feat: add OpenAI embedding wrapper and in-memory vector index
This commit is contained in:
@@ -1,3 +1,38 @@
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module eino-test
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go 1.23.6
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require (
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github.com/bahlo/generic-list-go v0.2.0 // indirect
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github.com/buger/jsonparser v1.1.1 // indirect
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github.com/bytedance/gopkg v0.1.3 // indirect
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github.com/bytedance/sonic v1.15.0 // indirect
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github.com/bytedance/sonic/loader v0.5.0 // indirect
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github.com/cloudwego/base64x v0.1.6 // indirect
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github.com/cloudwego/eino v0.8.13 // indirect
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github.com/cloudwego/eino-ext/components/embedding/openai v0.0.0-20260427010451-749e3706378b // indirect
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github.com/cloudwego/eino-ext/libs/acl/openai v0.1.15 // indirect
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github.com/dustin/go-humanize v1.0.1 // indirect
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github.com/eino-contrib/jsonschema v1.0.3 // indirect
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github.com/evanphx/json-patch v0.5.2 // indirect
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github.com/google/uuid v1.6.0 // indirect
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github.com/goph/emperror v0.17.2 // indirect
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github.com/json-iterator/go v1.1.12 // indirect
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github.com/klauspost/cpuid/v2 v2.2.10 // indirect
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github.com/mailru/easyjson v0.9.0 // indirect
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github.com/meguminnnnnnnnn/go-openai v0.1.2 // indirect
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github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect
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github.com/modern-go/reflect2 v1.0.2 // indirect
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github.com/nikolalohinski/gonja v1.5.3 // indirect
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github.com/pelletier/go-toml/v2 v2.2.3 // indirect
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github.com/pkg/errors v0.9.1 // indirect
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github.com/sirupsen/logrus v1.9.3 // indirect
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github.com/slongfield/pyfmt v0.0.0-20220222012616-ea85ff4c361f // indirect
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github.com/twitchyliquid64/golang-asm v0.15.1 // indirect
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github.com/wk8/go-ordered-map/v2 v2.1.8 // indirect
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github.com/yargevad/filepathx v1.0.0 // indirect
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golang.org/x/arch v0.15.0 // indirect
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golang.org/x/exp v0.0.0-20250305212735-054e65f0b394 // indirect
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golang.org/x/sys v0.33.0 // indirect
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gopkg.in/yaml.v3 v3.0.1 // indirect
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)
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@@ -0,0 +1,116 @@
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github.com/airbrake/gobrake v3.6.1+incompatible/go.mod h1:wM4gu3Cn0W0K7GUuVWnlXZU11AGBXMILnrdOU8Kn00o=
|
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github.com/bahlo/generic-list-go v0.2.0 h1:5sz/EEAK+ls5wF+NeqDpk5+iNdMDXrh3z3nPnH1Wvgk=
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github.com/bahlo/generic-list-go v0.2.0/go.mod h1:2KvAjgMlE5NNynlg/5iLrrCCZ2+5xWbdbCW3pNTGyYg=
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github.com/bitly/go-simplejson v0.5.0/go.mod h1:cXHtHw4XUPsvGaxgjIAn8PhEWG9NfngEKAMDJEczWVA=
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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/buger/jsonparser v1.1.1 h1:2PnMjfWD7wBILjqQbt530v576A/cAbQvEW9gGIpYMUs=
|
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github.com/buger/jsonparser v1.1.1/go.mod h1:6RYKKt7H4d4+iWqouImQ9R2FZql3VbhNgx27UK13J/0=
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github.com/bugsnag/bugsnag-go v1.4.0/go.mod h1:2oa8nejYd4cQ/b0hMIopN0lCRxU0bueqREvZLWFrtK8=
|
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github.com/bugsnag/panicwrap v1.2.0/go.mod h1:D/8v3kj0zr8ZAKg1AQ6crr+5VwKN5eIywRkfhyM/+dE=
|
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github.com/bytedance/gopkg v0.1.3 h1:TPBSwH8RsouGCBcMBktLt1AymVo2TVsBVCY4b6TnZ/M=
|
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github.com/bytedance/gopkg v0.1.3/go.mod h1:576VvJ+eJgyCzdjS+c4+77QF3p7ubbtiKARP3TxducM=
|
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github.com/bytedance/sonic v1.15.0 h1:/PXeWFaR5ElNcVE84U0dOHjiMHQOwNIx3K4ymzh/uSE=
|
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github.com/bytedance/sonic v1.15.0/go.mod h1:tFkWrPz0/CUCLEF4ri4UkHekCIcdnkqXw9VduqpJh0k=
|
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github.com/bytedance/sonic/loader v0.5.0 h1:gXH3KVnatgY7loH5/TkeVyXPfESoqSBSBEiDd5VjlgE=
|
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github.com/bytedance/sonic/loader v0.5.0/go.mod h1:AR4NYCk5DdzZizZ5djGqQ92eEhCCcdf5x77udYiSJRo=
|
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github.com/certifi/gocertifi v0.0.0-20190105021004-abcd57078448/go.mod h1:GJKEexRPVJrBSOjoqN5VNOIKJ5Q3RViH6eu3puDRwx4=
|
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github.com/cloudwego/base64x v0.1.6 h1:t11wG9AECkCDk5fMSoxmufanudBtJ+/HemLstXDLI2M=
|
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github.com/cloudwego/base64x v0.1.6/go.mod h1:OFcloc187FXDaYHvrNIjxSe8ncn0OOM8gEHfghB2IPU=
|
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github.com/cloudwego/eino v0.8.13 h1:z5dhaZNN8TWZbP/lgKxGmF26Ii8fPeUlQCGV/NTtms0=
|
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github.com/cloudwego/eino v0.8.13/go.mod h1:+2N4nsMPxA6kGBHpH+75JuTfEcGprAMTdsZESrShKpU=
|
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github.com/cloudwego/eino-ext/components/embedding/openai v0.0.0-20260427010451-749e3706378b h1:pOqupZQyc46rw2Z0HeybtTmSMTwqfTrbRuGDuDsNf2A=
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github.com/cloudwego/eino-ext/components/embedding/openai v0.0.0-20260427010451-749e3706378b/go.mod h1:zyPrZT2bO6LyRJgVksQowR18jVgyLSvqK93hnO53/Lc=
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github.com/cloudwego/eino-ext/libs/acl/openai v0.1.15 h1:LbdSG9+qWzzp9RFW6dSFkaUW171JvCoYn/K63zX6dQE=
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github.com/cloudwego/eino-ext/libs/acl/openai v0.1.15/go.mod h1:p+l0zBB0GjjX8HTlbTs3g3KfUFwZC11bsCGZOXW/3L0=
|
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github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
|
||||
github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
|
||||
github.com/dustin/go-humanize v1.0.1 h1:GzkhY7T5VNhEkwH0PVJgjz+fX1rhBrR7pRT3mDkpeCY=
|
||||
github.com/dustin/go-humanize v1.0.1/go.mod h1:Mu1zIs6XwVuF/gI1OepvI0qD18qycQx+mFykh5fBlto=
|
||||
github.com/eino-contrib/jsonschema v1.0.3 h1:2Kfsm1xlMV0ssY2nuxshS4AwbLFuqmPmzIjLVJ1Fsp0=
|
||||
github.com/eino-contrib/jsonschema v1.0.3/go.mod h1:cpnX4SyKjWjGC7iN2EbhxaTdLqGjCi0e9DxpLYxddD4=
|
||||
github.com/evanphx/json-patch v0.5.2 h1:xVCHIVMUu1wtM/VkR9jVZ45N3FhZfYMMYGorLCR8P3k=
|
||||
github.com/evanphx/json-patch v0.5.2/go.mod h1:ZWS5hhDbVDyob71nXKNL0+PWn6ToqBHMikGIFbs31qQ=
|
||||
github.com/fsnotify/fsnotify v1.4.7/go.mod h1:jwhsz4b93w/PPRr/qN1Yymfu8t87LnFCMoQvtojpjFo=
|
||||
github.com/getsentry/raven-go v0.2.0/go.mod h1:KungGk8q33+aIAZUIVWZDr2OfAEBsO49PX4NzFV5kcQ=
|
||||
github.com/gofrs/uuid v3.2.0+incompatible/go.mod h1:b2aQJv3Z4Fp6yNu3cdSllBxTCLRxnplIgP/c0N/04lM=
|
||||
github.com/golang/protobuf v1.2.0/go.mod h1:6lQm79b+lXiMfvg/cZm0SGofjICqVBUtrP5yJMmIC1U=
|
||||
github.com/google/gofuzz v1.0.0/go.mod h1:dBl0BpW6vV/+mYPU4Po3pmUjxk6FQPldtuIdl/M65Eg=
|
||||
github.com/google/uuid v1.6.0 h1:NIvaJDMOsjHA8n1jAhLSgzrAzy1Hgr+hNrb57e+94F0=
|
||||
github.com/google/uuid v1.6.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
|
||||
github.com/goph/emperror v0.17.2 h1:yLapQcmEsO0ipe9p5TaN22djm3OFV/TfM/fcYP0/J18=
|
||||
github.com/goph/emperror v0.17.2/go.mod h1:+ZbQ+fUNO/6FNiUo0ujtMjhgad9Xa6fQL9KhH4LNHic=
|
||||
github.com/hpcloud/tail v1.0.0/go.mod h1:ab1qPbhIpdTxEkNHXyeSf5vhxWSCs/tWer42PpOxQnU=
|
||||
github.com/jessevdk/go-flags v1.4.0/go.mod h1:4FA24M0QyGHXBuZZK/XkWh8h0e1EYbRYJSGM75WSRxI=
|
||||
github.com/json-iterator/go v1.1.12 h1:PV8peI4a0ysnczrg+LtxykD8LfKY9ML6u2jnxaEnrnM=
|
||||
github.com/json-iterator/go v1.1.12/go.mod h1:e30LSqwooZae/UwlEbR2852Gd8hjQvJoHmT4TnhNGBo=
|
||||
github.com/kardianos/osext v0.0.0-20190222173326-2bc1f35cddc0/go.mod h1:1NbS8ALrpOvjt0rHPNLyCIeMtbizbir8U//inJ+zuB8=
|
||||
github.com/klauspost/cpuid/v2 v2.2.10 h1:tBs3QSyvjDyFTq3uoc/9xFpCuOsJQFNPiAhYdw2skhE=
|
||||
github.com/klauspost/cpuid/v2 v2.2.10/go.mod h1:hqwkgyIinND0mEev00jJYCxPNVRVXFQeu1XKlok6oO0=
|
||||
github.com/konsorten/go-windows-terminal-sequences v1.0.1/go.mod h1:T0+1ngSBFLxvqU3pZ+m/2kptfBszLMUkC4ZK/EgS/cQ=
|
||||
github.com/kr/pretty v0.1.0/go.mod h1:dAy3ld7l9f0ibDNOQOHHMYYIIbhfbHSm3C4ZsoJORNo=
|
||||
github.com/kr/pty v1.1.1/go.mod h1:pFQYn66WHrOpPYNljwOMqo10TkYh1fy3cYio2l3bCsQ=
|
||||
github.com/kr/text v0.1.0/go.mod h1:4Jbv+DJW3UT/LiOwJeYQe1efqtUx/iVham/4vfdArNI=
|
||||
github.com/mailru/easyjson v0.9.0 h1:PrnmzHw7262yW8sTBwxi1PdJA3Iw/EKBa8psRf7d9a4=
|
||||
github.com/mailru/easyjson v0.9.0/go.mod h1:1+xMtQp2MRNVL/V1bOzuP3aP8VNwRW55fQUto+XFtTU=
|
||||
github.com/meguminnnnnnnnn/go-openai v0.1.2 h1:iXombGGjqjBrmE9WaSidUhhi3YQhf42QTHvHLMkgvCA=
|
||||
github.com/meguminnnnnnnnn/go-openai v0.1.2/go.mod h1:qs96ysDmxhE4BZoU45I43zcyfnaYxU3X+aRzLko/htY=
|
||||
github.com/modern-go/concurrent v0.0.0-20180228061459-e0a39a4cb421/go.mod h1:6dJC0mAP4ikYIbvyc7fijjWJddQyLn8Ig3JB5CqoB9Q=
|
||||
github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd h1:TRLaZ9cD/w8PVh93nsPXa1VrQ6jlwL5oN8l14QlcNfg=
|
||||
github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd/go.mod h1:6dJC0mAP4ikYIbvyc7fijjWJddQyLn8Ig3JB5CqoB9Q=
|
||||
github.com/modern-go/reflect2 v1.0.2 h1:xBagoLtFs94CBntxluKeaWgTMpvLxC4ur3nMaC9Gz0M=
|
||||
github.com/modern-go/reflect2 v1.0.2/go.mod h1:yWuevngMOJpCy52FWWMvUC8ws7m/LJsjYzDa0/r8luk=
|
||||
github.com/nikolalohinski/gonja v1.5.3 h1:GsA+EEaZDZPGJ8JtpeGN78jidhOlxeJROpqMT9fTj9c=
|
||||
github.com/nikolalohinski/gonja v1.5.3/go.mod h1:RmjwxNiXAEqcq1HeK5SSMmqFJvKOfTfXhkJv6YBtPa4=
|
||||
github.com/onsi/ginkgo v1.6.0/go.mod h1:lLunBs/Ym6LB5Z9jYTR76FiuTmxDTDusOGeTQH+WWjE=
|
||||
github.com/onsi/ginkgo v1.8.0/go.mod h1:lLunBs/Ym6LB5Z9jYTR76FiuTmxDTDusOGeTQH+WWjE=
|
||||
github.com/onsi/gomega v1.5.0/go.mod h1:ex+gbHU/CVuBBDIJjb2X0qEXbFg53c61hWP/1CpauHY=
|
||||
github.com/pelletier/go-toml/v2 v2.2.3 h1:YmeHyLY8mFWbdkNWwpr+qIL2bEqT0o95WSdkNHvL12M=
|
||||
github.com/pelletier/go-toml/v2 v2.2.3/go.mod h1:MfCQTFTvCcUyyvvwm1+G6H/jORL20Xlb6rzQu9GuUkc=
|
||||
github.com/pkg/errors v0.8.0/go.mod h1:bwawxfHBFNV+L2hUp1rHADufV3IMtnDRdf1r5NINEl0=
|
||||
github.com/pkg/errors v0.9.1 h1:FEBLx1zS214owpjy7qsBeixbURkuhQAwrK5UwLGTwt4=
|
||||
github.com/pkg/errors v0.9.1/go.mod h1:bwawxfHBFNV+L2hUp1rHADufV3IMtnDRdf1r5NINEl0=
|
||||
github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
|
||||
github.com/rollbar/rollbar-go v1.0.2/go.mod h1:AcFs5f0I+c71bpHlXNNDbOWJiKwjFDtISeXco0L5PKQ=
|
||||
github.com/sirupsen/logrus v1.2.0/go.mod h1:LxeOpSwHxABJmUn/MG1IvRgCAasNZTLOkJPxbbu5VWo=
|
||||
github.com/sirupsen/logrus v1.9.3 h1:dueUQJ1C2q9oE3F7wvmSGAaVtTmUizReu6fjN8uqzbQ=
|
||||
github.com/sirupsen/logrus v1.9.3/go.mod h1:naHLuLoDiP4jHNo9R0sCBMtWGeIprob74mVsIT4qYEQ=
|
||||
github.com/slongfield/pyfmt v0.0.0-20220222012616-ea85ff4c361f h1:Z2cODYsUxQPofhpYRMQVwWz4yUVpHF+vPi+eUdruUYI=
|
||||
github.com/slongfield/pyfmt v0.0.0-20220222012616-ea85ff4c361f/go.mod h1:JqzWyvTuI2X4+9wOHmKSQCYxybB/8j6Ko43qVmXDuZg=
|
||||
github.com/stretchr/objx v0.1.0/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME=
|
||||
github.com/stretchr/objx v0.1.1/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME=
|
||||
github.com/stretchr/objx v0.4.0/go.mod h1:YvHI0jy2hoMjB+UWwv71VJQ9isScKT/TqJzVSSt89Yw=
|
||||
github.com/stretchr/objx v0.5.0/go.mod h1:Yh+to48EsGEfYuaHDzXPcE3xhTkx73EhmCGUpEOglKo=
|
||||
github.com/stretchr/objx v0.5.2/go.mod h1:FRsXN1f5AsAjCGJKqEizvkpNtU+EGNCLh3NxZ/8L+MA=
|
||||
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 v1.7.0/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/h/Wwjteg=
|
||||
github.com/stretchr/testify v1.7.1/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/h/Wwjteg=
|
||||
github.com/stretchr/testify v1.8.0/go.mod h1:yNjHg4UonilssWZ8iaSj1OCr/vHnekPRkoO+kdMU+MU=
|
||||
github.com/stretchr/testify v1.8.4/go.mod h1:sz/lmYIOXD/1dqDmKjjqLyZ2RngseejIcXlSw2iwfAo=
|
||||
github.com/stretchr/testify v1.10.0/go.mod h1:r2ic/lqez/lEtzL7wO/rwa5dbSLXVDPFyf8C91i36aY=
|
||||
github.com/twitchyliquid64/golang-asm v0.15.1 h1:SU5vSMR7hnwNxj24w34ZyCi/FmDZTkS4MhqMhdFk5YI=
|
||||
github.com/twitchyliquid64/golang-asm v0.15.1/go.mod h1:a1lVb/DtPvCB8fslRZhAngC2+aY1QWCk3Cedj/Gdt08=
|
||||
github.com/wk8/go-ordered-map/v2 v2.1.8 h1:5h/BUHu93oj4gIdvHHHGsScSTMijfx5PeYkE/fJgbpc=
|
||||
github.com/wk8/go-ordered-map/v2 v2.1.8/go.mod h1:5nJHM5DyteebpVlHnWMV0rPz6Zp7+xBAnxjb1X5vnTw=
|
||||
github.com/yargevad/filepathx v1.0.0 h1:SYcT+N3tYGi+NvazubCNlvgIPbzAk7i7y2dwg3I5FYc=
|
||||
github.com/yargevad/filepathx v1.0.0/go.mod h1:BprfX/gpYNJHJfc35GjRRpVcwWXS89gGulUIU5tK3tA=
|
||||
golang.org/x/arch v0.15.0 h1:QtOrQd0bTUnhNVNndMpLHNWrDmYzZ2KDqSrEymqInZw=
|
||||
golang.org/x/arch v0.15.0/go.mod h1:JmwW7aLIoRUKgaTzhkiEFxvcEiQGyOg9BMonBJUS7EE=
|
||||
golang.org/x/crypto v0.0.0-20180904163835-0709b304e793/go.mod h1:6SG95UA2DQfeDnfUPMdvaQW0Q7yPrPDi9nlGo2tz2b4=
|
||||
golang.org/x/exp v0.0.0-20250305212735-054e65f0b394 h1:nDVHiLt8aIbd/VzvPWN6kSOPE7+F/fNFDSXLVYkE/Iw=
|
||||
golang.org/x/exp v0.0.0-20250305212735-054e65f0b394/go.mod h1:sIifuuw/Yco/y6yb6+bDNfyeQ/MdPUy/hKEMYQV17cM=
|
||||
golang.org/x/net v0.0.0-20180906233101-161cd47e91fd/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4=
|
||||
golang.org/x/sync v0.0.0-20180314180146-1d60e4601c6f/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
|
||||
golang.org/x/sys v0.0.0-20180905080454-ebe1bf3edb33/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
|
||||
golang.org/x/sys v0.0.0-20180909124046-d0be0721c37e/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
|
||||
golang.org/x/sys v0.0.0-20220715151400-c0bba94af5f8/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
|
||||
golang.org/x/sys v0.33.0 h1:q3i8TbbEz+JRD9ywIRlyRAQbM0qF7hu24q3teo2hbuw=
|
||||
golang.org/x/sys v0.33.0/go.mod h1:BJP2sWEmIv4KK5OTEluFJCKSidICx8ciO85XgH3Ak8k=
|
||||
golang.org/x/text v0.3.0/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
|
||||
gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
|
||||
gopkg.in/fsnotify.v1 v1.4.7/go.mod h1:Tz8NjZHkW78fSQdbUxIjBTcgA1z1m8ZHf0WmKUhAMys=
|
||||
gopkg.in/tomb.v1 v1.0.0-20141024135613-dd632973f1e7/go.mod h1:dt/ZhP58zS4L8KSrWDmTeBkI65Dw0HsyUHuEVlX15mw=
|
||||
gopkg.in/yaml.v2 v2.2.1/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI=
|
||||
gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/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=
|
||||
@@ -0,0 +1,28 @@
|
||||
package embedding
|
||||
|
||||
import (
|
||||
"context"
|
||||
|
||||
"github.com/cloudwego/eino-ext/components/embedding/openai"
|
||||
"github.com/cloudwego/eino/components/embedding"
|
||||
)
|
||||
|
||||
type Embedder struct {
|
||||
impl embedding.Embedder
|
||||
}
|
||||
|
||||
func NewEmbedder(ctx context.Context, apiKey, baseURL, model string) (*Embedder, error) {
|
||||
impl, err := openai.NewEmbedder(ctx, &openai.EmbeddingConfig{
|
||||
APIKey: apiKey,
|
||||
BaseURL: baseURL,
|
||||
Model: model,
|
||||
})
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
return &Embedder{impl: impl}, nil
|
||||
}
|
||||
|
||||
func (e *Embedder) Embed(ctx context.Context, texts []string) ([][]float64, error) {
|
||||
return e.impl.EmbedStrings(ctx, texts)
|
||||
}
|
||||
@@ -0,0 +1,77 @@
|
||||
package index
|
||||
|
||||
import (
|
||||
"context"
|
||||
|
||||
"eino-test/internal/embedding"
|
||||
"eino-test/internal/store"
|
||||
|
||||
"github.com/cloudwego/eino/components/retriever"
|
||||
"github.com/cloudwego/eino/schema"
|
||||
)
|
||||
|
||||
type HybridRetriever struct {
|
||||
vectorIdx *InMemoryVectorIndex
|
||||
embedder *embedding.Embedder
|
||||
noteStore store.NoteStore
|
||||
topK int
|
||||
}
|
||||
|
||||
func NewHybridRetriever(vectorIdx *InMemoryVectorIndex, embedder *embedding.Embedder, noteStore store.NoteStore, topK int) *HybridRetriever {
|
||||
return &HybridRetriever{
|
||||
vectorIdx: vectorIdx,
|
||||
embedder: embedder,
|
||||
noteStore: noteStore,
|
||||
topK: topK,
|
||||
}
|
||||
}
|
||||
|
||||
func (r *HybridRetriever) Retrieve(ctx context.Context, query string, opts ...retriever.Option) ([]*schema.Document, error) {
|
||||
options := &retriever.Options{
|
||||
TopK: &r.topK,
|
||||
}
|
||||
options = retriever.GetCommonOptions(options, opts...)
|
||||
|
||||
topK := r.topK
|
||||
if options.TopK != nil {
|
||||
topK = *options.TopK
|
||||
}
|
||||
|
||||
queryVecs, err := r.embedder.Embed(ctx, []string{query})
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
|
||||
hits := r.vectorIdx.Search(queryVecs[0], topK)
|
||||
|
||||
var docs []*schema.Document
|
||||
for _, hit := range hits {
|
||||
if options.ScoreThreshold != nil && hit.Score < *options.ScoreThreshold {
|
||||
continue
|
||||
}
|
||||
note, err := r.noteStore.GetByID(ctx, noteIDFromChunkID(hit.ID))
|
||||
if err != nil {
|
||||
continue
|
||||
}
|
||||
docs = append(docs, &schema.Document{
|
||||
ID: hit.ID,
|
||||
Content: note.Content,
|
||||
MetaData: map[string]any{
|
||||
"note_id": note.ID,
|
||||
"title": note.Title,
|
||||
"tags": note.Tags,
|
||||
"score": hit.Score,
|
||||
},
|
||||
})
|
||||
}
|
||||
return docs, nil
|
||||
}
|
||||
|
||||
func noteIDFromChunkID(chunkID string) string {
|
||||
for i := len(chunkID) - 1; i >= 0; i-- {
|
||||
if chunkID[i] == '_' {
|
||||
return chunkID[:i]
|
||||
}
|
||||
}
|
||||
return chunkID
|
||||
}
|
||||
@@ -0,0 +1,119 @@
|
||||
package index
|
||||
|
||||
import (
|
||||
"math"
|
||||
"sort"
|
||||
"sync"
|
||||
)
|
||||
|
||||
type SearchHit struct {
|
||||
ID string
|
||||
Score float64
|
||||
}
|
||||
|
||||
type InMemoryVectorIndex struct {
|
||||
mu sync.RWMutex
|
||||
ids []string
|
||||
vectors [][]float64
|
||||
idToIdx map[string]int
|
||||
}
|
||||
|
||||
func NewInMemoryVectorIndex() *InMemoryVectorIndex {
|
||||
return &InMemoryVectorIndex{
|
||||
idToIdx: make(map[string]int),
|
||||
}
|
||||
}
|
||||
|
||||
func (idx *InMemoryVectorIndex) Add(id string, vector []float64) {
|
||||
idx.mu.Lock()
|
||||
defer idx.mu.Unlock()
|
||||
if i, exists := idx.idToIdx[id]; exists {
|
||||
idx.vectors[i] = vector
|
||||
return
|
||||
}
|
||||
idx.idToIdx[id] = len(idx.ids)
|
||||
idx.ids = append(idx.ids, id)
|
||||
idx.vectors = append(idx.vectors, vector)
|
||||
}
|
||||
|
||||
func (idx *InMemoryVectorIndex) Remove(id string) {
|
||||
idx.mu.Lock()
|
||||
defer idx.mu.Unlock()
|
||||
i, exists := idx.idToIdx[id]
|
||||
if !exists {
|
||||
return
|
||||
}
|
||||
delete(idx.idToIdx, id)
|
||||
last := len(idx.ids) - 1
|
||||
if i < last {
|
||||
idx.ids[i] = idx.ids[last]
|
||||
idx.vectors[i] = idx.vectors[last]
|
||||
idx.idToIdx[idx.ids[i]] = i
|
||||
}
|
||||
idx.ids = idx.ids[:last]
|
||||
idx.vectors = idx.vectors[:last]
|
||||
}
|
||||
|
||||
func (idx *InMemoryVectorIndex) RemoveByPrefix(prefix string) {
|
||||
idx.mu.Lock()
|
||||
defer idx.mu.Unlock()
|
||||
n := 0
|
||||
for i, id := range idx.ids {
|
||||
if len(id) >= len(prefix) && id[:len(prefix)] == prefix {
|
||||
delete(idx.idToIdx, id)
|
||||
continue
|
||||
}
|
||||
if i != n {
|
||||
idx.ids[n] = idx.ids[i]
|
||||
idx.vectors[n] = idx.vectors[i]
|
||||
idx.idToIdx[idx.ids[n]] = n
|
||||
}
|
||||
n++
|
||||
}
|
||||
idx.ids = idx.ids[:n]
|
||||
idx.vectors = idx.vectors[:n]
|
||||
}
|
||||
|
||||
func (idx *InMemoryVectorIndex) Search(query []float64, topK int) []SearchHit {
|
||||
idx.mu.RLock()
|
||||
defer idx.mu.RUnlock()
|
||||
|
||||
scores := make([]SearchHit, len(idx.ids))
|
||||
for i, vec := range idx.vectors {
|
||||
scores[i] = SearchHit{ID: idx.ids[i], Score: cosine(query, vec)}
|
||||
}
|
||||
sort.Slice(scores, func(i, j int) bool { return scores[i].Score > scores[j].Score })
|
||||
if topK > len(scores) {
|
||||
topK = len(scores)
|
||||
}
|
||||
return scores[:topK]
|
||||
}
|
||||
|
||||
func (idx *InMemoryVectorIndex) GetVector(id string) ([]float64, bool) {
|
||||
idx.mu.RLock()
|
||||
defer idx.mu.RUnlock()
|
||||
i, exists := idx.idToIdx[id]
|
||||
if !exists {
|
||||
return nil, false
|
||||
}
|
||||
return idx.vectors[i], true
|
||||
}
|
||||
|
||||
func (idx *InMemoryVectorIndex) Len() int {
|
||||
idx.mu.RLock()
|
||||
defer idx.mu.RUnlock()
|
||||
return len(idx.ids)
|
||||
}
|
||||
|
||||
func cosine(a, b []float64) float64 {
|
||||
var dot, normA, normB float64
|
||||
for i := range a {
|
||||
dot += a[i] * b[i]
|
||||
normA += a[i] * a[i]
|
||||
normB += b[i] * b[i]
|
||||
}
|
||||
if normA == 0 || normB == 0 {
|
||||
return 0
|
||||
}
|
||||
return dot / (math.Sqrt(normA) * math.Sqrt(normB))
|
||||
}
|
||||
Reference in New Issue
Block a user