBzk771uxoUuOlyRLkHsygud9+5lrlGjdFBb4mSKDU=
|
||||
gopkg.in/ini.v1 v1.62.0/go.mod h1:pNLf8WUiyNEtQjuu5G5vTm06TEv9tsIgeAvK8hOrP4k=
|
||||
|
|
@ -919,6 +1065,25 @@ gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C
|
|||
gopkg.in/yaml.v3 v3.0.0-20210107192922-496545a6307b/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
|
||||
gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
|
||||
gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
|
||||
gorgonia.org/cu v0.9.0-beta/go.mod h1:RPEPIfaxxqUmeRe7T1T8a0NER+KxBI2McoLEXhP1Vd8=
|
||||
gorgonia.org/cu v0.9.3/go.mod h1:LgyAYDkN7HWhh8orGnCY2R8pP9PYbO44ivEbLMatkVU=
|
||||
gorgonia.org/dawson v1.1.0/go.mod h1:Px1mcziba8YUBIDsbzGwbKJ11uIblv/zkln4jNrZ9Ws=
|
||||
gorgonia.org/dawson v1.2.0/go.mod h1:Px1mcziba8YUBIDsbzGwbKJ11uIblv/zkln4jNrZ9Ws=
|
||||
gorgonia.org/gorgonia v0.9.2/go.mod h1:ZtOb9f/wM2OMta1ISGspQ4roGDgz9d9dKOaPNvGR+ec=
|
||||
gorgonia.org/gorgonia v0.9.16/go.mod h1:EnZtUbxgbqMx8eCTGPq8C0RfBlr/WllVtMyAFUYG+b4=
|
||||
gorgonia.org/tensor v0.9.0-beta/go.mod h1:05Y4laKuVlj4qFoZIZW1q/9n1jZkgDBOLmKXZdBLG1w=
|
||||
gorgonia.org/tensor v0.9.16/go.mod h1:75SMdLLhZ+2oB0/EE8lFEIt1Caoykdd4bz1mAe59deg=
|
||||
gorgonia.org/tensor v0.9.19/go.mod h1:75SMdLLhZ+2oB0/EE8lFEIt1Caoykdd4bz1mAe59deg=
|
||||
gorgonia.org/vecf32 v0.7.0/go.mod h1:iHG+kvTMqGYA0SgahfO2k62WRnxmHsqAREGbayRDzy8=
|
||||
gorgonia.org/vecf32 v0.9.0/go.mod h1:NCc+5D2oxddRL11hd+pCB1PEyXWOyiQxfZ/1wwhOXCA=
|
||||
gorgonia.org/vecf64 v0.7.0/go.mod h1:1y4pmcSd+wh3phG+InwWQjYrqwyrtN9h27WLFVQfV1Q=
|
||||
gorgonia.org/vecf64 v0.9.0/go.mod h1:hp7IOWCnRiVQKON73kkC/AUMtEXyf9kGlVrtPQ9ccVA=
|
||||
gorm.io/driver/mysql v1.0.3/go.mod h1:twGxftLBlFgNVNakL7F+P/x9oYqoymG3YYT8cAfI9oI=
|
||||
gorm.io/driver/postgres v1.0.8/go.mod h1:4eOzrI1MUfm6ObJU/UcmbXyiHSs8jSwH95G5P5dxcAg=
|
||||
gorm.io/driver/sqlite v1.1.4/go.mod h1:mJCeTFr7+crvS+TRnWc5Z3UvwxUN1BGBLMrf5LA9DYw=
|
||||
gorm.io/gorm v1.20.4/go.mod h1:0HFTzE/SqkGTzK6TlDPPQbAYCluiVvhzoA1+aVyzenw=
|
||||
gorm.io/gorm v1.20.7/go.mod h1:0HFTzE/SqkGTzK6TlDPPQbAYCluiVvhzoA1+aVyzenw=
|
||||
gorm.io/gorm v1.20.12/go.mod h1:0HFTzE/SqkGTzK6TlDPPQbAYCluiVvhzoA1+aVyzenw=
|
||||
honnef.co/go/tools v0.0.0-20190102054323-c2f93a96b099/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4=
|
||||
honnef.co/go/tools v0.0.0-20190106161140-3f1c8253044a/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4=
|
||||
honnef.co/go/tools v0.0.0-20190418001031-e561f6794a2a/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4=
|
||||
|
|
@ -926,6 +1091,11 @@ honnef.co/go/tools v0.0.0-20190523083050-ea95bdfd59fc/go.mod h1:rf3lG4BRIbNafJWh
|
|||
honnef.co/go/tools v0.0.1-2019.2.3/go.mod h1:a3bituU0lyd329TUQxRnasdCoJDkEUEAqEt0JzvZhAg=
|
||||
honnef.co/go/tools v0.0.1-2020.1.3/go.mod h1:X/FiERA/W4tHapMX5mGpAtMSVEeEUOyHaw9vFzvIQ3k=
|
||||
honnef.co/go/tools v0.0.1-2020.1.4/go.mod h1:X/FiERA/W4tHapMX5mGpAtMSVEeEUOyHaw9vFzvIQ3k=
|
||||
modernc.org/cc v1.0.0/go.mod h1:1Sk4//wdnYJiUIxnW8ddKpaOJCF37yAdqYnkxUpaYxw=
|
||||
modernc.org/golex v1.0.0/go.mod h1:b/QX9oBD/LhixY6NDh+IdGv17hgB+51fET1i2kPSmvk=
|
||||
modernc.org/mathutil v1.0.0/go.mod h1:wU0vUrJsVWBZ4P6e7xtFJEhFSNsfRLJ8H458uRjg03k=
|
||||
modernc.org/strutil v1.1.0/go.mod h1:lstksw84oURvj9y3tn8lGvRxyRC1S2+g5uuIzNfIOBs=
|
||||
modernc.org/xc v1.0.0/go.mod h1:mRNCo0bvLjGhHO9WsyuKVU4q0ceiDDDoEeWDJHrNx8I=
|
||||
rsc.io/binaryregexp v0.2.0/go.mod h1:qTv7/COck+e2FymRvadv62gMdZztPaShugOCi3I+8D8=
|
||||
rsc.io/pdf v0.1.1/go.mod h1:n8OzWcQ6Sp37PL01nO98y4iUCRdTGarVfzxY20ICaU4=
|
||||
rsc.io/quote/v3 v3.1.0/go.mod h1:yEA65RcK8LyAZtP9Kv3t0HmxON59tX3rD+tICJqUlj0=
|
||||
|
|
|
|||
198
pkg/cmd/optimizeex.go
Normal file
198
pkg/cmd/optimizeex.go
Normal file
|
|
@ -0,0 +1,198 @@
|
|||
package cmd
|
||||
|
||||
import (
|
||||
"context"
|
||||
"encoding/json"
|
||||
"fmt"
|
||||
"github.com/c9s/bbgo/pkg/data/tsv"
|
||||
"github.com/c9s/bbgo/pkg/optimizer"
|
||||
"github.com/fatih/color"
|
||||
"github.com/spf13/cobra"
|
||||
"gopkg.in/yaml.v3"
|
||||
"io"
|
||||
"io/ioutil"
|
||||
"os"
|
||||
"time"
|
||||
)
|
||||
|
||||
func init() {
|
||||
optimizeExCmd.Flags().String("optimizer-config", "optimizer.yaml", "config file")
|
||||
optimizeExCmd.Flags().String("name", "", "assign a name to the study")
|
||||
optimizeExCmd.Flags().Bool("json-keep-all", false, "keep all results of trials")
|
||||
optimizeExCmd.Flags().String("output", "output", "backtest report output directory")
|
||||
optimizeExCmd.Flags().Bool("json", false, "print optimizer metrics in json format")
|
||||
optimizeExCmd.Flags().Bool("tsv", false, "print optimizer metrics in csv format")
|
||||
RootCmd.AddCommand(optimizeExCmd)
|
||||
}
|
||||
|
||||
var optimizeExCmd = &cobra.Command{
|
||||
Use: "optimizeex",
|
||||
Short: "run hyperparameter optimizer (experimental)",
|
||||
|
||||
// SilenceUsage is an option to silence usage when an error occurs.
|
||||
SilenceUsage: true,
|
||||
|
||||
RunE: func(cmd *cobra.Command, args []string) error {
|
||||
optimizerConfigFilename, err := cmd.Flags().GetString("optimizer-config")
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
|
||||
configFile, err := cmd.Flags().GetString("config")
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
|
||||
studyName, err := cmd.Flags().GetString("name")
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
|
||||
jsonKeepAll, err := cmd.Flags().GetBool("json-keep-all")
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
|
||||
outputDirectory, err := cmd.Flags().GetString("output")
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
|
||||
printJsonFormat, err := cmd.Flags().GetBool("json")
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
|
||||
printTsvFormat, err := cmd.Flags().GetBool("tsv")
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
|
||||
yamlBody, err := ioutil.ReadFile(configFile)
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
var obj map[string]interface{}
|
||||
if err := yaml.Unmarshal(yamlBody, &obj); err != nil {
|
||||
return err
|
||||
}
|
||||
delete(obj, "notifications")
|
||||
delete(obj, "sync")
|
||||
|
||||
optConfig, err := optimizer.LoadConfig(optimizerConfigFilename)
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
|
||||
// the config json template used for patch
|
||||
configJson, err := json.MarshalIndent(obj, "", " ")
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
|
||||
ctx, cancel := context.WithCancel(context.Background())
|
||||
defer cancel()
|
||||
_ = ctx
|
||||
|
||||
if len(studyName) == 0 {
|
||||
studyName = fmt.Sprintf("bbgo-hpopt-%v", time.Now().UnixMilli())
|
||||
}
|
||||
tempDirNameFormat := fmt.Sprintf("%s-config-*", studyName)
|
||||
configDir, err := os.MkdirTemp("", tempDirNameFormat)
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
|
||||
executor := &optimizer.LocalProcessExecutor{
|
||||
Config: optConfig.Executor.LocalExecutorConfig,
|
||||
Bin: os.Args[0],
|
||||
WorkDir: ".",
|
||||
ConfigDir: configDir,
|
||||
OutputDir: outputDirectory,
|
||||
}
|
||||
|
||||
optz := &optimizer.HyperparameterOptimizer{
|
||||
StudyName: studyName,
|
||||
Config: optConfig,
|
||||
}
|
||||
|
||||
if err := executor.Prepare(configJson); err != nil {
|
||||
return err
|
||||
}
|
||||
|
||||
report, err := optz.Run(executor, configJson)
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
|
||||
if printJsonFormat {
|
||||
if !jsonKeepAll {
|
||||
report.Trials = nil
|
||||
}
|
||||
out, err := json.MarshalIndent(report, "", " ")
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
|
||||
// print report JSON to stdout
|
||||
fmt.Println(string(out))
|
||||
} else if printTsvFormat {
|
||||
if err := formatResultsTsv(os.Stdout, report.Parameters, report.Trials); err != nil {
|
||||
return err
|
||||
}
|
||||
} else {
|
||||
color.Green("OPTIMIZER REPORT")
|
||||
color.Green("===============================================\n")
|
||||
color.Green("STUDY NAME: %s\n", report.Name)
|
||||
color.Green("OPTIMIZE OBJECTIVE: %s\n", report.Objective)
|
||||
color.Green("BEST OBJECTIVE VALUE: %s\n", report.Best.Value)
|
||||
color.Green("OPTIMAL PARAMETERS:")
|
||||
for param, val := range report.Best.Parameters {
|
||||
color.Green(" - %s: %v", param, val)
|
||||
}
|
||||
}
|
||||
|
||||
return nil
|
||||
},
|
||||
}
|
||||
|
||||
func formatResultsTsv(writer io.WriteCloser, labelPaths map[string]string, results []*optimizer.HyperparameterOptimizeTrialResult) error {
|
||||
headerLen := len(labelPaths)
|
||||
headers := make([]string, 0, headerLen)
|
||||
for label := range labelPaths {
|
||||
headers = append(headers, label)
|
||||
}
|
||||
|
||||
rows := make([][]interface{}, len(labelPaths))
|
||||
for ri, result := range results {
|
||||
row := make([]interface{}, headerLen)
|
||||
for ci, columnKey := range headers {
|
||||
var ok bool
|
||||
if row[ci], ok = result.Parameters[columnKey]; !ok {
|
||||
return fmt.Errorf(`missing parameter "%s" from trial result (%v)`, columnKey, result.Parameters)
|
||||
}
|
||||
}
|
||||
rows[ri] = row
|
||||
}
|
||||
|
||||
w := tsv.NewWriter(writer)
|
||||
if err := w.Write(headers); err != nil {
|
||||
return err
|
||||
}
|
||||
|
||||
for _, row := range rows {
|
||||
var cells []string
|
||||
for _, o := range row {
|
||||
cell, err := castCellValue(o)
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
cells = append(cells, cell)
|
||||
}
|
||||
|
||||
if err := w.Write(cells); err != nil {
|
||||
return err
|
||||
}
|
||||
}
|
||||
return w.Close()
|
||||
}
|
||||
|
|
@ -1,7 +1,9 @@
|
|||
package optimizer
|
||||
|
||||
import (
|
||||
"fmt"
|
||||
"io/ioutil"
|
||||
"strings"
|
||||
|
||||
"gopkg.in/yaml.v3"
|
||||
|
||||
|
|
@ -28,9 +30,12 @@ type ExecutorConfig struct {
|
|||
}
|
||||
|
||||
type Config struct {
|
||||
Executor *ExecutorConfig `json:"executor" yaml:"executor"`
|
||||
MaxThread int `yaml:"maxThread,omitempty"`
|
||||
Matrix []SelectorConfig `yaml:"matrix"`
|
||||
Executor *ExecutorConfig `json:"executor" yaml:"executor"`
|
||||
MaxThread int `yaml:"maxThread,omitempty"`
|
||||
Matrix []SelectorConfig `yaml:"matrix"`
|
||||
Algorithm string `yaml:"algorithm,omitempty"`
|
||||
Objective string `yaml:"objectiveBy,omitempty"`
|
||||
MaxEvaluation int `yaml:"maxEvaluation"`
|
||||
}
|
||||
|
||||
var defaultExecutorConfig = &ExecutorConfig{
|
||||
|
|
@ -53,6 +58,28 @@ func LoadConfig(yamlConfigFileName string) (*Config, error) {
|
|||
return nil, err
|
||||
}
|
||||
|
||||
switch alg := strings.ToLower(optConfig.Algorithm); alg {
|
||||
case "", "default":
|
||||
optConfig.Algorithm = HpOptimizerAlgorithmTPE
|
||||
case HpOptimizerAlgorithmTPE, HpOptimizerAlgorithmCMAES, HpOptimizerAlgorithmSOBOL, HpOptimizerAlgorithmRandom:
|
||||
optConfig.Algorithm = alg
|
||||
default:
|
||||
return nil, fmt.Errorf(`unknown algorithm "%s"`, optConfig.Algorithm)
|
||||
}
|
||||
|
||||
switch objective := strings.ToLower(optConfig.Objective); objective {
|
||||
case "", "default":
|
||||
optConfig.Objective = HpOptimizerObjectiveEquity
|
||||
case HpOptimizerObjectiveEquity, HpOptimizerObjectiveProfit, HpOptimizerObjectiveVolume:
|
||||
optConfig.Objective = objective
|
||||
default:
|
||||
return nil, fmt.Errorf(`unknown objective "%s"`, optConfig.Objective)
|
||||
}
|
||||
|
||||
if optConfig.MaxEvaluation <= 0 {
|
||||
optConfig.MaxEvaluation = 100
|
||||
}
|
||||
|
||||
if optConfig.Executor == nil {
|
||||
optConfig.Executor = defaultExecutorConfig
|
||||
}
|
||||
|
|
|
|||
257
pkg/optimizer/hpoptimizer.go
Normal file
257
pkg/optimizer/hpoptimizer.go
Normal file
|
|
@ -0,0 +1,257 @@
|
|||
package optimizer
|
||||
|
||||
import (
|
||||
"context"
|
||||
"fmt"
|
||||
"github.com/c-bata/goptuna"
|
||||
goptunaCMAES "github.com/c-bata/goptuna/cmaes"
|
||||
goptunaSOBOL "github.com/c-bata/goptuna/sobol"
|
||||
goptunaTPE "github.com/c-bata/goptuna/tpe"
|
||||
"github.com/c9s/bbgo/pkg/fixedpoint"
|
||||
"github.com/cheggaaa/pb/v3"
|
||||
"github.com/sirupsen/logrus"
|
||||
"golang.org/x/sync/errgroup"
|
||||
"math"
|
||||
)
|
||||
|
||||
const (
|
||||
// HpOptimizerObjectiveEquity optimize the parameters to maximize equity gain
|
||||
HpOptimizerObjectiveEquity = "equity"
|
||||
// HpOptimizerObjectiveProfit optimize the parameters to maximize trading profit
|
||||
HpOptimizerObjectiveProfit = "profit"
|
||||
// HpOptimizerObjectiveVolume optimize the parameters to maximize trading volume
|
||||
HpOptimizerObjectiveVolume = "volume"
|
||||
)
|
||||
|
||||
const (
|
||||
// HpOptimizerAlgorithmTPE is the implementation of Tree-structured Parzen Estimators
|
||||
HpOptimizerAlgorithmTPE = "tpe"
|
||||
// HpOptimizerAlgorithmCMAES is the implementation Covariance Matrix Adaptation Evolution Strategy
|
||||
HpOptimizerAlgorithmCMAES = "cmaes"
|
||||
// HpOptimizerAlgorithmSOBOL is the implementation Quasi-monte carlo sampling based on Sobol sequence
|
||||
HpOptimizerAlgorithmSOBOL = "sobol"
|
||||
// HpOptimizerAlgorithmRandom is the implementation random search
|
||||
HpOptimizerAlgorithmRandom = "random"
|
||||
)
|
||||
|
||||
type HyperparameterOptimizeTrialResult struct {
|
||||
Value fixedpoint.Value `json:"value"`
|
||||
Parameters map[string]interface{} `json:"parameters"`
|
||||
ID *int `json:"id,omitempty"`
|
||||
State string `json:"state,omitempty"`
|
||||
}
|
||||
|
||||
type HyperparameterOptimizeReport struct {
|
||||
Name string `json:"studyName"`
|
||||
Objective string `json:"objective"`
|
||||
Parameters map[string]string `json:"domains"`
|
||||
Best *HyperparameterOptimizeTrialResult `json:"best"`
|
||||
Trials []*HyperparameterOptimizeTrialResult `json:"trials,omitempty"`
|
||||
}
|
||||
|
||||
func buildBestHyperparameterOptimizeResult(study *goptuna.Study) *HyperparameterOptimizeTrialResult {
|
||||
val, _ := study.GetBestValue()
|
||||
params, _ := study.GetBestParams()
|
||||
return &HyperparameterOptimizeTrialResult{
|
||||
Value: fixedpoint.NewFromFloat(val),
|
||||
Parameters: params,
|
||||
}
|
||||
}
|
||||
|
||||
func buildHyperparameterOptimizeTrialResults(study *goptuna.Study) []*HyperparameterOptimizeTrialResult {
|
||||
trials, _ := study.GetTrials()
|
||||
results := make([]*HyperparameterOptimizeTrialResult, len(trials))
|
||||
for i, trial := range trials {
|
||||
trialId := trial.ID
|
||||
trialResult := &HyperparameterOptimizeTrialResult{
|
||||
ID: &trialId,
|
||||
Value: fixedpoint.NewFromFloat(trial.Value),
|
||||
Parameters: trial.Params,
|
||||
}
|
||||
results[i] = trialResult
|
||||
}
|
||||
return results
|
||||
}
|
||||
|
||||
type HyperparameterOptimizer struct {
|
||||
StudyName string
|
||||
Config *Config
|
||||
}
|
||||
|
||||
func (o *HyperparameterOptimizer) buildStudy(trialFinishChan chan goptuna.FrozenTrial) (*goptuna.Study, error) {
|
||||
var studyOpts = make([]goptuna.StudyOption, 0, 2)
|
||||
|
||||
// maximum the profit, volume, equity gain, ...etc
|
||||
studyOpts = append(studyOpts, goptuna.StudyOptionDirection(goptuna.StudyDirectionMaximize))
|
||||
|
||||
// disable search log and collect trial progress
|
||||
studyOpts = append(studyOpts, goptuna.StudyOptionLogger(nil))
|
||||
studyOpts = append(studyOpts, goptuna.StudyOptionTrialNotifyChannel(trialFinishChan))
|
||||
|
||||
// the search algorithm
|
||||
var sampler goptuna.Sampler = nil
|
||||
var relativeSampler goptuna.RelativeSampler = nil
|
||||
switch o.Config.Algorithm {
|
||||
case HpOptimizerAlgorithmRandom:
|
||||
sampler = goptuna.NewRandomSampler()
|
||||
case HpOptimizerAlgorithmTPE:
|
||||
sampler = goptunaTPE.NewSampler()
|
||||
case HpOptimizerAlgorithmCMAES:
|
||||
relativeSampler = goptunaCMAES.NewSampler(goptunaCMAES.SamplerOptionNStartupTrials(5))
|
||||
case HpOptimizerAlgorithmSOBOL:
|
||||
relativeSampler = goptunaSOBOL.NewSampler()
|
||||
}
|
||||
if sampler != nil {
|
||||
studyOpts = append(studyOpts, goptuna.StudyOptionSampler(sampler))
|
||||
} else {
|
||||
studyOpts = append(studyOpts, goptuna.StudyOptionRelativeSampler(relativeSampler))
|
||||
}
|
||||
|
||||
return goptuna.CreateStudy(o.StudyName, studyOpts...)
|
||||
}
|
||||
|
||||
func (o *HyperparameterOptimizer) buildParamDomains() (map[string]string, []paramDomain) {
|
||||
labelPaths := make(map[string]string)
|
||||
domains := make([]paramDomain, 0, len(o.Config.Matrix))
|
||||
|
||||
for _, selector := range o.Config.Matrix {
|
||||
var domain paramDomain
|
||||
switch selector.Type {
|
||||
case "range", "rangeFloat":
|
||||
domain = &floatRangeDomain{
|
||||
paramDomainBase: paramDomainBase{
|
||||
label: selector.Label,
|
||||
path: selector.Path,
|
||||
},
|
||||
min: selector.Min.Float64(),
|
||||
max: selector.Max.Float64(),
|
||||
}
|
||||
case "rangeInt":
|
||||
domain = &intRangeDomain{
|
||||
paramDomainBase: paramDomainBase{
|
||||
label: selector.Label,
|
||||
path: selector.Path,
|
||||
},
|
||||
min: selector.Min.Int(),
|
||||
max: selector.Max.Int(),
|
||||
}
|
||||
case "iterate", "string":
|
||||
domain = &stringDomain{
|
||||
paramDomainBase: paramDomainBase{
|
||||
label: selector.Label,
|
||||
path: selector.Path,
|
||||
},
|
||||
options: selector.Values,
|
||||
}
|
||||
case "bool":
|
||||
domain = &boolDomain{
|
||||
paramDomainBase: paramDomainBase{
|
||||
label: selector.Label,
|
||||
path: selector.Path,
|
||||
},
|
||||
}
|
||||
}
|
||||
labelPaths[selector.Label] = selector.Path
|
||||
domains = append(domains, domain)
|
||||
}
|
||||
return labelPaths, domains
|
||||
}
|
||||
|
||||
func (o *HyperparameterOptimizer) buildObjective(executor Executor, configJson []byte, paramDomains []paramDomain) goptuna.FuncObjective {
|
||||
var matricValueFunc MetricValueFunc
|
||||
switch o.Config.Objective {
|
||||
case HpOptimizerObjectiveProfit:
|
||||
matricValueFunc = TotalProfitMetricValueFunc
|
||||
case HpOptimizerObjectiveVolume:
|
||||
matricValueFunc = TotalVolume
|
||||
case HpOptimizerObjectiveEquity:
|
||||
matricValueFunc = TotalEquityDiff
|
||||
}
|
||||
|
||||
return func(trial goptuna.Trial) (float64, error) {
|
||||
var trialConfig = configJson
|
||||
for _, domain := range paramDomains {
|
||||
if patch, err := domain.buildPatch(&trial); err != nil {
|
||||
return 0.0, err
|
||||
} else if patchedConfig, err := patch.ApplyIndent(trialConfig, " "); err != nil {
|
||||
return 0.0, err
|
||||
} else {
|
||||
trialConfig = patchedConfig
|
||||
}
|
||||
}
|
||||
|
||||
summary, err := executor.Execute(trialConfig)
|
||||
if err != nil {
|
||||
return 0.0, err
|
||||
}
|
||||
// By config, the Goptuna optimize the parameters by maximize the objective output.
|
||||
return matricValueFunc(summary).Float64(), nil
|
||||
}
|
||||
}
|
||||
|
||||
func (o *HyperparameterOptimizer) Run(executor Executor, configJson []byte) (*HyperparameterOptimizeReport, error) {
|
||||
labelPaths, paramDomains := o.buildParamDomains()
|
||||
objective := o.buildObjective(executor, configJson, paramDomains)
|
||||
|
||||
maxEvaluation := o.Config.MaxEvaluation
|
||||
numOfProcesses := o.Config.Executor.LocalExecutorConfig.MaxNumberOfProcesses
|
||||
if numOfProcesses > maxEvaluation {
|
||||
numOfProcesses = maxEvaluation
|
||||
}
|
||||
maxEvaluationPerProcess := maxEvaluation / numOfProcesses
|
||||
if maxEvaluation%numOfProcesses > 0 {
|
||||
maxEvaluationPerProcess++
|
||||
}
|
||||
|
||||
trialFinishChan := make(chan goptuna.FrozenTrial, 128)
|
||||
allTrailFinishChan := make(chan struct{})
|
||||
bar := pb.Full.Start(maxEvaluation)
|
||||
bar.SetTemplateString(`{{ string . "log" | green}} | {{counters . }} {{bar . }} {{percent . }} {{etime . }} {{rtime . "ETA %s"}}`)
|
||||
|
||||
go func() {
|
||||
defer close(allTrailFinishChan)
|
||||
var bestVal = math.Inf(-1)
|
||||
for result := range trialFinishChan {
|
||||
log.WithFields(logrus.Fields{"ID": result.ID, "evaluation": result.Value, "state": result.State}).Debug("trial finished")
|
||||
if result.State == goptuna.TrialStateFail {
|
||||
log.WithFields(result.Params).Errorf("failed at trial #%d", result.ID)
|
||||
}
|
||||
if result.Value > bestVal {
|
||||
bestVal = result.Value
|
||||
}
|
||||
bar.Set("log", fmt.Sprintf("best value: %v", bestVal))
|
||||
bar.Increment()
|
||||
}
|
||||
}()
|
||||
|
||||
study, err := o.buildStudy(trialFinishChan)
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
eg, ctx := errgroup.WithContext(context.Background())
|
||||
study.WithContext(ctx)
|
||||
for i := 0; i < numOfProcesses; i++ {
|
||||
processEvaluations := maxEvaluationPerProcess
|
||||
if processEvaluations > maxEvaluation {
|
||||
processEvaluations = maxEvaluation
|
||||
}
|
||||
eg.Go(func() error {
|
||||
return study.Optimize(objective, processEvaluations)
|
||||
})
|
||||
maxEvaluation -= processEvaluations
|
||||
}
|
||||
if err := eg.Wait(); err != nil {
|
||||
return nil, err
|
||||
}
|
||||
close(trialFinishChan)
|
||||
<-allTrailFinishChan
|
||||
bar.Finish()
|
||||
|
||||
return &HyperparameterOptimizeReport{
|
||||
Name: o.StudyName,
|
||||
Objective: o.Config.Objective,
|
||||
Parameters: labelPaths,
|
||||
Best: buildBestHyperparameterOptimizeResult(study),
|
||||
Trials: buildHyperparameterOptimizeTrialResults(study),
|
||||
}, nil
|
||||
}
|
||||
73
pkg/optimizer/hyperparam.go
Normal file
73
pkg/optimizer/hyperparam.go
Normal file
|
|
@ -0,0 +1,73 @@
|
|||
package optimizer
|
||||
|
||||
import (
|
||||
"fmt"
|
||||
"github.com/c-bata/goptuna"
|
||||
jsonpatch "github.com/evanphx/json-patch/v5"
|
||||
)
|
||||
|
||||
type paramDomain interface {
|
||||
buildPatch(trail *goptuna.Trial) (jsonpatch.Patch, error)
|
||||
}
|
||||
|
||||
type paramDomainBase struct {
|
||||
label string
|
||||
path string
|
||||
}
|
||||
|
||||
type intRangeDomain struct {
|
||||
paramDomainBase
|
||||
min int
|
||||
max int
|
||||
}
|
||||
|
||||
func (d *intRangeDomain) buildPatch(trial *goptuna.Trial) (jsonpatch.Patch, error) {
|
||||
val, err := trial.SuggestInt(d.label, d.min, d.max)
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
jsonOp := []byte(reformatJson(fmt.Sprintf(`[{"op": "replace", "path": "%s", "value": %v }]`, d.path, val)))
|
||||
return jsonpatch.DecodePatch(jsonOp)
|
||||
}
|
||||
|
||||
type floatRangeDomain struct {
|
||||
paramDomainBase
|
||||
min float64
|
||||
max float64
|
||||
}
|
||||
|
||||
func (d *floatRangeDomain) buildPatch(trial *goptuna.Trial) (jsonpatch.Patch, error) {
|
||||
val, err := trial.SuggestFloat(d.label, d.min, d.max)
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
jsonOp := []byte(reformatJson(fmt.Sprintf(`[{"op": "replace", "path": "%s", "value": %v }]`, d.path, val)))
|
||||
return jsonpatch.DecodePatch(jsonOp)
|
||||
}
|
||||
|
||||
type stringDomain struct {
|
||||
paramDomainBase
|
||||
options []string
|
||||
}
|
||||
|
||||
func (d *stringDomain) buildPatch(trial *goptuna.Trial) (jsonpatch.Patch, error) {
|
||||
val, err := trial.SuggestCategorical(d.label, d.options)
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
jsonOp := []byte(reformatJson(fmt.Sprintf(`[{"op": "replace", "path": "%s", "value": "%v" }]`, d.path, val)))
|
||||
return jsonpatch.DecodePatch(jsonOp)
|
||||
}
|
||||
|
||||
type boolDomain struct {
|
||||
paramDomainBase
|
||||
}
|
||||
|
||||
func (d *boolDomain) buildPatch(trial *goptuna.Trial) (jsonpatch.Patch, error) {
|
||||
valStr, err := trial.SuggestCategorical(d.label, []string{"false", "true"})
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
jsonOp := []byte(reformatJson(fmt.Sprintf(`[{"op": "replace", "path": "%s", "value": %s }]`, d.path, valStr)))
|
||||
return jsonpatch.DecodePatch(jsonOp)
|
||||
}
|
||||
|
|
@ -1,6 +1,8 @@
|
|||
package optimizer
|
||||
|
||||
import (
|
||||
"bufio"
|
||||
"bytes"
|
||||
"context"
|
||||
"encoding/json"
|
||||
"fmt"
|
||||
|
|
@ -28,7 +30,7 @@ type BacktestTask struct {
|
|||
}
|
||||
|
||||
type Executor interface {
|
||||
// Execute(configJson []byte) (*backtest.SummaryReport, error)
|
||||
Execute(configJson []byte) (*backtest.SummaryReport, error)
|
||||
Run(ctx context.Context, taskC chan BacktestTask, bar *pb.ProgressBar) (chan BacktestTask, error)
|
||||
}
|
||||
|
||||
|
|
@ -53,7 +55,7 @@ func (e *LocalProcessExecutor) ExecuteAsync(configJson []byte) *AsyncHandle {
|
|||
|
||||
go func() {
|
||||
defer close(handle.Done)
|
||||
report, err := e.execute(configJson)
|
||||
report, err := e.Execute(configJson)
|
||||
handle.Error = err
|
||||
handle.Report = report
|
||||
}()
|
||||
|
|
@ -61,8 +63,8 @@ func (e *LocalProcessExecutor) ExecuteAsync(configJson []byte) *AsyncHandle {
|
|||
return handle
|
||||
}
|
||||
|
||||
func (e *LocalProcessExecutor) readReport(output []byte) (*backtest.SummaryReport, error) {
|
||||
summaryReportFilepath := strings.TrimSpace(string(output))
|
||||
func (e *LocalProcessExecutor) readReport(reportPath string) (*backtest.SummaryReport, error) {
|
||||
summaryReportFilepath := strings.TrimSpace(reportPath)
|
||||
_, err := os.Stat(summaryReportFilepath)
|
||||
if os.IsNotExist(err) {
|
||||
return nil, err
|
||||
|
|
@ -123,7 +125,7 @@ func (e *LocalProcessExecutor) Run(ctx context.Context, taskC chan BacktestTask,
|
|||
bar.Set("log", fmt.Sprintf("local worker #%d received param task: %v", id, task.Params))
|
||||
bar.Write()
|
||||
|
||||
report, err := e.execute(task.ConfigJson)
|
||||
report, err := e.Execute(task.ConfigJson)
|
||||
if err != nil {
|
||||
if err2, ok := err.(*exec.ExitError); ok {
|
||||
log.WithError(err).Errorf("execute error: %s", err2.Stderr)
|
||||
|
|
@ -144,9 +146,8 @@ func (e *LocalProcessExecutor) Run(ctx context.Context, taskC chan BacktestTask,
|
|||
return resultsC, nil
|
||||
}
|
||||
|
||||
// execute runs the config json and returns the summary report
|
||||
// this is a blocking operation
|
||||
func (e *LocalProcessExecutor) execute(configJson []byte) (*backtest.SummaryReport, error) {
|
||||
// Execute runs the config json and returns the summary report. This is a blocking operation.
|
||||
func (e *LocalProcessExecutor) Execute(configJson []byte) (*backtest.SummaryReport, error) {
|
||||
tf, err := jsonToYamlConfig(e.ConfigDir, configJson)
|
||||
if err != nil {
|
||||
return nil, err
|
||||
|
|
@ -155,10 +156,17 @@ func (e *LocalProcessExecutor) execute(configJson []byte) (*backtest.SummaryRepo
|
|||
c := exec.Command(e.Bin, "backtest", "--config", tf.Name(), "--output", e.OutputDir, "--subdir")
|
||||
output, err := c.Output()
|
||||
if err != nil {
|
||||
log.WithError(err).WithField("command", []string{e.Bin, "backtest", "--config", tf.Name(), "--output", e.OutputDir, "--subdir"}).Errorf("failed to execute backtest")
|
||||
return nil, err
|
||||
}
|
||||
|
||||
return e.readReport(output)
|
||||
// the last line is the report path
|
||||
scanner := bufio.NewScanner(bytes.NewBuffer(output))
|
||||
var reportFilePath string
|
||||
for scanner.Scan() {
|
||||
reportFilePath = scanner.Text()
|
||||
}
|
||||
return e.readReport(reportFilePath)
|
||||
}
|
||||
|
||||
// jsonToYamlConfig translate json format config into a YAML format config file
|
||||
|
|
|
|||
Loading…
Reference in New Issue
Block a user