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authorJonas Knobloch <jonas.knobloch@t-online.de>2026-04-17 16:07:14 +0200
committerJonas Knobloch <jonas.knobloch@t-online.de>2026-04-17 16:07:14 +0200
commit3fe37224ccc2500e7e767e5fc00163ef61182828 (patch)
tree7bd14e080c080b24026660beda42817a3c9dc77f
parent4d8f647bfb54899e3052931790e288da7af97050 (diff)
Add sander module
Diffstat
-rw-r--r--go.work1
-rw-r--r--go.work.sum151
-rw-r--r--llm/go.mod14
-rw-r--r--llm/go.sum21
-rw-r--r--research/lesci/go.mod14
-rw-r--r--research/lesci/go.sum21
-rw-r--r--research/sander/analyze.go49
-rw-r--r--research/sander/cmd/sander/main.go42
-rw-r--r--research/sander/experiment.go85
-rw-r--r--research/sander/extract.go52
-rw-r--r--research/sander/go.mod61
-rw-r--r--research/sander/go.sum175
-rw-r--r--research/sander/plot.go100
-rw-r--r--research/sander/reference.go59
-rw-r--r--tokenizer/bpe/validate.go43
15 files changed, 833 insertions, 55 deletions
diff --git a/go.work b/go.work
index 1c74e9c..801e7bf 100644
--- a/go.work
+++ b/go.work
@@ -7,6 +7,7 @@ use (
./mbpe
./onnx
./research/lesci
+ ./research/sander
./tensor
./tokenizer
./tui
diff --git a/go.work.sum b/go.work.sum
index 9c0868d..1e6d134 100644
--- a/go.work.sum
+++ b/go.work.sum
@@ -1,3 +1,5 @@
+atomicgo.dev/assert v0.0.2 h1:FiKeMiZSgRrZsPo9qn/7vmr7mCsh5SZyXY4YGYiYwrg=
+atomicgo.dev/assert v0.0.2/go.mod h1:ut4NcI3QDdJtlmAxQULOmA13Gz6e2DWbSAS8RUOmNYQ=
atomicgo.dev/cursor v0.2.0 h1:H6XN5alUJ52FZZUkI7AlJbUc1aW38GWZalpYRPpoPOw=
atomicgo.dev/cursor v0.2.0/go.mod h1:Lr4ZJB3U7DfPPOkbH7/6TOtJ4vFGHlgj1nc+n900IpU=
atomicgo.dev/keyboard v0.2.9 h1:tOsIid3nlPLZ3lwgG8KZMp/SFmr7P0ssEN5JUsm78K8=
@@ -11,16 +13,28 @@ cloud.google.com/go v0.34.0 h1:eOI3/cP2VTU6uZLDYAoic+eyzzB9YyGmJ7eIjl8rOPg=
cloud.google.com/go v0.34.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw=
cloud.google.com/go v0.121.0 h1:pgfwva8nGw7vivjZiRfrmglGWiCJBP+0OmDpenG/Fwg=
cloud.google.com/go v0.121.0/go.mod h1:rS7Kytwheu/y9buoDmu5EIpMMCI4Mb8ND4aeN4Vwj7Q=
+cloud.google.com/go/auth v0.16.0 h1:Pd8P1s9WkcrBE2n/PhAwKsdrR35V3Sg2II9B+ndM3CU=
+cloud.google.com/go/auth v0.16.0/go.mod h1:1howDHJ5IETh/LwYs3ZxvlkXF48aSqqJUM+5o02dNOI=
+cloud.google.com/go/auth/oauth2adapt v0.2.8 h1:keo8NaayQZ6wimpNSmW5OPc283g65QNIiLpZnkHRbnc=
+cloud.google.com/go/auth/oauth2adapt v0.2.8/go.mod h1:XQ9y31RkqZCcwJWNSx2Xvric3RrU88hAYYbjDWYDL+c=
cloud.google.com/go/compute v1.21.0 h1:JNBsyXVoOoNJtTQcnEY5uYpZIbeCTYIeDe0Xh1bySMk=
cloud.google.com/go/compute v1.21.0/go.mod h1:4tCnrn48xsqlwSAiLf1HXMQk8CONslYbdiEZc9FEIbM=
cloud.google.com/go/compute/metadata v0.2.3 h1:mg4jlk7mCAj6xXp9UJ4fjI9VUI5rubuGBW5aJ7UnBMY=
cloud.google.com/go/compute/metadata v0.2.3/go.mod h1:VAV5nSsACxMJvgaAuX6Pk2AawlZn8kiOGuCv6gTkwuA=
cloud.google.com/go/compute/metadata v0.9.0 h1:pDUj4QMoPejqq20dK0Pg2N4yG9zIkYGdBtwLoEkH9Zs=
cloud.google.com/go/compute/metadata v0.9.0/go.mod h1:E0bWwX5wTnLPedCKqk3pJmVgCBSM6qQI1yTBdEb3C10=
+cloud.google.com/go/iam v1.5.0 h1:QlLcVMhbLGOjRcGe6VTGGTyQib8dRLK2B/kYNV0+2xs=
+cloud.google.com/go/iam v1.5.0/go.mod h1:U+DOtKQltF/LxPEtcDLoobcsZMilSRwR7mgNL7knOpo=
+cloud.google.com/go/monitoring v1.24.0 h1:csSKiCJ+WVRgNkRzzz3BPoGjFhjPY23ZTcaenToJxMM=
+cloud.google.com/go/monitoring v1.24.0/go.mod h1:Bd1PRK5bmQBQNnuGwHBfUamAV1ys9049oEPHnn4pcsc=
+cloud.google.com/go/storage v1.52.0 h1:ROpzMW/IwipKtatA69ikxibdzQSiXJrY9f6IgBa9AlA=
+cloud.google.com/go/storage v1.52.0/go.mod h1:4wrBAbAYUvYkbrf19ahGm4I5kDQhESSqN3CGEkMGvOY=
codeberg.org/go-fonts/liberation v0.4.1/go.mod h1:Gu6FTZHMMpGxPBfc8WFL8RfwMYFTvG7TIFOMx8oM4B8=
codeberg.org/go-fonts/stix v0.3.0 h1:vHI1LmLWEcAdcf+5aRMtA1eYKJJ9ZjetVstBD/dRe1Q=
codeberg.org/go-fonts/stix v0.3.0/go.mod h1:1OSJSnA/PoHqbW2tjkkqTmNPp5xTtJQN2GRXJjO/+WA=
codeberg.org/go-latex/latex v0.0.1/go.mod h1:AiC91vVG2uURZRd4ZN1j3mAac0XBrLsxK6+ZNa7O9ok=
+codeberg.org/go-latex/latex v0.1.0/go.mod h1:LA0q/AyWIYrqVd+A9Upkgsb+IqPcmSTKc9Dny04MHMw=
+codeberg.org/go-pdf/fpdf v0.10.0/go.mod h1:Y0DGRAdZ0OmnZPvjbMp/1bYxmIPxm0ws4tfoPOc4LjU=
dmitri.shuralyov.com/gpu/mtl v0.0.0-20201218220906-28db891af037/go.mod h1:H6x//7gZCb22OMCxBHrMx7a5I7Hp++hsVxbQ4BYO7hU=
dmitri.shuralyov.com/gpu/mtl v0.0.0-20221208032759-85de2813cf6b h1:a26Bdkl2B9PmYN6vGXnnfB2UGKjz0Moif1aEg+xTd7M=
dmitri.shuralyov.com/gpu/mtl v0.0.0-20221208032759-85de2813cf6b/go.mod h1:H6x//7gZCb22OMCxBHrMx7a5I7Hp++hsVxbQ4BYO7hU=
@@ -41,6 +55,7 @@ gioui.org/x v0.2.0/go.mod h1:rCGN2nZ8ZHqrtseJoQxCMZpt2xrZUrdZ2WuMRLBJmYs=
git.sr.ht/~jackmordaunt/go-toast v1.0.0 h1:bbRox6VkotdOj3QcWimZQ84APoszIsA/pSIj8ypDdV8=
git.sr.ht/~jackmordaunt/go-toast v1.0.0/go.mod h1:aIuRX/HdBOz7yRS8rOVYQCwJQlFS7DbYBTpUV0SHeeg=
git.sr.ht/~sbinet/gg v0.5.0/go.mod h1:G2C0eRESqlKhS7ErsNey6HHrqU1PwsnCQlekFi9Q2Oo=
+git.sr.ht/~sbinet/gg v0.6.0/go.mod h1:uucygbfC9wVPQIfrmwM2et0imr8L7KQWywX0xpFMm94=
git.wow.st/gmp/jni v0.0.0-20210610011705-34026c7e22d0 h1:bGG/g4ypjrCJoSvFrP5hafr9PPB5aw8SjcOWWila7ZI=
git.wow.st/gmp/jni v0.0.0-20210610011705-34026c7e22d0/go.mod h1:+axXBRUTIDlCeE73IKeD/os7LoEnTKdkp8/gQOFjqyo=
github.com/BurntSushi/toml v0.3.1 h1:WXkYYl6Yr3qBf1K79EBnL4mak0OimBfB0XUf9Vl28OQ=
@@ -48,8 +63,21 @@ github.com/BurntSushi/xgb v0.0.0-20160522181843-27f122750802 h1:1BDTz0u9nC3//pOC
github.com/BurntSushi/xgb v0.0.0-20160522181843-27f122750802/go.mod h1:IVnqGOEym/WlBOVXweHU+Q+/VP0lqqI8lqeDx9IjBqo=
github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.30.0 h1:sBEjpZlNHzK1voKq9695PJSX2o5NEXl7/OL3coiIY0c=
github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.30.0/go.mod h1:P4WPRUkOhJC13W//jWpyfJNDAIpvRbAUIYLX/4jtlE0=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.51.0 h1:fYE9p3esPxA/C0rQ0AHhP0drtPXDRhaWiwg1DPqO7IU=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.51.0/go.mod h1:BnBReJLvVYx2CS/UHOgVz2BXKXD9wsQPxZug20nZhd0=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.51.0 h1:6/0iUd0xrnX7qt+mLNRwg5c0PGv8wpE8K90ryANQwMI=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.51.0/go.mod h1:otE2jQekW/PqXk1Awf5lmfokJx4uwuqcj1ab5SpGeW0=
github.com/Knetic/govaluate v3.0.1-0.20171022003610-9aa49832a739+incompatible h1:1G1pk05UrOh0NlF1oeaaix1x8XzrfjIDK47TY0Zehcw=
github.com/Knetic/govaluate v3.0.1-0.20171022003610-9aa49832a739+incompatible/go.mod h1:r7JcOSlj0wfOMncg0iLm8Leh48TZaKVeNIfJntJ2wa0=
+github.com/MarvinJWendt/testza v0.1.0/go.mod h1:7AxNvlfeHP7Z/hDQ5JtE3OKYT3XFUeLCDE2DQninSqs=
+github.com/MarvinJWendt/testza v0.2.1/go.mod h1:God7bhG8n6uQxwdScay+gjm9/LnO4D3kkcZX4hv9Rp8=
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+github.com/MarvinJWendt/testza v0.2.10/go.mod h1:pd+VWsoGUiFtq+hRKSU1Bktnn+DMCSrDrXDpX2bG66k=
+github.com/MarvinJWendt/testza v0.2.12/go.mod h1:JOIegYyV7rX+7VZ9r77L/eH6CfJHHzXjB69adAhzZkI=
+github.com/MarvinJWendt/testza v0.3.0/go.mod h1:eFcL4I0idjtIx8P9C6KkAuLgATNKpX4/2oUqKc6bF2c=
+github.com/MarvinJWendt/testza v0.4.2/go.mod h1:mSdhXiKH8sg/gQehJ63bINcCKp7RtYewEjXsvsVUPbE=
+github.com/MarvinJWendt/testza v0.5.2 h1:53KDo64C1z/h/d/stCYCPY69bt/OSwjq5KpFNwi+zB4=
+github.com/MarvinJWendt/testza v0.5.2/go.mod h1:xu53QFE5sCdjtMCKk8YMQ2MnymimEctc4n3EjyIYvEY=
github.com/Shopify/sarama v1.19.0 h1:9oksLxC6uxVPHPVYUmq6xhr1BOF/hHobWH2UzO67z1s=
github.com/Shopify/sarama v1.19.0/go.mod h1:FVkBWblsNy7DGZRfXLU0O9RCGt5g3g3yEuWXgklEdEo=
github.com/Shopify/toxiproxy v2.1.4+incompatible h1:TKdv8HiTLgE5wdJuEML90aBgNWsokNbMijUGhmcoBJc=
@@ -72,6 +100,7 @@ github.com/andybalholm/stroke v0.0.0-20221221101821-bd29b49d73f0 h1:uF5Q/hWnDU1X
github.com/andybalholm/stroke v0.0.0-20221221101821-bd29b49d73f0/go.mod h1:ccdDYaY5+gO+cbnQdFxEXqfy0RkoV25H3jLXUDNM3wg=
github.com/antlr4-go/antlr/v4 v4.13.1 h1:SqQKkuVZ+zWkMMNkjy5FZe5mr5WURWnlpmOuzYWrPrQ=
github.com/antlr4-go/antlr/v4 v4.13.1/go.mod h1:GKmUxMtwp6ZgGwZSva4eWPC5mS6vUAmOABFgjdkM7Nw=
+github.com/apache/arrow-go/v18 v18.4.1/go.mod h1:tLyFubsAl17bvFdUAy24bsSvA/6ww95Iqi67fTpGu3E=
github.com/apache/thrift v0.12.0/go.mod h1:cp2SuWMxlEZw2r+iP2GNCdIi4C1qmUzdZFSVb+bacwQ=
github.com/apache/thrift v0.13.0 h1:5hryIiq9gtn+MiLVn0wP37kb/uTeRZgN08WoCsAhIhI=
github.com/apache/thrift v0.13.0/go.mod h1:cp2SuWMxlEZw2r+iP2GNCdIi4C1qmUzdZFSVb+bacwQ=
@@ -83,6 +112,8 @@ github.com/armon/go-radix v0.0.0-20180808171621-7fddfc383310 h1:BUAU3CGlLvorLI26
github.com/armon/go-radix v0.0.0-20180808171621-7fddfc383310/go.mod h1:ufUuZ+zHj4x4TnLV4JWEpy2hxWSpsRywHrMgIH9cCH8=
github.com/aryann/difflib v0.0.0-20170710044230-e206f873d14a h1:pv34s756C4pEXnjgPfGYgdhg/ZdajGhyOvzx8k+23nw=
github.com/aryann/difflib v0.0.0-20170710044230-e206f873d14a/go.mod h1:DAHtR1m6lCRdSC2Tm3DSWRPvIPr6xNKyeHdqDQSQT+A=
+github.com/atomicgo/cursor v0.0.1 h1:xdogsqa6YYlLfM+GyClC/Lchf7aiMerFiZQn7soTOoU=
+github.com/atomicgo/cursor v0.0.1/go.mod h1:cBON2QmmrysudxNBFthvMtN32r3jxVRIvzkUiF/RuIk=
github.com/aws/aws-lambda-go v1.13.3 h1:SuCy7H3NLyp+1Mrfp+m80jcbi9KYWAs9/BXwppwRDzY=
github.com/aws/aws-lambda-go v1.13.3/go.mod h1:4UKl9IzQMoD+QF79YdCuzCwp8VbmG4VAQwij/eHl5CU=
github.com/aws/aws-sdk-go v1.27.0 h1:0xphMHGMLBrPMfxR2AmVjZKcMEESEgWF8Kru94BNByk=
@@ -128,6 +159,7 @@ github.com/cockroachdb/datadriven v0.0.0-20190809214429-80d97fb3cbaa h1:OaNxuTZr
github.com/cockroachdb/datadriven v0.0.0-20190809214429-80d97fb3cbaa/go.mod h1:zn76sxSg3SzpJ0PPJaLDCu+Bu0Lg3sKTORVIj19EIF8=
github.com/codahale/hdrhistogram v0.0.0-20161010025455-3a0bb77429bd h1:qMd81Ts1T2OTKmB4acZcyKaMtRnY5Y44NuXGX2GFJ1w=
github.com/codahale/hdrhistogram v0.0.0-20161010025455-3a0bb77429bd/go.mod h1:sE/e/2PUdi/liOCUjSTXgM1o87ZssimdTWN964YiIeI=
+github.com/containerd/console v1.0.3/go.mod h1:7LqA/THxQ86k76b8c/EMSiaJ3h1eZkMkXar0TQ1gf3U=
github.com/containerd/console v1.0.5 h1:R0ymNeydRqH2DmakFNdmjR2k0t7UPuiOV/N/27/qqsc=
github.com/containerd/console v1.0.5/go.mod h1:YynlIjWYF8myEu6sdkwKIvGQq+cOckRm6So2avqoYAk=
github.com/coreos/go-semver v0.2.0 h1:3Jm3tLmsgAYcjC+4Up7hJrFBPr+n7rAqYeSw/SZazuY=
@@ -141,6 +173,8 @@ github.com/cpuguy83/go-md2man/v2 v2.0.0-20190314233015-f79a8a8ca69d h1:U+s90UTSY
github.com/cpuguy83/go-md2man/v2 v2.0.0-20190314233015-f79a8a8ca69d/go.mod h1:maD7wRr/U5Z6m/iR4s+kqSMx2CaBsrgA7czyZG/E6dU=
github.com/creack/pty v1.1.7 h1:6pwm8kMQKCmgUg0ZHTm5+/YvRK0s3THD/28+T6/kk4A=
github.com/creack/pty v1.1.7/go.mod h1:lj5s0c3V2DBrqTV7llrYr5NG6My20zk30Fl46Y7DoTY=
+github.com/creack/pty v1.1.9 h1:uDmaGzcdjhF4i/plgjmEsriH11Y0o7RKapEf/LDaM3w=
+github.com/creack/pty v1.1.9/go.mod h1:oKZEueFk5CKHvIhNR5MUki03XCEU+Q6VDXinZuGJ33E=
github.com/creasty/defaults v1.8.0 h1:z27FJxCAa0JKt3utc0sCImAEb+spPucmKoOdLHvHYKk=
github.com/creasty/defaults v1.8.0/go.mod h1:iGzKe6pbEHnpMPtfDXZEr0NVxWnPTjb1bbDy08fPzYM=
github.com/davecgh/go-spew v1.1.0 h1:ZDRjVQ15GmhC3fiQ8ni8+OwkZQO4DARzQgrnXU1Liz8=
@@ -181,10 +215,14 @@ github.com/envoyproxy/protoc-gen-validate v1.2.1 h1:DEo3O99U8j4hBFwbJfrz9VtgcDfU
github.com/envoyproxy/protoc-gen-validate v1.2.1/go.mod h1:d/C80l/jxXLdfEIhX1W2TmLfsJ31lvEjwamM4DxlWXU=
github.com/esiqveland/notify v0.11.0 h1:0WJ/xW+3Ln8uRBYntG7f0XihXxnlOaQTdha1yyzXz30=
github.com/esiqveland/notify v0.11.0/go.mod h1:63UbVSaeJwF0LVJARHFuPgUAoM7o1BEvCZyknsuonBc=
+github.com/ettle/strcase v0.2.0 h1:fGNiVF21fHXpX1niBgk0aROov1LagYsOwV/xqKDKR/Q=
+github.com/ettle/strcase v0.2.0/go.mod h1:DajmHElDSaX76ITe3/VHVyMin4LWSJN5Z909Wp+ED1A=
github.com/fatih/color v1.7.0 h1:DkWD4oS2D8LGGgTQ6IvwJJXSL5Vp2ffcQg58nFV38Ys=
github.com/fatih/color v1.7.0/go.mod h1:Zm6kSWBoL9eyXnKyktHP6abPY2pDugNf5KwzbycvMj4=
github.com/fatih/color v1.15.0 h1:kOqh6YHBtK8aywxGerMG2Eq3H6Qgoqeo13Bk2Mv/nBs=
github.com/fatih/color v1.15.0/go.mod h1:0h5ZqXfHYED7Bhv2ZJamyIOUej9KtShiJESRwBDUSsw=
+github.com/felixge/httpsnoop v1.0.4 h1:NFTV2Zj1bL4mc9sqWACXbQFVBBg2W3GPvqp8/ESS2Wg=
+github.com/felixge/httpsnoop v1.0.4/go.mod h1:m8KPJKqk1gH5J9DgRY2ASl2lWCfGKXixSwevea8zH2U=
github.com/franela/goblin v0.0.0-20200105215937-c9ffbefa60db h1:gb2Z18BhTPJPpLQWj4T+rfKHYCHxRHCtRxhKKjRidVw=
github.com/franela/goblin v0.0.0-20200105215937-c9ffbefa60db/go.mod h1:7dvUGVsVBjqR7JHJk0brhHOZYGmfBYOrK0ZhYMEtBr4=
github.com/franela/goreq v0.0.0-20171204163338-bcd34c9993f8 h1:a9ENSRDFBUPkJ5lCgVZh26+ZbGyoVJG7yb5SSzF5H54=
@@ -267,16 +305,30 @@ github.com/golang/snappy v0.0.0-20180518054509-2e65f85255db/go.mod h1:/XxbfmMg8l
github.com/google/btree v0.0.0-20180813153112-4030bb1f1f0c/go.mod h1:lNA+9X1NB3Zf8V7Ke586lFgjr2dZNuvo3lPJSGZ5JPQ=
github.com/google/btree v1.0.0 h1:0udJVsspx3VBr5FwtLhQQtuAsVc79tTq0ocGIPAU6qo=
github.com/google/btree v1.0.0/go.mod h1:lNA+9X1NB3Zf8V7Ke586lFgjr2dZNuvo3lPJSGZ5JPQ=
+github.com/google/flatbuffers v25.2.10+incompatible/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=
github.com/google/go-cmp v0.5.5/go.mod h1:v8dTdLbMG2kIc/vJvl+f65V22dbkXbowE6jgT/gNBxE=
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github.com/google/gofuzz v1.0.0 h1:A8PeW59pxE9IoFRqBp37U+mSNaQoZ46F1f0f863XSXw=
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@@ -367,6 +419,11 @@ github.com/kballard/go-shellquote v0.0.0-20180428030007-95032a82bc51/go.mod h1:C
github.com/kisielk/errcheck v1.1.0 h1:ZqfnKyx9KGpRcW04j5nnPDgRgoXUeLh2YFBeFzphcA0=
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github.com/konsorten/go-windows-terminal-sequences v1.0.1 h1:mweAR1A6xJ3oS2pRaGiHgQ4OO8tzTaLawm8vnODuwDk=
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@@ -374,12 +431,16 @@ github.com/kr/logfmt v0.0.0-20140226030751-b84e30acd515 h1:T+h1c/A9Gawja4Y9mFVWj
github.com/kr/logfmt v0.0.0-20140226030751-b84e30acd515/go.mod h1:+0opPa2QZZtGFBFZlji/RkVcI2GknAs/DXo4wKdlNEc=
github.com/kr/pretty v0.1.0 h1:L/CwN0zerZDmRFUapSPitk6f+Q3+0za1rQkzVuMiMFI=
github.com/kr/pretty v0.1.0/go.mod h1:dAy3ld7l9f0ibDNOQOHHMYYIIbhfbHSm3C4ZsoJORNo=
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github.com/kr/pty v1.1.1 h1:VkoXIwSboBpnk99O/KFauAEILuNHv5DVFKZMBN/gUgw=
github.com/kr/pty v1.1.1/go.mod h1:pFQYn66WHrOpPYNljwOMqo10TkYh1fy3cYio2l3bCsQ=
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/kr/text v0.2.0 h1:5Nx0Ya0ZqY2ygV366QzturHI13Jq95ApcVaJBhpS+AY=
github.com/kr/text v0.2.0/go.mod h1:eLer722TekiGuMkidMxC/pM04lWEeraHUUmBw8l2grE=
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github.com/lightstep/lightstep-tracer-common/golang/gogo v0.0.0-20190605223551-bc2310a04743 h1:143Bb8f8DuGWck/xpNUOckBVYfFbBTnLevfRZ1aVVqo=
github.com/lightstep/lightstep-tracer-common/golang/gogo v0.0.0-20190605223551-bc2310a04743/go.mod h1:qklhhLq1aX+mtWk9cPHPzaBjWImj5ULL6C7HFJtXQMM=
github.com/lightstep/lightstep-tracer-go v0.18.1 h1:vi1F1IQ8N7hNWytK9DpJsUfQhGuNSc19z330K6vl4zk=
@@ -401,8 +462,11 @@ github.com/mattn/go-isatty v0.0.20 h1:xfD0iDuEKnDkl03q4limB+vH+GxLEtL/jb4xVJSWWE
github.com/mattn/go-isatty v0.0.20/go.mod h1:W+V8PltTTMOvKvAeJH7IuucS94S2C6jfK/D7dTCTo3Y=
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@@ -488,6 +552,8 @@ github.com/phpdave11/gofpdi v1.0.13/go.mod h1:vBmVV0Do6hSBHC8uKUQ71JGW+ZGQq74llk
github.com/pierrec/lz4 v1.0.2-0.20190131084431-473cd7ce01a1/go.mod h1:3/3N9NVKO0jef7pBehbT1qWhCMrIgbYNnFAZCqQ5LRc=
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github.com/pkg/errors v0.8.0/go.mod h1:bwawxfHBFNV+L2hUp1rHADufV3IMtnDRdf1r5NINEl0=
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github.com/pkg/errors v0.9.1 h1:FEBLx1zS214owpjy7qsBeixbURkuhQAwrK5UwLGTwt4=
@@ -496,6 +562,7 @@ github.com/pkg/profile v1.2.1 h1:F++O52m40owAmADcojzM+9gyjmMOY/T4oYJkgFDH8RE=
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github.com/posener/complete v1.1.1/go.mod h1:em0nMJCgc9GFtwrmVmEMR/ZL6WyhyjMBndrE9hABlRI=
github.com/prometheus/client_golang v0.9.1/go.mod h1:7SWBe2y4D6OKWSNQJUaRYU/AaXPKyh/dDVn+NZz0KFw=
@@ -518,12 +585,20 @@ github.com/prometheus/procfs v0.0.0-20190117184657-bf6a532e95b1/go.mod h1:c3At6R
github.com/prometheus/procfs v0.0.2/go.mod h1:TjEm7ze935MbeOT/UhFTIMYKhuLP4wbCsTZCD3I8kEA=
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github.com/rcrowley/go-metrics v0.0.0-20181016184325-3113b8401b8a h1:9ZKAASQSHhDYGoxY8uLVpewe1GDZ2vu2Tr/vTdVAkFQ=
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github.com/remyoudompheng/bigfft v0.0.0-20230129092748-24d4a6f8daec h1:W09IVJc94icq4NjY3clb7Lk8O1qJ8BdBEF8z0ibU0rE=
github.com/remyoudompheng/bigfft v0.0.0-20230129092748-24d4a6f8daec/go.mod h1:qqbHyh8v60DhA7CoWK5oRCqLrMHRGoxYCSS9EjAz6Eo=
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@@ -532,6 +607,8 @@ github.com/rogpeppe/go-internal v1.3.0 h1:RR9dF3JtopPvtkroDZuVD7qquD0bnHlKSqaQhg
github.com/rogpeppe/go-internal v1.3.0/go.mod h1:M8bDsm7K2OlrFYOpmOWEs/qY81heoFRclV5y23lUDJ4=
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github.com/rs/xid v1.2.1 h1:mhH9Nq+C1fY2l1XIpgxIiUOfNpRBYH1kKcr+qfKgjRc=
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github.com/rs/zerolog v1.21.0 h1:Q3vdXlfLNT+OftyBHsU0Y445MD+8m8axjKgf2si0QcM=
@@ -547,6 +624,8 @@ github.com/samuel/go-zookeeper v0.0.0-20190923202752-2cc03de413da h1:p3Vo3i64TCL
github.com/samuel/go-zookeeper v0.0.0-20190923202752-2cc03de413da/go.mod h1:gi+0XIa01GRL2eRQVjQkKGqKF3SF9vZR/HnPullcV2E=
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github.com/sean-/seed v0.0.0-20170313163322-e2103e2c3529/go.mod h1:DxrIzT+xaE7yg65j358z/aeFdxmN0P9QXhEzd20vsDc=
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github.com/shurcooL/sanitized_anchor_name v1.0.0 h1:PdmoCO6wvbs+7yrJyMORt4/BmY5IYyJwS/kOiWx8mHo=
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github.com/sirupsen/logrus v1.2.0/go.mod h1:LxeOpSwHxABJmUn/MG1IvRgCAasNZTLOkJPxbbu5VWo=
@@ -577,16 +656,25 @@ github.com/streadway/handy v0.0.0-20190108123426-d5acb3125c2a/go.mod h1:qNTQ5P5J
github.com/stretchr/objx v0.1.0/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME=
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+github.com/stretchr/testify v1.11.0/go.mod h1:wZwfW3scLgRK+23gO65QZefKpKQRnfz6sD981Nm4B6U=
github.com/substrait-io/substrait v0.78.1 h1:Dsn+kvFQdC2k/2XRVE2+aD88WNbE4miWed2AZTtkBoQ=
github.com/substrait-io/substrait v0.78.1/go.mod h1:MPFNw6sToJgpD5Z2rj0rQrdP/Oq8HG7Z2t3CAEHtkHw=
github.com/substrait-io/substrait-go v0.4.2 h1:buDnjsb3qAqTaNbOR7VKmNgXf4lYQxWEcnSGUWBtmN8=
github.com/substrait-io/substrait-go v0.4.2/go.mod h1:qhpnLmrcvAnlZsUyPXZRqldiHapPTXC3t7xFgDi3aQg=
+github.com/substrait-io/substrait-go/v4 v4.4.0 h1:mFArMNFxlOLyTuhPcaPzZCwYh6kUopTExTy7XOqtYBM=
+github.com/substrait-io/substrait-go/v4 v4.4.0/go.mod h1:GzpaFqO5VRtMkEjATgRxGK5p82OmEtCmszAVYxE+iWc=
github.com/substrait-io/substrait-go/v7 v7.2.2 h1:cp51u9ikUW6YjKZSV3tu6Pxeu48pkfcraYR9yG06chY=
github.com/substrait-io/substrait-go/v7 v7.2.2/go.mod h1:FVQ38NeDorflB3ogd8F9tjh9S1y8RDwwfSFm24/u9HY=
github.com/substrait-io/substrait-protobuf/go v0.78.1 h1:3MeQQ3DVN+KVILeMBw1z9pmLmQW9NmRiaVrgNZIwGP8=
@@ -606,12 +694,16 @@ github.com/urfave/cli v1.22.1 h1:+mkCCcOFKPnCmVYVcURKps1Xe+3zP90gSYGNfRkjoIY=
github.com/urfave/cli v1.22.1/go.mod h1:Gos4lmkARVdJ6EkW0WaNv/tZAAMe9V7XWyB60NtXRu0=
github.com/xiang90/probing v0.0.0-20190116061207-43a291ad63a2 h1:eY9dn8+vbi4tKz5Qo6v2eYzo7kUS51QINcR5jNpbZS8=
github.com/xiang90/probing v0.0.0-20190116061207-43a291ad63a2/go.mod h1:UETIi67q53MR2AWcXfiuqkDkRtnGDLqkBTpCHuJHxtU=
+github.com/xo/terminfo v0.0.0-20210125001918-ca9a967f8778/go.mod h1:2MuV+tbUrU1zIOPMxZ5EncGwgmMJsa+9ucAQZXxsObs=
github.com/xo/terminfo v0.0.0-20220910002029-abceb7e1c41e h1:JVG44RsyaB9T2KIHavMF/ppJZNG9ZpyihvCd0w101no=
github.com/xo/terminfo v0.0.0-20220910002029-abceb7e1c41e/go.mod h1:RbqR21r5mrJuqunuUZ/Dhy/avygyECGrLceyNeo4LiM=
github.com/yuin/goldmark v1.1.25/go.mod h1:3hX8gzYuyVAZsxl0MRgGTJEmQBFcNTphYh9decYSb74=
github.com/yuin/goldmark v1.2.1 h1:ruQGxdhGHe7FWOJPT0mKs5+pD2Xs1Bm/kdGlHO04FmM=
github.com/yuin/goldmark v1.4.13 h1:fVcFKWvrslecOb/tg+Cc05dkeYx540o0FuFt3nUVDoE=
github.com/yuin/goldmark v1.4.13/go.mod h1:6yULJ656Px+3vBD8DxQVa3kxgyrAnzto9xy5taEt/CY=
+github.com/zeebo/errs v1.4.0 h1:XNdoD/RRMKP7HD0UhJnIzUy74ISdGGxURlYG8HSWSfM=
+github.com/zeebo/errs v1.4.0/go.mod h1:sgbWHsvVuTPHcqJJGQ1WhI5KbWlHYz+2+2C/LSEtCw4=
+github.com/zeebo/xxh3 v1.0.2/go.mod h1:5NWz9Sef7zIDm2JHfFlcQvNekmcEl9ekUZQQKCYaDcA=
go.etcd.io/bbolt v1.3.3 h1:MUGmc65QhB3pIlaQ5bB4LwqSj6GIonVJXpZiaKNyaKk=
go.etcd.io/bbolt v1.3.3/go.mod h1:IbVyRI1SCnLcuJnV2u8VeU0CEYM7e686BmAb1XKL+uU=
go.etcd.io/etcd v0.0.0-20191023171146-3cf2f69b5738 h1:VcrIfasaLFkyjk6KNlXQSzO+B0fZcnECiDrKJsfxka0=
@@ -622,6 +714,10 @@ go.opencensus.io v0.22.2 h1:75k/FF0Q2YM8QYo07VPddOLBslDt1MZOdEslOHvmzAs=
go.opencensus.io v0.22.2/go.mod h1:yxeiOL68Rb0Xd1ddK5vPZ/oVn4vY4Ynel7k9FzqtOIw=
go.opentelemetry.io/contrib/detectors/gcp v1.38.0 h1:ZoYbqX7OaA/TAikspPl3ozPI6iY6LiIY9I8cUfm+pJs=
go.opentelemetry.io/contrib/detectors/gcp v1.38.0/go.mod h1:SU+iU7nu5ud4oCb3LQOhIZ3nRLj6FNVrKgtflbaf2ts=
+go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.60.0 h1:x7wzEgXfnzJcHDwStJT+mxOz4etr2EcexjqhBvmoakw=
+go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.60.0/go.mod h1:rg+RlpR5dKwaS95IyyZqj5Wd4E13lk/msnTS0Xl9lJM=
+go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.60.0 h1:sbiXRNDSWJOTobXh5HyQKjq6wUC5tNybqjIqDpAY4CU=
+go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.60.0/go.mod h1:69uWxva0WgAA/4bu2Yy70SLDBwZXuQ6PbBpbsa5iZrQ=
go.opentelemetry.io/otel v0.20.0 h1:eaP0Fqu7SXHwvjiqDq83zImeehOHX8doTvU9AwXON8g=
go.opentelemetry.io/otel v0.20.0/go.mod h1:Y3ugLH2oa81t5QO+Lty+zXf8zC9L26ax4Nzoxm/dooo=
go.opentelemetry.io/otel/metric v0.20.0 h1:4kzhXFP+btKm4jwxpjIqjs41A7MakRFUS86bqLHTIw8=
@@ -662,6 +758,7 @@ golang.org/x/exp v0.0.0-20190121172915-509febef88a4/go.mod h1:CJ0aWSM057203Lf6IL
golang.org/x/exp v0.0.0-20190731235908-ec7cb31e5a56/go.mod h1:JhuoJpWY28nO4Vef9tZUw9qufEGTyX1+7lmHxV5q5G4=
golang.org/x/exp v0.0.0-20210722180016-6781d3edade3/go.mod h1:DVyR6MI7P4kEQgvZJSj1fQGrWIi2RzIrfYWycwheUAc=
golang.org/x/exp v0.0.0-20221012211006-4de253d81b95/go.mod h1:cyybsKvd6eL0RnXn6p/Grxp8F5bW7iYuBgsNCOHpMYE=
+golang.org/x/exp v0.0.0-20250408133849-7e4ce0ab07d0/go.mod h1:S9Xr4PYopiDyqSyp5NjCrhFrqg6A5zA2E/iPHPhqnS8=
golang.org/x/exp/shiny v0.0.0-20220827204233-334a2380cb91/go.mod h1:VjAR7z0ngyATZTELrBSkxOOHhhlnVUxDye4mcjx5h/8=
golang.org/x/exp/shiny v0.0.0-20240707233637-46b078467d37/go.mod h1:3F+MieQB7dRYLTmnncoFbb1crS5lfQoTfDgQy6K4N0o=
golang.org/x/exp/shiny v0.0.0-20241009180824-f66d83c29e7c h1:jTMrjjZRcSH/BDxWhXCP6OWsfVgmnwI7J+F4/nyVXaU=
@@ -674,6 +771,7 @@ golang.org/x/image v0.5.0/go.mod h1:FVC7BI/5Ym8R25iw5OLsgshdUBbT1h5jZTpA+mvAdZ4=
golang.org/x/image v0.14.0/go.mod h1:HUYqC05R2ZcZ3ejNQsIHQDQiwWM4JBqmm6MKANTp4LE=
golang.org/x/image v0.15.0/go.mod h1:HUYqC05R2ZcZ3ejNQsIHQDQiwWM4JBqmm6MKANTp4LE=
golang.org/x/image v0.18.0/go.mod h1:4yyo5vMFQjVjUcVk4jEQcU9MGy/rulF5WvUILseCM2E=
+golang.org/x/image v0.25.0/go.mod h1:tCAmOEGthTtkalusGp1g3xa2gke8J6c2N565dTyl9Rs=
golang.org/x/image v0.30.0/go.mod h1:SAEUTxCCMWSrJcCy/4HwavEsfZZJlYxeHLc6tTiAe/c=
golang.org/x/lint v0.0.0-20181026193005-c67002cb31c3/go.mod h1:UVdnD1Gm6xHRNCYTkRU2/jEulfH38KcIWyp/GAMgvoE=
golang.org/x/lint v0.0.0-20190227174305-5b3e6a55c961/go.mod h1:wehouNa3lNwaWXcvxsM5YxQ5yQlVC4a0KAMCusXpPoU=
@@ -692,6 +790,7 @@ golang.org/x/mod v0.1.1-0.20191209134235-331c550502dd/go.mod h1:s0Qsj1ACt9ePp/hM
golang.org/x/mod v0.2.0/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA=
golang.org/x/mod v0.4.2/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA=
golang.org/x/mod v0.6.0-dev.0.20220419223038-86c51ed26bb4/go.mod h1:jJ57K6gSWd91VN4djpZkiMVwK6gcyfeH4XE8wZrZaV4=
+golang.org/x/mod v0.8.0/go.mod h1:iBbtSCu2XBx23ZKBPSOrRkjjQPZFPuis4dIYUhu/chs=
golang.org/x/mod v0.17.0 h1:zY54UmvipHiNd+pm+m0x9KhZ9hl1/7QNMyxXbc6ICqA=
golang.org/x/mod v0.17.0/go.mod h1:hTbmBsO62+eylJbnUtE2MGJUyE7QWk4xUqPFrRgJ+7c=
golang.org/x/mod v0.21.0/go.mod h1:6SkKJ3Xj0I0BrPOZoBy3bdMptDDU9oJrpohJ3eWZ1fY=
@@ -699,7 +798,7 @@ golang.org/x/mod v0.23.0/go.mod h1:6SkKJ3Xj0I0BrPOZoBy3bdMptDDU9oJrpohJ3eWZ1fY=
golang.org/x/mod v0.24.0/go.mod h1:IXM97Txy2VM4PJ3gI61r1YEk/gAj6zAHN3AdZt6S9Ww=
golang.org/x/mod v0.27.0/go.mod h1:rWI627Fq0DEoudcK+MBkNkCe0EetEaDSwJJkCcjpazc=
golang.org/x/mod v0.31.0/go.mod h1:43JraMp9cGx1Rx3AqioxrbrhNsLl2l/iNAvuBkrezpg=
-golang.org/x/mod v0.33.0/go.mod h1:swjeQEj+6r7fODbD2cqrnje9PnziFuw4bmLbBZFrQ5w=
+golang.org/x/mod v0.32.0/go.mod h1:SgipZ/3h2Ci89DlEtEXWUk/HteuRin+HHhN+WbNhguU=
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=
@@ -718,7 +817,8 @@ golang.org/x/net v0.0.0-20200226121028-0de0cce0169b/go.mod h1:z5CRVTTTmAJ677TzLL
golang.org/x/net v0.0.0-20201021035429-f5854403a974 h1:IX6qOQeG5uLjB/hjjwjedwfjND0hgjPMMyO1RoIXQNI=
golang.org/x/net v0.0.0-20210226172049-e18ecbb05110/go.mod h1:m0MpNAwzfU5UDzcl9v0D8zg8gWTRqZa9RBIspLL5mdg=
golang.org/x/net v0.0.0-20220722155237-a158d28d115b/go.mod h1:XRhObCWvk6IyKnWLug+ECip1KBveYUHfp+8e9klMJ9c=
-golang.org/x/net v0.50.0/go.mod h1:UgoSli3F/pBgdJBHCTc+tp3gmrU4XswgGRgtnwWTfyM=
+golang.org/x/net v0.6.0/go.mod h1:2Tu9+aMcznHK/AK1HMvgo6xiTLG5rD5rZLDS+rp2Bjs=
+golang.org/x/net v0.49.0/go.mod h1:/ysNB2EvaqvesRkuLAyjI1ycPZlQHM3q01F02UY/MV8=
golang.org/x/oauth2 v0.0.0-20180821212333-d2e6202438be/go.mod h1:N/0e6XlmueqKjAGxoOufVs8QHGRruUQn6yWY3a++T0U=
golang.org/x/oauth2 v0.0.0-20190226205417-e64efc72b421 h1:Wo7BWFiOk0QRFMLYMqJGFMd9CgUAcGx7V+qEg/h5IBI=
golang.org/x/oauth2 v0.0.0-20190226205417-e64efc72b421/go.mod h1:gOpvHmFTYa4IltrdGE7lF6nIHvwfUNPOp7c8zoXwtLw=
@@ -732,13 +832,14 @@ golang.org/x/sync v0.0.0-20181221193216-37e7f081c4d4/go.mod h1:RxMgew5VJxzue5/jJ
golang.org/x/sync v0.0.0-20190227155943-e225da77a7e6/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
golang.org/x/sync v0.0.0-20190911185100-cd5d95a43a6e/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
golang.org/x/sync v0.0.0-20220722155255-886fb9371eb4/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
+golang.org/x/sync v0.1.0/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
golang.org/x/sync v0.8.0/go.mod h1:Czt+wKu1gCyEFDUtn0jG5QVvpJ6rzVqr5aXyt9drQfk=
golang.org/x/sync v0.11.0 h1:GGz8+XQP4FvTTrjZPzNKTMFtSXH80RAzG+5ghFPgK9w=
golang.org/x/sync v0.11.0/go.mod h1:Czt+wKu1gCyEFDUtn0jG5QVvpJ6rzVqr5aXyt9drQfk=
golang.org/x/sync v0.12.0/go.mod h1:1dzgHSNfp02xaA81J2MS99Qcpr2w7fw1gpm99rleRqA=
golang.org/x/sync v0.13.0/go.mod h1:1dzgHSNfp02xaA81J2MS99Qcpr2w7fw1gpm99rleRqA=
golang.org/x/sync v0.16.0/go.mod h1:1dzgHSNfp02xaA81J2MS99Qcpr2w7fw1gpm99rleRqA=
-golang.org/x/sync v0.20.0/go.mod h1:9xrNwdLfx4jkKbNva9FpL6vEN7evnE43NNNJQ2LF3+0=
+golang.org/x/sync v0.19.0/go.mod h1:9KTHXmSnoGruLpwFjVSX0lNNA75CykiMECbovNTZqGI=
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=
golang.org/x/sys v0.0.0-20180905080454-ebe1bf3edb33/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
@@ -754,20 +855,32 @@ golang.org/x/sys v0.0.0-20190826190057-c7b8b68b1456/go.mod h1:h1NjWce9XRLGQEsW7w
golang.org/x/sys v0.0.0-20191026070338-33540a1f6037/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
golang.org/x/sys v0.0.0-20191220142924-d4481acd189f/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
golang.org/x/sys v0.0.0-20201119102817-f84b799fce68/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
+golang.org/x/sys v0.0.0-20210124154548-22da62e12c0c/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
+golang.org/x/sys v0.0.0-20210330210617-4fbd30eecc44/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
golang.org/x/sys v0.0.0-20210615035016-665e8c7367d1/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
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golang.org/x/sys v0.15.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
golang.org/x/sys v0.22.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
golang.org/x/sys v0.26.0 h1:KHjCJyddX0LoSTb3J+vWpupP9p0oznkqVk/IfjymZbo=
golang.org/x/sys v0.26.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
golang.org/x/sys v0.30.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
-golang.org/x/sys v0.41.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
-golang.org/x/telemetry v0.0.0-20260209163413-e7419c687ee4/go.mod h1:g5NllXBEermZrmR51cJDQxmJUHUOfRAaNyWBM+R+548=
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golang.org/x/term v0.0.0-20210927222741-03fcf44c2211/go.mod h1:jbD1KX2456YbFQfuXm/mYQcufACuNUgVhRMnK/tPxf8=
+golang.org/x/term v0.5.0/go.mod h1:jMB1sMXY+tzblOD4FWmEbocvup2/aLOaQEp7JmGp78k=
golang.org/x/term v0.39.0 h1:RclSuaJf32jOqZz74CkPA9qFuVTX7vhLlpfj/IGWlqY=
golang.org/x/term v0.39.0/go.mod h1:yxzUCTP/U+FzoxfdKmLaA0RV1WgE0VY7hXBwKtY/4ww=
golang.org/x/term v0.40.0 h1:36e4zGLqU4yhjlmxEaagx2KuYbJq3EwY8K943ZsHcvg=
@@ -776,12 +889,17 @@ golang.org/x/text v0.3.2/go.mod h1:bEr9sfX3Q8Zfm5fL9x+3itogRgK3+ptLWKqgva+5dAk=
golang.org/x/text v0.3.6/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
golang.org/x/text v0.3.7/go.mod h1:u+2+/6zg+i71rQMx5EYifcz6MCKuco9NR6JIITiCfzQ=
golang.org/x/text v0.7.0/go.mod h1:mrYo+phRRbMaCq/xk9113O4dZlRixOauAjOtrjsXDZ8=
+golang.org/x/text v0.9.0/go.mod h1:e1OnstbJyHTd6l/uOt8jFFHp6TRDWZR/bV3emEE/zU8=
golang.org/x/text v0.16.0/go.mod h1:GhwF1Be+LQoKShO3cGOHzqOgRrGaYc9AvblQOmPVHnI=
golang.org/x/text v0.23.0/go.mod h1:/BLNzu4aZCJ1+kcD0DNRotWKage4q2rGVAg4o22unh4=
golang.org/x/text v0.28.0/go.mod h1:U8nCwOR8jO/marOQ0QbDiOngZVEBB7MAiitBuMjXiNU=
+golang.org/x/text v0.33.0/go.mod h1:LuMebE6+rBincTi9+xWTY8TztLzKHc/9C1uBCG27+q8=
+golang.org/x/text v0.34.0/go.mod h1:homfLqTYRFyVYemLBFl5GgL/DWEiH5wcsQ5gSh1yziA=
golang.org/x/time v0.0.0-20180412165947-fbb02b2291d2/go.mod h1:tRJNPiyCQ0inRvYxbN9jk5I+vvW/OXSQhTDSoE431IQ=
golang.org/x/time v0.0.0-20191024005414-555d28b269f0 h1:/5xXl8Y5W96D+TtHSlonuFqGHIWVuyCkGJLwGh9JJFs=
golang.org/x/time v0.0.0-20191024005414-555d28b269f0/go.mod h1:tRJNPiyCQ0inRvYxbN9jk5I+vvW/OXSQhTDSoE431IQ=
+golang.org/x/time v0.11.0 h1:/bpjEDfN9tkoN/ryeYHnv5hcMlc8ncjMcM4XBk5NWV0=
+golang.org/x/time v0.11.0/go.mod h1:CDIdPxbZBQxdj6cxyCIdrNogrJKMJ7pr37NYpMcMDSg=
golang.org/x/tools v0.0.0-20180221164845-07fd8470d635/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
golang.org/x/tools v0.0.0-20180828015842-6cd1fcedba52/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
golang.org/x/tools v0.0.0-20190114222345-bf090417da8b/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
@@ -799,6 +917,7 @@ golang.org/x/tools v0.0.0-20200113040837-eac381796e91/go.mod h1:TB2adYChydJhpapK
golang.org/x/tools v0.0.0-20200117012304-6edc0a871e69/go.mod h1:TB2adYChydJhpapKDTa4BR/hXlZSLoq2Wpct/0txZ28=
golang.org/x/tools v0.0.0-20200317205521-2944c61d58b4/go.mod h1:Sl4aGygMT6LrqrWclx+PTx3U+LnKx/seiNR+3G19Ar8=
golang.org/x/tools v0.1.12/go.mod h1:hNGJHUnrk76NpqgfD5Aqm5Crs+Hm0VOH/i9J2+nxYbc=
+golang.org/x/tools v0.6.0/go.mod h1:Xwgl3UAJ/d3gWutnCtw505GrjyAbvKui8lOU390QaIU=
golang.org/x/tools v0.21.1-0.20240508182429-e35e4ccd0d2d h1:vU5i/LfpvrRCpgM/VPfJLg5KjxD3E+hfT1SH+d9zLwg=
golang.org/x/tools v0.21.1-0.20240508182429-e35e4ccd0d2d/go.mod h1:aiJjzUbINMkxbQROHiO6hDPo2LHcIPhhQsa9DLh0yGk=
golang.org/x/tools v0.26.0/go.mod h1:TPVVj70c7JJ3WCazhD8OdXcZg/og+b9+tH/KxylGwH0=
@@ -806,17 +925,21 @@ golang.org/x/tools v0.30.0/go.mod h1:c347cR/OJfw5TI+GfX7RUPNMdDRRbjvYTS0jPyvsVtY
golang.org/x/tools v0.32.0/go.mod h1:ZxrU41P/wAbZD8EDa6dDCa6XfpkhJ7HFMjHJXfBDu8s=
golang.org/x/tools v0.36.0/go.mod h1:WBDiHKJK8YgLHlcQPYQzNCkUxUypCaa5ZegCVutKm+s=
golang.org/x/tools v0.40.0/go.mod h1:Ik/tzLRlbscWpqqMRjyWYDisX8bG13FrdXp3o4Sr9lc=
-golang.org/x/tools v0.42.0/go.mod h1:Ma6lCIwGZvHK6XtgbswSoWroEkhugApmsXyrUmBhfr0=
+golang.org/x/tools v0.41.0/go.mod h1:XSY6eDqxVNiYgezAVqqCeihT4j1U2CCsqvH3WhQpnlg=
golang.org/x/tools/go/expect v0.1.1-deprecated h1:jpBZDwmgPhXsKZC6WhL20P4b/wmnpsEAGHaNy0n/rJM=
golang.org/x/tools/go/expect v0.1.1-deprecated/go.mod h1:eihoPOH+FgIqa3FpoTwguz/bVUSGBlGQU67vpBeOrBY=
golang.org/x/tools/go/packages/packagestest v0.1.1-deprecated h1:1h2MnaIAIXISqTFKdENegdpAgUXz6NrPEsbIeWaBRvM=
golang.org/x/tools/go/packages/packagestest v0.1.1-deprecated/go.mod h1:RVAQXBGNv1ib0J382/DPCRS/BPnsGebyM1Gj5VSDpG8=
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=
+gonum.org/v1/gonum v0.16.0/go.mod h1:fef3am4MQ93R2HHpKnLk4/Tbh/s0+wqD5nfa6Pnwy4E=
+gonum.org/v1/plot v0.15.2/go.mod h1:DX+x+DWso3LTha+AdkJEv5Txvi+Tql3KAGkehP0/Ubg=
gonum.org/v1/tools v0.0.0-20200318103217-c168b003ce8c h1:cJWOvXtcaFSGXz2F4z2AMM0VV7edDDGrxb5GLQH7ayQ=
gonum.org/v1/tools v0.0.0-20200318103217-c168b003ce8c/go.mod h1:fy6Otjqbk477ELp8IXTpw1cObQtLbRCBVonY+bTTfcM=
google.golang.org/api v0.3.1 h1:oJra/lMfmtm13/rgY/8i3MzjFWYXvQIAKjQ3HqofMk8=
google.golang.org/api v0.3.1/go.mod h1:6wY9I6uQWHQ8EM57III9mq/AjF+i8G65rmVagqKMtkk=
+google.golang.org/api v0.230.0 h1:2u1hni3E+UXAXrONrrkfWpi/V6cyKVAbfGVeGtC3OxM=
+google.golang.org/api v0.230.0/go.mod h1:aqvtoMk7YkiXx+6U12arQFExiRV9D/ekvMCwCd/TksQ=
google.golang.org/appengine v1.1.0/go.mod h1:EbEs0AVv82hx2wNQdGPgUI5lhzA/G0D9YwlJXL52JkM=
google.golang.org/appengine v1.2.0/go.mod h1:xpcJRLb0r/rnEns0DIKYYv+WjYCduHsrkT7/EB5XEv4=
google.golang.org/appengine v1.4.0 h1:/wp5JvzpHIxhs/dumFmF7BXTf3Z+dd4uXta4kVyO508=
@@ -831,6 +954,8 @@ google.golang.org/genproto v0.0.0-20190819201941-24fa4b261c55 h1:gSJIx1SDwno+2El
google.golang.org/genproto v0.0.0-20190819201941-24fa4b261c55/go.mod h1:DMBHOl98Agz4BDEuKkezgsaosCRResVns1a3J2ZsMNc=
google.golang.org/genproto v0.0.0-20230920204549-e6e6cdab5c13 h1:vlzZttNJGVqTsRFU9AmdnrcO1Znh8Ew9kCD//yjigk0=
google.golang.org/genproto v0.0.0-20230920204549-e6e6cdab5c13/go.mod h1:CCviP9RmpZ1mxVr8MUjCnSiY09IbAXZxhLE6EhHIdPU=
+google.golang.org/genproto v0.0.0-20250303144028-a0af3efb3deb h1:ITgPrl429bc6+2ZraNSzMDk3I95nmQln2fuPstKwFDE=
+google.golang.org/genproto v0.0.0-20250303144028-a0af3efb3deb/go.mod h1:sAo5UzpjUwgFBCzupwhcLcxHVDK7vG5IqI30YnwX2eE=
google.golang.org/genproto/googleapis/api v0.0.0-20230711160842-782d3b101e98 h1:FmF5cCW94Ij59cfpoLiwTgodWmm60eEV0CjlsVg2fuw=
google.golang.org/genproto/googleapis/api v0.0.0-20230711160842-782d3b101e98/go.mod h1:rsr7RhLuwsDKL7RmgDDCUc6yaGr1iqceVb5Wv6f6YvQ=
google.golang.org/genproto/googleapis/api v0.0.0-20251029180050-ab9386a59fda h1:+2XxjfsAu6vqFxwGBRcHiMaDCuZiqXGDUDVWVtrFAnE=
@@ -852,6 +977,9 @@ gopkg.in/alecthomas/kingpin.v2 v2.2.6/go.mod h1:FMv+mEhP44yOT+4EoQTLFTRgOQ1FBLks
gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
gopkg.in/check.v1 v1.0.0-20180628173108-788fd7840127 h1:qIbj1fsPNlZgppZ+VLlY7N33q108Sa+fhmuc+sWQYwY=
gopkg.in/check.v1 v1.0.0-20180628173108-788fd7840127/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
+gopkg.in/check.v1 v1.0.0-20190902080502-41f04d3bba15/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
+gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c h1:Hei/4ADfdWqJk1ZMxUNpqntNwaWcugrBjAiHlqqRiVk=
+gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c/go.mod h1:JHkPIbrfpd72SG/EVd6muEfDQjcINNoR0C8j2r3qZ4Q=
gopkg.in/cheggaaa/pb.v1 v1.0.25 h1:Ev7yu1/f6+d+b3pi5vPdRPc6nNtP1umSfcWiEfRqv6I=
gopkg.in/cheggaaa/pb.v1 v1.0.25/go.mod h1:V/YB90LKu/1FcN3WVnfiiE5oMCibMjukxqG/qStrOgw=
gopkg.in/errgo.v2 v2.1.0 h1:0vLT13EuvQ0hNvakwLuFZ/jYrLp5F3kcWHXdRggjCE8=
@@ -870,19 +998,30 @@ gopkg.in/yaml.v2 v2.0.0-20170812160011-eb3733d160e7/go.mod h1:JAlM8MvJe8wmxCU4Bl
gopkg.in/yaml.v2 v2.2.1/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI=
gopkg.in/yaml.v2 v2.2.2 h1:ZCJp+EgiOT7lHqUV2J862kp8Qj64Jo6az82+3Td9dZw=
gopkg.in/yaml.v2 v2.2.2/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI=
+gopkg.in/yaml.v2 v2.2.4 h1:/eiJrUcujPVeJ3xlSWaiNi3uSVmDGBK1pDHUHAnao1I=
+gopkg.in/yaml.v2 v2.2.4/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI=
gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c h1:dUUwHk2QECo/6vqA44rthZ8ie2QXMNeKRTHCNY2nXvo=
gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
+gopkg.in/yaml.v3 v3.0.0-20210107192922-496545a6307b/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
honnef.co/go/tools v0.0.0-20180728063816-88497007e858/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4=
honnef.co/go/tools v0.0.0-20190102054323-c2f93a96b099/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4=
honnef.co/go/tools v0.0.0-20190523083050-ea95bdfd59fc/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4=
honnef.co/go/tools v0.0.1-2019.2.3/go.mod h1:a3bituU0lyd329TUQxRnasdCoJDkEUEAqEt0JzvZhAg=
honnef.co/go/tools v0.1.3 h1:qTakTkI6ni6LFD5sBwwsdSO+AQqbSIxOauHTTQKZ/7o=
+lukechampine.com/uint128 v1.2.0 h1:mBi/5l91vocEN8otkC5bDLhi2KdCticRiwbdB0O+rjI=
+lukechampine.com/uint128 v1.2.0/go.mod h1:c4eWIwlEGaxC/+H1VguhU4PHXNWDCDMUlWdIWl2j1gk=
lukechampine.com/uint128 v1.3.0 h1:cDdUVfRwDUDovz610ABgFD17nXD4/uDgVHl2sC3+sbo=
lukechampine.com/uint128 v1.3.0/go.mod h1:c4eWIwlEGaxC/+H1VguhU4PHXNWDCDMUlWdIWl2j1gk=
modernc.org/cc/v3 v3.40.0 h1:P3g79IUS/93SYhtoeaHW+kRCIrYaxJ27MFPv+7kaTOw=
modernc.org/cc/v3 v3.40.0/go.mod h1:/bTg4dnWkSXowUO6ssQKnOV0yMVxDYNIsIrzqTFDGH0=
+modernc.org/cc/v3 v3.41.0 h1:QoR1Sn3YWlmA1T4vLaKZfawdVtSiGx8H+cEojbC7v1Q=
+modernc.org/cc/v3 v3.41.0/go.mod h1:Ni4zjJYJ04CDOhG7dn640WGfwBzfE0ecX8TyMB0Fv0Y=
modernc.org/ccgo/v3 v3.16.13 h1:Mkgdzl46i5F/CNR/Kj80Ri59hC8TKAhZrYSaqvkwzUw=
modernc.org/ccgo/v3 v3.16.13/go.mod h1:2Quk+5YgpImhPjv2Qsob1DnZ/4som1lJTodubIcoUkY=
+modernc.org/ccgo/v3 v3.16.15 h1:KbDR3ZAVU+wiLyMESPtbtE/Add4elztFyfsWoNTgxS0=
+modernc.org/ccgo/v3 v3.16.15/go.mod h1:yT7B+/E2m43tmMOT51GMoM98/MtHIcQQSleGnddkUNI=
+modernc.org/fileutil v1.3.0 h1:gQ5SIzK3H9kdfai/5x41oQiKValumqNTDXMvKo62HvE=
+modernc.org/fileutil v1.3.0/go.mod h1:XatxS8fZi3pS8/hKG2GH/ArUogfxjpEKs3Ku3aK4JyQ=
modernc.org/gc/v3 v3.0.0-20240107210532-573471604cb6 h1:5D53IMaUuA5InSeMu9eJtlQXS2NxAhyWQvkKEgXZhHI=
modernc.org/gc/v3 v3.0.0-20240107210532-573471604cb6/go.mod h1:Qz0X07sNOR1jWYCrJMEnbW/X55x206Q7Vt4mz6/wHp4=
modernc.org/libc v1.22.4 h1:wymSbZb0AlrjdAVX3cjreCHTPCpPARbQXNz6BHPzdwQ=
diff --git a/llm/go.mod b/llm/go.mod
index cf34d2e..bdcbd59 100644
--- a/llm/go.mod
+++ b/llm/go.mod
@@ -3,7 +3,7 @@ module go.jknobloc.com/x/llm
go 1.25.0
require (
- github.com/duckdb/duckdb-go/v2 v2.10500.0
+ github.com/duckdb/duckdb-go/v2 v2.10501.0
go.jknobloc.com/x/dataset v0.0.0-20260316162507-b3c48d34e3b5
go.jknobloc.com/x/gpt2 v0.0.0-20260316162507-b3c48d34e3b5
go.jknobloc.com/x/tokenizer v0.0.0-20260324194423-87bbece7e040
@@ -20,12 +20,12 @@ require (
github.com/apache/arrow-go/v18 v18.5.1 // indirect
github.com/apache/thrift v0.22.0 // indirect
github.com/cespare/xxhash/v2 v2.3.0 // indirect
- github.com/duckdb/duckdb-go-bindings v0.10500.0 // indirect
- github.com/duckdb/duckdb-go-bindings/lib/darwin-amd64 v0.10500.0 // indirect
- github.com/duckdb/duckdb-go-bindings/lib/darwin-arm64 v0.10500.0 // indirect
- github.com/duckdb/duckdb-go-bindings/lib/linux-amd64 v0.10500.0 // indirect
- github.com/duckdb/duckdb-go-bindings/lib/linux-arm64 v0.10500.0 // indirect
- github.com/duckdb/duckdb-go-bindings/lib/windows-amd64 v0.10500.0 // indirect
+ github.com/duckdb/duckdb-go-bindings v0.10501.0 // indirect
+ github.com/duckdb/duckdb-go-bindings/lib/darwin-amd64 v0.10501.0 // indirect
+ github.com/duckdb/duckdb-go-bindings/lib/darwin-arm64 v0.10501.0 // indirect
+ github.com/duckdb/duckdb-go-bindings/lib/linux-amd64 v0.10501.0 // indirect
+ github.com/duckdb/duckdb-go-bindings/lib/linux-arm64 v0.10501.0 // indirect
+ github.com/duckdb/duckdb-go-bindings/lib/windows-amd64 v0.10501.0 // indirect
github.com/go-viper/mapstructure/v2 v2.5.0 // indirect
github.com/goccy/go-json v0.10.5 // indirect
github.com/golang/freetype v0.0.0-20170609003504-e2365dfdc4a0 // indirect
diff --git a/llm/go.sum b/llm/go.sum
index cdc5545..16ee555 100644
--- a/llm/go.sum
+++ b/llm/go.sum
@@ -29,20 +29,13 @@ github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc h1:U9qPSI2PIWSS1
github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
github.com/dlclark/regexp2 v1.11.5 h1:Q/sSnsKerHeCkc/jSTNq1oCm7KiVgUMZRDUoRu0JQZQ=
github.com/dlclark/regexp2 v1.11.5/go.mod h1:DHkYz0B9wPfa6wondMfaivmHpzrQ3v9q8cnmRbL6yW8=
-github.com/duckdb/duckdb-go-bindings v0.10500.0 h1:xvYsvKVBPvl9rk1Z0W1LYHnZPGQsKxuNU2YUWlEHBJg=
-github.com/duckdb/duckdb-go-bindings v0.10500.0/go.mod h1:fjqSNEOmzfXbuszjb9tJBQjjC61KLCHM5Cy8tghENWc=
-github.com/duckdb/duckdb-go-bindings/lib/darwin-amd64 v0.10500.0 h1:ugUBH5e9c7F/3X14F2eXvaG9+hCdQtv2GZZ35AD+ai4=
-github.com/duckdb/duckdb-go-bindings/lib/darwin-amd64 v0.10500.0/go.mod h1:EnAvZh1kNJHp5yF+M1ZHNEvapnmt6anq1xXHVrAGqMo=
-github.com/duckdb/duckdb-go-bindings/lib/darwin-arm64 v0.10500.0 h1:8/J5noOOvIohkNaDFDMr5eYqk8bCRwkEUfGxi8QwsAg=
-github.com/duckdb/duckdb-go-bindings/lib/darwin-arm64 v0.10500.0/go.mod h1:IGLSeEcFhNeZF16aVjQCULD7TsFZKG5G7SyKJAXKp5c=
-github.com/duckdb/duckdb-go-bindings/lib/linux-amd64 v0.10500.0 h1:Wf2rKNI/fGY9nlqb6zPAeiv27DGxgC34RpglkMeQhis=
-github.com/duckdb/duckdb-go-bindings/lib/linux-amd64 v0.10500.0/go.mod h1:KAIynZ0GHCS7X5fRyuFnQMg/SZBPK/bS9OCOVojClxw=
-github.com/duckdb/duckdb-go-bindings/lib/linux-arm64 v0.10500.0 h1:Ktea0Z993M26LLfCIu+dQbPS+AnyvVSFxZpEm8UbNu4=
-github.com/duckdb/duckdb-go-bindings/lib/linux-arm64 v0.10500.0/go.mod h1:81SGOYoEUs8qaAfSk1wRfM5oobrIJ5KI7AzYhK6/bvQ=
-github.com/duckdb/duckdb-go-bindings/lib/windows-amd64 v0.10500.0 h1:6ZUdeqS5oWAJBELJbRMs1d6U5yXYmzH3vNkiH+qIU2U=
-github.com/duckdb/duckdb-go-bindings/lib/windows-amd64 v0.10500.0/go.mod h1:K25pJL26ARblGDeuAkrdblFvUen92+CwksLtPEHRqqQ=
-github.com/duckdb/duckdb-go/v2 v2.10500.0 h1:fINiqzIVyZYCuOeA1JZlT6xFXsDOM8DHMOXV+WEaYDY=
-github.com/duckdb/duckdb-go/v2 v2.10500.0/go.mod h1:0VI/sNb61DMuNLWR4kPh6AjPGnnhlKjuefcmrskXurY=
+github.com/duckdb/duckdb-go-bindings v0.10501.0 h1:BR21HkcALr9Lm+Ios2vEPaaB5oRRxGJHONzkS0bnOKE=
+github.com/duckdb/duckdb-go-bindings/lib/darwin-amd64 v0.10501.0 h1:InnDiz/iBHUzwI/4xkigTq6PRrIx+9L+eC2NfCShgWc=
+github.com/duckdb/duckdb-go-bindings/lib/darwin-arm64 v0.10501.0 h1:XLMUi/9QJcN8Bp77ML/QPwynX8f9RAg4VUiTdPzRUEU=
+github.com/duckdb/duckdb-go-bindings/lib/linux-amd64 v0.10501.0 h1:td84w8XucSPQoxGC84RYIxTu1+RV+fjeFIHVk3GLXog=
+github.com/duckdb/duckdb-go-bindings/lib/linux-arm64 v0.10501.0 h1:XLw03uWhdQvAFU6unJ2MtQvSFi4LNCfhiOM644MyAHw=
+github.com/duckdb/duckdb-go-bindings/lib/windows-amd64 v0.10501.0 h1:jhhOonew2VOcTN4f+BOlnOTUgHEp797Uee2Tq8xMno8=
+github.com/duckdb/duckdb-go/v2 v2.10501.0 h1:vYgvKBfotrZqpBESqHXYF5NVlbaYHRf0VrQEXtb/jnU=
github.com/go-logr/logr v1.4.3 h1:CjnDlHq8ikf6E492q6eKboGOC0T8CDaOvkHCIg8idEI=
github.com/go-logr/logr v1.4.3/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY=
github.com/go-logr/stdr v1.2.2 h1:hSWxHoqTgW2S2qGc0LTAI563KZ5YKYRhT3MFKZMbjag=
diff --git a/research/lesci/go.mod b/research/lesci/go.mod
index 7d3ff30..12c1483 100644
--- a/research/lesci/go.mod
+++ b/research/lesci/go.mod
@@ -3,7 +3,7 @@ module go.jknobloc.com/x/research/lesci
go 1.25.0
require (
- github.com/duckdb/duckdb-go/v2 v2.10500.0
+ github.com/duckdb/duckdb-go/v2 v2.10501.0
go.jknobloc.com/x/dataset v0.0.0-20260410210408-456f8218a2d1
go.jknobloc.com/x/gpt2 v0.0.0-20260410210408-456f8218a2d1
go.jknobloc.com/x/llm v0.0.0-20260410210408-456f8218a2d1
@@ -23,12 +23,12 @@ require (
github.com/apache/arrow-go/v18 v18.5.1 // indirect
github.com/apache/thrift v0.22.0 // indirect
github.com/cespare/xxhash/v2 v2.3.0 // indirect
- github.com/duckdb/duckdb-go-bindings v0.10500.0 // indirect
- github.com/duckdb/duckdb-go-bindings/lib/darwin-amd64 v0.10500.0 // indirect
- github.com/duckdb/duckdb-go-bindings/lib/darwin-arm64 v0.10500.0 // indirect
- github.com/duckdb/duckdb-go-bindings/lib/linux-amd64 v0.10500.0 // indirect
- github.com/duckdb/duckdb-go-bindings/lib/linux-arm64 v0.10500.0 // indirect
- github.com/duckdb/duckdb-go-bindings/lib/windows-amd64 v0.10500.0 // indirect
+ github.com/duckdb/duckdb-go-bindings v0.10501.0 // indirect
+ github.com/duckdb/duckdb-go-bindings/lib/darwin-amd64 v0.10501.0 // indirect
+ github.com/duckdb/duckdb-go-bindings/lib/darwin-arm64 v0.10501.0 // indirect
+ github.com/duckdb/duckdb-go-bindings/lib/linux-amd64 v0.10501.0 // indirect
+ github.com/duckdb/duckdb-go-bindings/lib/linux-arm64 v0.10501.0 // indirect
+ github.com/duckdb/duckdb-go-bindings/lib/windows-amd64 v0.10501.0 // indirect
github.com/go-viper/mapstructure/v2 v2.5.0 // indirect
github.com/goccy/go-json v0.10.5 // indirect
github.com/golang/freetype v0.0.0-20170609003504-e2365dfdc4a0 // indirect
diff --git a/research/lesci/go.sum b/research/lesci/go.sum
index 8221068..0b76d79 100644
--- a/research/lesci/go.sum
+++ b/research/lesci/go.sum
@@ -29,20 +29,13 @@ github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc h1:U9qPSI2PIWSS1
github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
github.com/dlclark/regexp2 v1.11.5 h1:Q/sSnsKerHeCkc/jSTNq1oCm7KiVgUMZRDUoRu0JQZQ=
github.com/dlclark/regexp2 v1.11.5/go.mod h1:DHkYz0B9wPfa6wondMfaivmHpzrQ3v9q8cnmRbL6yW8=
-github.com/duckdb/duckdb-go-bindings v0.10500.0 h1:xvYsvKVBPvl9rk1Z0W1LYHnZPGQsKxuNU2YUWlEHBJg=
-github.com/duckdb/duckdb-go-bindings v0.10500.0/go.mod h1:fjqSNEOmzfXbuszjb9tJBQjjC61KLCHM5Cy8tghENWc=
-github.com/duckdb/duckdb-go-bindings/lib/darwin-amd64 v0.10500.0 h1:ugUBH5e9c7F/3X14F2eXvaG9+hCdQtv2GZZ35AD+ai4=
-github.com/duckdb/duckdb-go-bindings/lib/darwin-amd64 v0.10500.0/go.mod h1:EnAvZh1kNJHp5yF+M1ZHNEvapnmt6anq1xXHVrAGqMo=
-github.com/duckdb/duckdb-go-bindings/lib/darwin-arm64 v0.10500.0 h1:8/J5noOOvIohkNaDFDMr5eYqk8bCRwkEUfGxi8QwsAg=
-github.com/duckdb/duckdb-go-bindings/lib/darwin-arm64 v0.10500.0/go.mod h1:IGLSeEcFhNeZF16aVjQCULD7TsFZKG5G7SyKJAXKp5c=
-github.com/duckdb/duckdb-go-bindings/lib/linux-amd64 v0.10500.0 h1:Wf2rKNI/fGY9nlqb6zPAeiv27DGxgC34RpglkMeQhis=
-github.com/duckdb/duckdb-go-bindings/lib/linux-amd64 v0.10500.0/go.mod h1:KAIynZ0GHCS7X5fRyuFnQMg/SZBPK/bS9OCOVojClxw=
-github.com/duckdb/duckdb-go-bindings/lib/linux-arm64 v0.10500.0 h1:Ktea0Z993M26LLfCIu+dQbPS+AnyvVSFxZpEm8UbNu4=
-github.com/duckdb/duckdb-go-bindings/lib/linux-arm64 v0.10500.0/go.mod h1:81SGOYoEUs8qaAfSk1wRfM5oobrIJ5KI7AzYhK6/bvQ=
-github.com/duckdb/duckdb-go-bindings/lib/windows-amd64 v0.10500.0 h1:6ZUdeqS5oWAJBELJbRMs1d6U5yXYmzH3vNkiH+qIU2U=
-github.com/duckdb/duckdb-go-bindings/lib/windows-amd64 v0.10500.0/go.mod h1:K25pJL26ARblGDeuAkrdblFvUen92+CwksLtPEHRqqQ=
-github.com/duckdb/duckdb-go/v2 v2.10500.0 h1:fINiqzIVyZYCuOeA1JZlT6xFXsDOM8DHMOXV+WEaYDY=
-github.com/duckdb/duckdb-go/v2 v2.10500.0/go.mod h1:0VI/sNb61DMuNLWR4kPh6AjPGnnhlKjuefcmrskXurY=
+github.com/duckdb/duckdb-go-bindings v0.10501.0 h1:BR21HkcALr9Lm+Ios2vEPaaB5oRRxGJHONzkS0bnOKE=
+github.com/duckdb/duckdb-go-bindings/lib/darwin-amd64 v0.10501.0 h1:InnDiz/iBHUzwI/4xkigTq6PRrIx+9L+eC2NfCShgWc=
+github.com/duckdb/duckdb-go-bindings/lib/darwin-arm64 v0.10501.0 h1:XLMUi/9QJcN8Bp77ML/QPwynX8f9RAg4VUiTdPzRUEU=
+github.com/duckdb/duckdb-go-bindings/lib/linux-amd64 v0.10501.0 h1:td84w8XucSPQoxGC84RYIxTu1+RV+fjeFIHVk3GLXog=
+github.com/duckdb/duckdb-go-bindings/lib/linux-arm64 v0.10501.0 h1:XLw03uWhdQvAFU6unJ2MtQvSFi4LNCfhiOM644MyAHw=
+github.com/duckdb/duckdb-go-bindings/lib/windows-amd64 v0.10501.0 h1:jhhOonew2VOcTN4f+BOlnOTUgHEp797Uee2Tq8xMno8=
+github.com/duckdb/duckdb-go/v2 v2.10501.0 h1:vYgvKBfotrZqpBESqHXYF5NVlbaYHRf0VrQEXtb/jnU=
github.com/go-logr/logr v1.4.3 h1:CjnDlHq8ikf6E492q6eKboGOC0T8CDaOvkHCIg8idEI=
github.com/go-logr/logr v1.4.3/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY=
github.com/go-logr/stdr v1.2.2 h1:hSWxHoqTgW2S2qGc0LTAI563KZ5YKYRhT3MFKZMbjag=
diff --git a/research/sander/analyze.go b/research/sander/analyze.go
new file mode 100644
index 0000000..c58195d
--- /dev/null
+++ b/research/sander/analyze.go
@@ -0,0 +1,49 @@
+package sander
+
+import (
+ "context"
+ "database/sql"
+ "fmt"
+)
+
+var (
+ sqlSimilarity = `
+ CREATE TABLE similarity_buffer AS
+ WITH centroid AS (
+ SELECT list(avg_val ORDER BY idx)::FLOAT[768] AS vec
+ FROM (
+ SELECT idx, avg(val) AS avg_val
+ FROM embeddings
+ CROSS JOIN LATERAL UNNEST(embedding::FLOAT[]) WITH ORDINALITY AS t(val, idx)
+ WHERE reference = true
+ GROUP BY idx
+ )
+ )
+ SELECT e.token_id, array_distance(e.embedding, c.vec) AS distance
+ FROM embeddings e, centroid c
+`
+)
+
+func (e *Experiment) Analyze(db *sql.DB) error {
+ ctx := context.Background()
+
+ var tx *sql.Tx
+
+ if t, err := db.BeginTx(ctx, nil); err != nil {
+ return err
+ } else {
+ tx = t
+ }
+
+ defer tx.Rollback()
+
+ if _, err := tx.ExecContext(ctx, `DROP TABLE IF EXISTS similarity_buffer`); err != nil {
+ return err
+ }
+
+ if _, err := tx.ExecContext(ctx, sqlSimilarity); err != nil {
+ return fmt.Errorf("similarity: %w", err)
+ }
+
+ return tx.Commit()
+}
diff --git a/research/sander/cmd/sander/main.go b/research/sander/cmd/sander/main.go
new file mode 100644
index 0000000..fd9ece3
--- /dev/null
+++ b/research/sander/cmd/sander/main.go
@@ -0,0 +1,42 @@
+package main
+
+import (
+ "fmt"
+ "log"
+ "path"
+
+ "go.jknobloc.com/x/research/sander"
+ "go.jknobloc.com/x/tokenizer/bpe"
+)
+
+func main() {
+ vocab := []string{"50256"}
+ alpha := []string{"m000", "m010", "m020", "m030", "m040", "m050", "m060", "m070", "m080", "m090", "m100"}
+
+ for _, v := range vocab {
+ for _, a := range alpha {
+ src := fmt.Sprintf("gpt2/models/mbpe/gpt2_%s_%s_babylm_v2", v, a)
+ dst := fmt.Sprintf("out/sander/mbpe/gpt2_%s_%s_babylm_v2", v, a)
+
+ if err := run(src, dst); err != nil {
+ log.Fatal(err)
+ }
+ }
+ }
+
+}
+
+func run(src, dst string) error {
+ t := must(bpe.NewTokenizerFromFiles(path.Join(src, "vocab.json"), path.Join(src, "merges.txt")))
+ e := must(sander.NewExperiment(dst, path.Join(src, "model.onnx"), sander.UnusedTokensMBPE(t)))
+
+ return e.Run()
+}
+
+func must[T any](v T, err error) T {
+ if err != nil {
+ log.Fatal(err)
+ }
+
+ return v
+}
diff --git a/research/sander/experiment.go b/research/sander/experiment.go
new file mode 100644
index 0000000..1521cf8
--- /dev/null
+++ b/research/sander/experiment.go
@@ -0,0 +1,85 @@
+package sander
+
+import (
+ "database/sql"
+ "fmt"
+ "log"
+ "os"
+ "path/filepath"
+
+ _ "github.com/duckdb/duckdb-go/v2"
+)
+
+type Experiment struct {
+ name string
+ model string
+ reference map[int64]struct{}
+}
+
+func NewExperiment(name, model string, reference map[int64]struct{}) (*Experiment, error) {
+ e := &Experiment{
+ name: name,
+ model: model,
+ reference: reference,
+ }
+
+ return e, nil
+}
+
+func (e *Experiment) Run() error {
+ if err := os.MkdirAll(e.name, 0775); err != nil {
+ log.Fatal(err)
+ }
+
+ dsn := filepath.Join(e.name, "wte.db")
+
+ var db *sql.DB
+
+ if database, err := initDatabase(dsn); err != nil {
+ return err
+ } else {
+ db = database
+ }
+
+ defer db.Close()
+
+ db.SetMaxOpenConns(1)
+
+ fmt.Println(e.name)
+
+ if _, err := db.Exec(`INSTALL vss; LOAD vss;`); err != nil {
+ return err
+ }
+
+ if err := e.Extract(db); err != nil {
+ return err
+ }
+
+ if err := e.Analyze(db); err != nil {
+ return err
+ }
+
+ if err := e.Plot(db); err != nil {
+ return err
+ }
+
+ return nil
+}
+
+func initDatabase(dsn string) (*sql.DB, error) {
+ var db *sql.DB
+
+ if database, err := sql.Open("duckdb", dsn); err != nil {
+ return nil, err
+ } else {
+ db = database
+ }
+
+ if err := db.Ping(); err != nil {
+ _ = db.Close()
+
+ return nil, err
+ }
+
+ return db, nil
+}
diff --git a/research/sander/extract.go b/research/sander/extract.go
new file mode 100644
index 0000000..de31b1f
--- /dev/null
+++ b/research/sander/extract.go
@@ -0,0 +1,52 @@
+package sander
+
+import (
+ "database/sql"
+ "database/sql/driver"
+
+ "go.jknobloc.com/x/onnx"
+ "go.jknobloc.com/x/research/lesci"
+ "go.jknobloc.com/x/tensor"
+)
+
+func (e *Experiment) Extract(db *sql.DB) error {
+ var data []float32
+ var shape []int
+
+ if d, s, err := onnx.ExtractInitializer(e.model, "transformer.wte.weight"); err != nil {
+ return err
+ } else {
+ data = d
+ shape = s
+ }
+
+ if shape[1] != 768 {
+ panic("unimplemented")
+ }
+
+ t := tensor.NewDense[float32](shape, data)
+
+ if _, err := db.Exec(`
+ DROP TABLE IF EXISTS embeddings;
+ CREATE TABLE embeddings (token_id INTEGER, embedding FLOAT[768], reference BOOLEAN);
+ `); err != nil {
+ return err
+ }
+
+ return lesci.AppendRows(db, "embeddings", func(appendFunc lesci.AppendFunc) error {
+ for i := range shape[0] {
+ embedding, ok := t.Select(0, i).Contiguous().Data()
+
+ if !ok {
+ panic("")
+ }
+
+ _, reference := e.reference[int64(i)]
+
+ if err := appendFunc([]driver.Value{int32(i), embedding, reference}); err != nil {
+ return err
+ }
+ }
+ return nil
+ })
+}
diff --git a/research/sander/go.mod b/research/sander/go.mod
new file mode 100644
index 0000000..c1dc1eb
--- /dev/null
+++ b/research/sander/go.mod
@@ -0,0 +1,61 @@
+module go.jknobloc.com/x/research/sander
+
+go 1.25.0
+
+require (
+ github.com/duckdb/duckdb-go/v2 v2.10501.0
+ go.jknobloc.com/x/onnx v0.0.0-20260417134810-4d8f647bfb54
+ go.jknobloc.com/x/research/lesci v0.0.0-20260414175339-402477b200d1
+ go.jknobloc.com/x/tensor v0.0.0-20260414175339-402477b200d1
+ go.jknobloc.com/x/tokenizer v0.0.0-20260410210408-456f8218a2d1
+ gonum.org/v1/plot v0.16.0
+)
+
+require (
+ codeberg.org/go-fonts/liberation v0.5.0 // indirect
+ codeberg.org/go-latex/latex v0.2.0 // indirect
+ codeberg.org/go-pdf/fpdf v0.11.1 // indirect
+ git.sr.ht/~sbinet/gg v0.7.0 // indirect
+ github.com/ajstarks/svgo v0.0.0-20211024235047-1546f124cd8b // indirect
+ github.com/andybalholm/brotli v1.2.0 // indirect
+ github.com/apache/arrow-go/v18 v18.5.1 // indirect
+ github.com/apache/thrift v0.22.0 // indirect
+ github.com/cespare/xxhash/v2 v2.3.0 // indirect
+ github.com/duckdb/duckdb-go-bindings v0.10501.0 // indirect
+ github.com/duckdb/duckdb-go-bindings/lib/darwin-amd64 v0.10501.0 // indirect
+ github.com/duckdb/duckdb-go-bindings/lib/darwin-arm64 v0.10501.0 // indirect
+ github.com/duckdb/duckdb-go-bindings/lib/linux-amd64 v0.10501.0 // indirect
+ github.com/duckdb/duckdb-go-bindings/lib/linux-arm64 v0.10501.0 // indirect
+ github.com/duckdb/duckdb-go-bindings/lib/windows-amd64 v0.10501.0 // indirect
+ github.com/go-viper/mapstructure/v2 v2.5.0 // indirect
+ github.com/goccy/go-json v0.10.5 // indirect
+ github.com/golang/freetype v0.0.0-20170609003504-e2365dfdc4a0 // indirect
+ github.com/golang/snappy v1.0.0 // indirect
+ github.com/google/flatbuffers v25.12.19+incompatible // indirect
+ github.com/google/uuid v1.6.0 // indirect
+ github.com/jonasknobloch/mbpe v0.1.1 // indirect
+ github.com/klauspost/asmfmt v1.3.2 // indirect
+ github.com/klauspost/compress v1.18.3 // indirect
+ github.com/klauspost/cpuid/v2 v2.3.0 // indirect
+ github.com/minio/asm2plan9s v0.0.0-20200509001527-cdd76441f9d8 // indirect
+ github.com/minio/c2goasm v0.0.0-20190812172519-36a3d3bbc4f3 // indirect
+ github.com/pierrec/lz4/v4 v4.1.25 // indirect
+ github.com/zeebo/xxh3 v1.1.0 // indirect
+ go.jknobloc.com/x/dataset v0.0.0-20260410210408-456f8218a2d1 // indirect
+ go.jknobloc.com/x/llm v0.0.0-20260410210408-456f8218a2d1 // indirect
+ go.jknobloc.com/x/tui v0.0.0-20260324194423-87bbece7e040 // indirect
+ golang.org/x/exp v0.0.0-20260112195511-716be5621a96 // indirect
+ golang.org/x/image v0.37.0 // indirect
+ golang.org/x/mod v0.33.0 // indirect
+ golang.org/x/net v0.50.0 // indirect
+ golang.org/x/sync v0.20.0 // indirect
+ golang.org/x/sys v0.41.0 // indirect
+ golang.org/x/telemetry v0.0.0-20260209163413-e7419c687ee4 // indirect
+ golang.org/x/text v0.35.0 // indirect
+ golang.org/x/tools v0.42.0 // indirect
+ golang.org/x/xerrors v0.0.0-20240903120638-7835f813f4da // indirect
+ gonum.org/v1/gonum v0.17.0 // indirect
+ google.golang.org/genproto/googleapis/rpc v0.0.0-20251029180050-ab9386a59fda // indirect
+ google.golang.org/grpc v1.78.0 // indirect
+ google.golang.org/protobuf v1.36.11 // indirect
+)
diff --git a/research/sander/go.sum b/research/sander/go.sum
new file mode 100644
index 0000000..ba46cb2
--- /dev/null
+++ b/research/sander/go.sum
@@ -0,0 +1,175 @@
+codeberg.org/go-fonts/dejavu v0.4.0 h1:2yn58Vkh4CFK3ipacWUAIE3XVBGNa0y1bc95Bmfx91I=
+codeberg.org/go-fonts/dejavu v0.4.0/go.mod h1:abni088lmhQJvso2Lsb7azCKzwkfcnttl6tL1UTWKzg=
+codeberg.org/go-fonts/latin-modern v0.4.0 h1:vkRCc1y3whKA7iL9Ep0fSGVuJfqjix0ica9UflHORO8=
+codeberg.org/go-fonts/latin-modern v0.4.0/go.mod h1:BF68mZznJ9QHn+hic9ks2DaFl4sR5YhfM6xTYaP9vNw=
+codeberg.org/go-fonts/liberation v0.5.0 h1:SsKoMO1v1OZmzkG2DY+7ZkCL9U+rrWI09niOLfQ5Bo0=
+codeberg.org/go-fonts/liberation v0.5.0/go.mod h1:zS/2e1354/mJ4pGzIIaEtm/59VFCFnYC7YV6YdGl5GU=
+codeberg.org/go-latex/latex v0.2.0 h1:Ol/a6VHY06N+5gPfewswymoRb5ZcKDXWVaVegcx4hbI=
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diff --git a/research/sander/plot.go b/research/sander/plot.go
new file mode 100644
index 0000000..bc6c483
--- /dev/null
+++ b/research/sander/plot.go
@@ -0,0 +1,100 @@
+package sander
+
+import (
+ "context"
+ "database/sql"
+ "image/color"
+ "path"
+
+ "gonum.org/v1/plot"
+ "gonum.org/v1/plot/plotter"
+ "gonum.org/v1/plot/vg"
+ "gonum.org/v1/plot/vg/draw"
+)
+
+func (e *Experiment) Plot(db *sql.DB) error {
+ var rows *sql.Rows
+
+ if r, err := db.QueryContext(context.Background(), `
+ SELECT s.token_id, s.distance, e.reference
+ FROM similarity_buffer s
+ JOIN embeddings e ON s.token_id = e.token_id
+ ORDER BY s.token_id ASC
+ `); err != nil {
+ return err
+ } else {
+ rows = r
+ }
+
+ defer rows.Close()
+
+ var pts plotter.XYZs
+
+ for rows.Next() {
+ var id, distance float64
+ var reference bool
+
+ if err := rows.Scan(&id, &distance, &reference); err != nil {
+ return err
+ }
+
+ z := 0.0
+
+ if reference {
+ z = 1.0
+ }
+
+ pts = append(pts, plotter.XYZ{X: id, Y: distance, Z: z})
+ }
+
+ if err := rows.Err(); err != nil {
+ return err
+ }
+
+ return render(pts, path.Join(e.name, "similarity_scatter.png"))
+}
+
+func render(pts plotter.XYZs, out string) error {
+ p := plot.New()
+
+ p.Y.Label.Text = "Euclidean Distance"
+
+ p.Y.Min = 0
+ p.Y.Max = 5
+
+ var candidate, reference plotter.XYZs
+
+ for _, pt := range pts {
+ if pt.Z == 1.0 {
+ reference = append(reference, pt)
+ } else {
+ candidate = append(candidate, pt)
+ }
+ }
+
+ if err := addScatter(p, candidate, color.RGBA{A: 64}); err != nil {
+ return err
+ }
+
+ if err := addScatter(p, reference, color.RGBA{R: 255, G: 69, B: 0, A: 255}); err != nil {
+ return err
+ }
+
+ return p.Save(10*vg.Inch, 6*vg.Inch, out)
+}
+
+func addScatter(p *plot.Plot, pts plotter.XYZs, c color.Color) error {
+ s, err := plotter.NewScatter(pts)
+
+ if err != nil {
+ return err
+ }
+
+ s.Color = c
+ s.Radius = vg.Points(2)
+ s.Shape = draw.CircleGlyph{}
+
+ p.Add(s)
+
+ return nil
+}
diff --git a/research/sander/reference.go b/research/sander/reference.go
new file mode 100644
index 0000000..d6aa466
--- /dev/null
+++ b/research/sander/reference.go
@@ -0,0 +1,59 @@
+package sander
+
+import (
+ "go.jknobloc.com/x/tokenizer/bpe"
+)
+
+func UnusedTokensGPT2(tokenizer *bpe.Tokenizer) map[int64]struct{} {
+ unused := map[int64]struct{}{
+ 177: {},
+ 178: {},
+ 179: {},
+ 180: {},
+ 181: {},
+ 182: {},
+ 183: {},
+ 184: {},
+ 185: {},
+ 186: {},
+ 187: {},
+ }
+
+ alphabet := bpe.InitialAlphabet()
+
+ itoa := bpe.Itoa(tokenizer)
+
+ for id := range unused {
+ token, ok := itoa[id]
+
+ if !ok {
+ panic("unknown token id")
+ }
+
+ if token != string(alphabet[id]) {
+ panic("unexpected token")
+ }
+ }
+
+ return unused
+}
+
+func UnusedTokensMBPE(tokenizer *bpe.Tokenizer) map[int64]struct{} {
+ unused := make(map[int64]struct{})
+
+ vocab := bpe.Vocab(tokenizer)
+
+ mask := bpe.ReachableTokens(tokenizer, vocab)
+
+ for i := range vocab {
+ if mask[i] {
+ continue
+ }
+
+ unused[int64(i)] = struct{}{}
+ }
+
+ return unused
+}
+
+// TODO we could just filter some input data
diff --git a/tokenizer/bpe/validate.go b/tokenizer/bpe/validate.go
index 9c7a17b..083a418 100644
--- a/tokenizer/bpe/validate.go
+++ b/tokenizer/bpe/validate.go
@@ -87,7 +87,7 @@ func ByteCoverage(t *Tokenizer) bool {
return covered
}
-func ReachableMerges(t *Tokenizer, merges [][2]string) []bool {
+func reachableTokens(t *Tokenizer) map[string]struct{} {
atoi := Atoi(t)
reachable := make(map[string]struct{})
@@ -98,17 +98,46 @@ func ReachableMerges(t *Tokenizer, merges [][2]string) []bool {
}
}
- mask := make([]bool, len(merges))
-
- for i, merge := range merges {
- _, a := reachable[merge[0]]
- _, b := reachable[merge[1]]
+ for _, merge := range Merges(t) {
+ if _, ok := reachable[merge[0]]; !ok {
+ continue
+ }
- if !a || !b {
+ if _, ok := reachable[merge[1]]; !ok {
continue
}
reachable[merge[0]+merge[1]] = struct{}{}
+ }
+
+ return reachable
+}
+
+func ReachableTokens(t *Tokenizer, vocab []string) []bool {
+ reachable := reachableTokens(t)
+
+ mask := make([]bool, len(vocab))
+
+ for i, token := range vocab {
+ if _, ok := reachable[token]; !ok {
+ continue
+ }
+
+ mask[i] = true
+ }
+
+ return mask
+}
+
+func ReachableMerges(t *Tokenizer, merges [][2]string) []bool {
+ reachable := reachableTokens(t)
+
+ mask := make([]bool, len(merges))
+
+ for i, merge := range merges {
+ if _, ok := reachable[merge[0]+merge[1]]; !ok {
+ continue
+ }
mask[i] = true
}
generated by cgit v1.2.3 (git 2.25.1) at 2026-10-06 23:41:19 +0000