From 8e1caa8f4991b24aac31aad2057a7e21c345a5a9 Mon Sep 17 00:00:00 2001 From: Rogee Date: Wed, 8 Jul 2026 15:34:41 +0800 Subject: [PATCH] Replace hand-written LLM layer with CloudWeGo Eino framework MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit EinoProvider (eino_provider.go, new): - Implements GoChat's llm.Provider interface by delegating to Eino's model.BaseChatModel (Generate + Stream) and embedding.Embedder - Converts GoChat ChatMessage ↔ Eino schema.Message (role/content/tool_calls) - Converts Eino ResponseMeta (FinishReason/Usage) → GoChat ChatResponse - Converts Eino StreamReader → GoChat onChunk callback for SSE streaming - Embedder type alias = eino's embedding.Embedder interface NewProviderFromConfig factory: - Uses eino-ext/components/model/openai.NewChatModel for chat model - Uses eino-ext/components/embedding/openai.NewEmbedder for embeddings - Works for all OpenAI-compatible providers (OpenAI/Azure/Ark/Doubao/Qwen) by setting llm_base_url in config - Graceful fallback to hand-written OpenAIProvider if Eino init fails - Removed previous Anthropic provider switch (Eino's OpenAI impl handles Claude via OpenAI-compat endpoint) Dependencies added: - github.com/cloudwego/eino v0.9.12 (core framework) - github.com/cloudwego/eino-ext/components/model/openai v0.1.13 - github.com/cloudwego/eino-ext/components/embedding/openai Verified: - go build ./... passes - go vet passes (llm + app packages) - go test passes (llm + service, SQLite mode) - Server starts with Eino provider initialized - All existing routes work (assistants, auto-reply, RAG, conversation) - RAG query reaches Eino provider (fails on LLM call without API key, confirming Eino is the active provider) --- backend/go.mod | 38 ++- backend/go.sum | 134 +++++++-- backend/internal/llm/anthropic_provider.go | 27 -- backend/internal/llm/eino_provider.go | 329 +++++++++++++++++++++ 4 files changed, 463 insertions(+), 65 deletions(-) create mode 100644 backend/internal/llm/eino_provider.go diff --git a/backend/go.mod b/backend/go.mod index dc713566..ca92e826 100644 --- a/backend/go.mod +++ b/backend/go.mod @@ -8,6 +8,9 @@ require ( github.com/ThreeDotsLabs/watermill v1.5.0 github.com/ThreeDotsLabs/watermill-redisstream v1.4.5 github.com/alicebob/miniredis/v2 v2.38.0 + github.com/cloudwego/eino v0.9.12 + github.com/cloudwego/eino-ext/components/embedding/openai v0.0.0-20260707093537-4921614ba2e8 + github.com/cloudwego/eino-ext/components/model/openai v0.1.13 github.com/emersion/go-imap v1.2.1 github.com/emersion/go-message v0.18.2 github.com/fsnotify/fsnotify v1.7.0 @@ -21,7 +24,7 @@ require ( github.com/pgvector/pgvector-go v0.4.0 github.com/redis/go-redis/v9 v9.12.1 github.com/spf13/viper v1.19.0 - github.com/stretchr/testify v1.10.0 + github.com/stretchr/testify v1.11.1 github.com/swaggo/files v1.0.1 github.com/swaggo/gin-swagger v1.6.0 github.com/swaggo/swag v1.16.6 @@ -39,13 +42,27 @@ require ( github.com/KyleBanks/depth v1.2.1 // indirect github.com/PuerkitoBio/purell v1.1.1 // indirect github.com/PuerkitoBio/urlesc v0.0.0-20170810143723-de5bf2ad4578 // indirect + github.com/bahlo/generic-list-go v0.2.0 // indirect + github.com/buger/jsonparser v1.1.1 // indirect + github.com/bytedance/gopkg v0.1.3 // indirect + github.com/cloudwego/eino-ext/libs/acl/openai v0.1.17 // indirect + github.com/dustin/go-humanize v1.0.1 // indirect + github.com/eino-contrib/jsonschema v1.0.3 // indirect + github.com/evanphx/json-patch v0.5.2 // indirect github.com/go-openapi/jsonpointer v0.19.5 // indirect github.com/go-openapi/jsonreference v0.19.6 // indirect github.com/go-openapi/spec v0.20.4 // indirect github.com/go-openapi/swag v0.19.15 // indirect github.com/go-sql-driver/mysql v1.8.1 // indirect + github.com/goph/emperror v0.17.2 // indirect github.com/josharian/intern v1.0.0 // indirect - github.com/mailru/easyjson v0.7.6 // indirect + github.com/mailru/easyjson v0.9.0 // indirect + github.com/meguminnnnnnnnn/go-openai v0.1.2 // indirect + github.com/nikolalohinski/gonja v1.5.3 // indirect + github.com/sirupsen/logrus v1.9.3 // indirect + github.com/slongfield/pyfmt v0.0.0-20220222012616-ea85ff4c361f // indirect + github.com/wk8/go-ordered-map/v2 v2.1.8 // indirect + github.com/yargevad/filepathx v1.0.0 // indirect golang.org/x/mod v0.29.0 // indirect golang.org/x/tools v0.38.0 // indirect gopkg.in/yaml.v2 v2.4.0 // indirect @@ -56,11 +73,10 @@ require ( cloud.google.com/go/compute/metadata v0.8.0 // indirect github.com/Rican7/retry v0.3.1 // indirect github.com/aymerick/douceur v0.2.0 // indirect - github.com/bytedance/sonic v1.11.6 // indirect - github.com/bytedance/sonic/loader v0.1.1 // indirect + github.com/bytedance/sonic v1.15.0 // indirect + github.com/bytedance/sonic/loader v0.5.0 // indirect github.com/cespare/xxhash/v2 v2.3.0 // indirect - github.com/cloudwego/base64x v0.1.4 // indirect - github.com/cloudwego/iasm v0.2.0 // indirect + github.com/cloudwego/base64x v0.1.6 // indirect github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc // indirect github.com/dgryski/go-rendezvous v0.0.0-20200823014737-9f7001d12a5f // indirect github.com/emersion/go-sasl v0.0.0-20200509203442-7bfe0ed36a21 // indirect @@ -80,7 +96,7 @@ require ( github.com/jinzhu/inflection v1.0.0 // indirect github.com/jinzhu/now v1.1.5 // indirect github.com/json-iterator/go v1.1.12 // indirect - github.com/klauspost/cpuid/v2 v2.2.7 // indirect + github.com/klauspost/cpuid/v2 v2.2.10 // indirect github.com/leodido/go-urn v1.4.0 // indirect github.com/lib/pq v1.10.9 // indirect github.com/lithammer/shortuuid/v3 v3.0.7 // indirect @@ -91,7 +107,7 @@ require ( github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect github.com/modern-go/reflect2 v1.0.2 // indirect github.com/oklog/ulid v1.3.1 // indirect - github.com/pelletier/go-toml/v2 v2.2.2 // indirect + github.com/pelletier/go-toml/v2 v2.2.3 // indirect github.com/pkg/errors v0.9.1 // indirect github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2 // indirect github.com/sagikazarmark/locafero v0.4.0 // indirect @@ -108,12 +124,12 @@ require ( github.com/yuin/gopher-lua v1.1.1 // indirect go.uber.org/atomic v1.9.0 // indirect go.uber.org/multierr v1.9.0 // indirect - golang.org/x/arch v0.8.0 // indirect - golang.org/x/exp v0.0.0-20230905200255-921286631fa9 // indirect + golang.org/x/arch v0.15.0 // indirect + golang.org/x/exp v0.0.0-20250305212735-054e65f0b394 // indirect golang.org/x/net v0.47.0 // indirect golang.org/x/sync v0.18.0 // indirect golang.org/x/sys v0.38.0 // indirect - golang.org/x/text v0.31.0 // indirect + golang.org/x/text v0.31.0 google.golang.org/appengine v1.6.8 // indirect google.golang.org/protobuf v1.36.8 // indirect gopkg.in/ini.v1 v1.67.0 // indirect diff --git a/backend/go.sum b/backend/go.sum index 2b784c59..2069b086 100644 --- a/backend/go.sum +++ b/backend/go.sum @@ -18,26 +18,46 @@ github.com/ThreeDotsLabs/watermill v1.5.0 h1:lWk8WSBaoQD/GFJRw10jqJvPyOedZUiXyUG github.com/ThreeDotsLabs/watermill v1.5.0/go.mod h1:qykQ1+u+K9ElNTBKyCWyTANnpFAeP7t3F3bZFw+n1rs= github.com/ThreeDotsLabs/watermill-redisstream v1.4.5 h1:SCETqsAYo/CRBb7H3+zWCcSqhMpDrQA4I6dCqC7UPR4= github.com/ThreeDotsLabs/watermill-redisstream v1.4.5/go.mod h1:Da3wqG1OcvHPODjuJcxSCY1O7D4loIZQpVbZ5u94xRo= +github.com/airbrake/gobrake v3.6.1+incompatible/go.mod h1:wM4gu3Cn0W0K7GUuVWnlXZU11AGBXMILnrdOU8Kn00o= github.com/alicebob/miniredis/v2 v2.38.0 h1:nZAzCR+Lj+Vxk4ZXzm2NuKq2O33RXj1XxJ2e2uP9jiw= github.com/alicebob/miniredis/v2 v2.38.0/go.mod h1:TcL7YfarKPGDAthEtl5NBeHZfeUQj6OXMm/+iu5cLMM= github.com/aymerick/douceur v0.2.0 h1:Mv+mAeH1Q+n9Fr+oyamOlAkUNPWPlA8PPGR0QAaYuPk= github.com/aymerick/douceur v0.2.0/go.mod h1:wlT5vV2O3h55X9m7iVYN0TBM0NH/MmbLnd30/FjWUq4= +github.com/bahlo/generic-list-go v0.2.0 h1:5sz/EEAK+ls5wF+NeqDpk5+iNdMDXrh3z3nPnH1Wvgk= +github.com/bahlo/generic-list-go v0.2.0/go.mod h1:2KvAjgMlE5NNynlg/5iLrrCCZ2+5xWbdbCW3pNTGyYg= github.com/benbjohnson/clock v1.1.0 h1:Q92kusRqC1XV2MjkWETPvjJVqKetz1OzxZB7mHJLju8= github.com/benbjohnson/clock v1.1.0/go.mod h1:J11/hYXuz8f4ySSvYwY0FKfm+ezbsZBKZxNJlLklBHA= +github.com/bitly/go-simplejson v0.5.0/go.mod h1:cXHtHw4XUPsvGaxgjIAn8PhEWG9NfngEKAMDJEczWVA= +github.com/bmizerany/assert v0.0.0-20160611221934-b7ed37b82869/go.mod h1:Ekp36dRnpXw/yCqJaO+ZrUyxD+3VXMFFr56k5XYrpB4= github.com/bsm/ginkgo/v2 v2.12.0 h1:Ny8MWAHyOepLGlLKYmXG4IEkioBysk6GpaRTLC8zwWs= github.com/bsm/ginkgo/v2 v2.12.0/go.mod h1:SwYbGRRDovPVboqFv0tPTcG1sN61LM1Z4ARdbAV9g4c= github.com/bsm/gomega v1.27.10 h1:yeMWxP2pV2fG3FgAODIY8EiRE3dy0aeFYt4l7wh6yKA= github.com/bsm/gomega v1.27.10/go.mod h1:JyEr/xRbxbtgWNi8tIEVPUYZ5Dzef52k01W3YH0H+O0= -github.com/bytedance/sonic v1.11.6 h1:oUp34TzMlL+OY1OUWxHqsdkgC/Zfc85zGqw9siXjrc0= -github.com/bytedance/sonic v1.11.6/go.mod h1:LysEHSvpvDySVdC2f87zGWf6CIKJcAvqab1ZaiQtds4= -github.com/bytedance/sonic/loader v0.1.1 h1:c+e5Pt1k/cy5wMveRDyk2X4B9hF4g7an8N3zCYjJFNM= -github.com/bytedance/sonic/loader v0.1.1/go.mod h1:ncP89zfokxS5LZrJxl5z0UJcsk4M4yY2JpfqGeCtNLU= +github.com/buger/jsonparser v1.1.1 h1:2PnMjfWD7wBILjqQbt530v576A/cAbQvEW9gGIpYMUs= +github.com/buger/jsonparser v1.1.1/go.mod h1:6RYKKt7H4d4+iWqouImQ9R2FZql3VbhNgx27UK13J/0= +github.com/bugsnag/bugsnag-go v1.4.0/go.mod h1:2oa8nejYd4cQ/b0hMIopN0lCRxU0bueqREvZLWFrtK8= +github.com/bugsnag/panicwrap v1.2.0/go.mod h1:D/8v3kj0zr8ZAKg1AQ6crr+5VwKN5eIywRkfhyM/+dE= +github.com/bytedance/gopkg v0.1.3 h1:TPBSwH8RsouGCBcMBktLt1AymVo2TVsBVCY4b6TnZ/M= +github.com/bytedance/gopkg v0.1.3/go.mod h1:576VvJ+eJgyCzdjS+c4+77QF3p7ubbtiKARP3TxducM= +github.com/bytedance/mockey v1.3.0 h1:ONLRdvhqmCfr9rTasUB8ZKCfvbdD2tohOg4u+4Q/ed0= +github.com/bytedance/mockey v1.3.0/go.mod h1:1BPHF9sol5R1ud/+0VEHGQq/+i2lN+GTsr3O2Q9IENY= +github.com/bytedance/sonic v1.15.0 h1:/PXeWFaR5ElNcVE84U0dOHjiMHQOwNIx3K4ymzh/uSE= +github.com/bytedance/sonic v1.15.0/go.mod h1:tFkWrPz0/CUCLEF4ri4UkHekCIcdnkqXw9VduqpJh0k= +github.com/bytedance/sonic/loader v0.5.0 h1:gXH3KVnatgY7loH5/TkeVyXPfESoqSBSBEiDd5VjlgE= +github.com/bytedance/sonic/loader v0.5.0/go.mod h1:AR4NYCk5DdzZizZ5djGqQ92eEhCCcdf5x77udYiSJRo= +github.com/certifi/gocertifi v0.0.0-20190105021004-abcd57078448/go.mod h1:GJKEexRPVJrBSOjoqN5VNOIKJ5Q3RViH6eu3puDRwx4= github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs= github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs= -github.com/cloudwego/base64x v0.1.4 h1:jwCgWpFanWmN8xoIUHa2rtzmkd5J2plF/dnLS6Xd/0Y= -github.com/cloudwego/base64x v0.1.4/go.mod h1:0zlkT4Wn5C6NdauXdJRhSKRlJvmclQ1hhJgA0rcu/8w= -github.com/cloudwego/iasm v0.2.0 h1:1KNIy1I1H9hNNFEEH3DVnI4UujN+1zjpuk6gwHLTssg= -github.com/cloudwego/iasm v0.2.0/go.mod h1:8rXZaNYT2n95jn+zTI1sDr+IgcD2GVs0nlbbQPiEFhY= +github.com/cloudwego/base64x v0.1.6 h1:t11wG9AECkCDk5fMSoxmufanudBtJ+/HemLstXDLI2M= +github.com/cloudwego/base64x v0.1.6/go.mod h1:OFcloc187FXDaYHvrNIjxSe8ncn0OOM8gEHfghB2IPU= +github.com/cloudwego/eino v0.9.12 h1:mHAMo5k7GdvnVD8Lc2sLyfpkxEm0S/y3PkEMhsSYt78= +github.com/cloudwego/eino v0.9.12/go.mod h1:OBD1mrkfkt/pJa4rkg1P0VnaMeOVl7l8IAdEqY//3IQ= +github.com/cloudwego/eino-ext/components/embedding/openai v0.0.0-20260707093537-4921614ba2e8 h1:lLdhCtKZhun/8flC+RqFEN9y7EmoSUxnm5T5h/apCgI= +github.com/cloudwego/eino-ext/components/embedding/openai v0.0.0-20260707093537-4921614ba2e8/go.mod h1:zyPrZT2bO6LyRJgVksQowR18jVgyLSvqK93hnO53/Lc= +github.com/cloudwego/eino-ext/components/model/openai v0.1.13 h1:5XHRTiTD5bt9KQrMHcfvuWNklEC3tpm3XHejdozt9vM= +github.com/cloudwego/eino-ext/components/model/openai v0.1.13/go.mod h1:mgIoqYYOc0eECCqvLbEYpOJrQNTNxkwXzSJzFU+v5sQ= +github.com/cloudwego/eino-ext/libs/acl/openai v0.1.17 h1:EeVcR1TslRA2IdNW1h/2LaGbPlffwGhQm99jM3zWZiI= +github.com/cloudwego/eino-ext/libs/acl/openai v0.1.17/go.mod h1:Zkcx6DPTR2NfWmtSXbhItswGw6hqUezNPhNcke0pOG8= github.com/containerd/errdefs v1.0.0 h1:tg5yIfIlQIrxYtu9ajqY42W3lpS19XqdxRQeEwYG8PI= github.com/containerd/errdefs v1.0.0/go.mod h1:+YBYIdtsnF4Iw6nWZhJcqGSg/dwvV7tyJ/kCkyJ2k+M= github.com/containerd/errdefs/pkg v0.3.0 h1:9IKJ06FvyNlexW690DXuQNx2KA2cUJXx151Xdx3ZPPE= @@ -59,6 +79,10 @@ github.com/docker/go-connections v0.5.0 h1:USnMq7hx7gwdVZq1L49hLXaFtUdTADjXGp+uj github.com/docker/go-connections v0.5.0/go.mod h1:ov60Kzw0kKElRwhNs9UlUHAE/F9Fe6GLaXnqyDdmEXc= github.com/docker/go-units v0.5.0 h1:69rxXcBk27SvSaaxTtLh/8llcHD8vYHT7WSdRZ/jvr4= github.com/docker/go-units v0.5.0/go.mod h1:fgPhTUdO+D/Jk86RDLlptpiXQzgHJF7gydDDbaIK4Dk= +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/emersion/go-imap v1.2.1 h1:+s9ZjMEjOB8NzZMVTM3cCenz2JrQIGGo5j1df19WjTA= github.com/emersion/go-imap v1.2.1/go.mod h1:Qlx1FSx2FTxjnjWpIlVNEuX+ylerZQNFE5NsmKFSejY= github.com/emersion/go-message v0.15.0/go.mod h1:wQUEfE+38+7EW8p8aZ96ptg6bAb1iwdgej19uXASlE4= @@ -67,20 +91,26 @@ github.com/emersion/go-message v0.18.2/go.mod h1:XpJyL70LwRvq2a8rVbHXikPgKj8+aI0 github.com/emersion/go-sasl v0.0.0-20200509203442-7bfe0ed36a21 h1:OJyUGMJTzHTd1XQp98QTaHernxMYzRaOasRir9hUlFQ= github.com/emersion/go-sasl v0.0.0-20200509203442-7bfe0ed36a21/go.mod h1:iL2twTeMvZnrg54ZoPDNfJaJaqy0xIQFuBdrLsmspwQ= github.com/emersion/go-textwrapper v0.0.0-20200911093747-65d896831594/go.mod h1:aqO8z8wPrjkscevZJFVE1wXJrLpC5LtJG7fqLOsPb2U= +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/felixge/httpsnoop v1.0.4 h1:NFTV2Zj1bL4mc9sqWACXbQFVBBg2W3GPvqp8/ESS2Wg= github.com/felixge/httpsnoop v1.0.4/go.mod h1:m8KPJKqk1gH5J9DgRY2ASl2lWCfGKXixSwevea8zH2U= github.com/frankban/quicktest v1.14.6 h1:7Xjx+VpznH+oBnejlPUj8oUpdxnVs4f8XU8WnHkI4W8= github.com/frankban/quicktest v1.14.6/go.mod h1:4ptaffx2x8+WTWXmUCuVU6aPUX1/Mz7zb5vbUoiM6w0= +github.com/fsnotify/fsnotify v1.4.7/go.mod h1:jwhsz4b93w/PPRr/qN1Yymfu8t87LnFCMoQvtojpjFo= github.com/fsnotify/fsnotify v1.7.0 h1:8JEhPFa5W2WU7YfeZzPNqzMP6Lwt7L2715Ggo0nosvA= github.com/fsnotify/fsnotify v1.7.0/go.mod h1:40Bi/Hjc2AVfZrqy+aj+yEI+/bRxZnMJyTJwOpGvigM= github.com/gabriel-vasile/mimetype v1.4.3 h1:in2uUcidCuFcDKtdcBxlR0rJ1+fsokWf+uqxgUFjbI0= github.com/gabriel-vasile/mimetype v1.4.3/go.mod h1:d8uq/6HKRL6CGdk+aubisF/M5GcPfT7nKyLpA0lbSSk= +github.com/getsentry/raven-go v0.2.0/go.mod h1:KungGk8q33+aIAZUIVWZDr2OfAEBsO49PX4NzFV5kcQ= github.com/gin-contrib/gzip v0.0.6 h1:NjcunTcGAj5CO1gn4N8jHOSIeRFHIbn51z6K+xaN4d4= github.com/gin-contrib/gzip v0.0.6/go.mod h1:QOJlmV2xmayAjkNS2Y8NQsMneuRShOU/kjovCXNuzzk= github.com/gin-contrib/sse v0.1.0 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h1:9LC83zGrHhuUA9l16C9AHXAqEV/2wBQ4nkvumAE65E github.com/ugorji/go/codec v1.2.12/go.mod h1:UNopzCgEMSXjBc6AOMqYvWC1ktqTAfzJZUZgYf6w6lg= github.com/vmihailenco/msgpack v4.0.4+incompatible h1:dSLoQfGFAo3F6OoNhwUmLwVgaUXK79GlxNBwueZn0xI= github.com/vmihailenco/msgpack v4.0.4+incompatible/go.mod h1:fy3FlTQTDXWkZ7Bh6AcGMlsjHatGryHQYUTf1ShIgkk= +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/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/yargevad/filepathx v1.0.0 h1:SYcT+N3tYGi+NvazubCNlvgIPbzAk7i7y2dwg3I5FYc= +github.com/yargevad/filepathx v1.0.0/go.mod h1:BprfX/gpYNJHJfc35GjRRpVcwWXS89gGulUIU5tK3tA= github.com/yuin/goldmark v1.3.5/go.mod h1:mwnBkeHKe2W/ZEtQ+71ViKU8L12m81fl3OWwC1Zlc8k= github.com/yuin/goldmark v1.4.13/go.mod h1:6yULJ656Px+3vBD8DxQVa3kxgyrAnzto9xy5taEt/CY= github.com/yuin/gopher-lua v1.1.1 h1:kYKnWBjvbNP4XLT3+bPEwAXJx262OhaHDWDVOPjL46M= @@ -278,27 +348,30 @@ 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/goleak v1.1.11 h1:wy28qYRKZgnJTxGxvye5/wgWr1EKjmUDGYox5mGlRlI= go.uber.org/goleak v1.1.11/go.mod h1:cwTWslyiVhfpKIDGSZEM2HlOvcqm+tG4zioyIeLoqMQ= +go.uber.org/mock v0.4.0 h1:VcM4ZOtdbR4f6VXfiOpwpVJDL6lCReaZ6mw31wqh7KU= +go.uber.org/mock v0.4.0/go.mod h1:a6FSlNadKUHUa9IP5Vyt1zh4fC7uAwxMutEAscFbkZc= go.uber.org/multierr v1.6.0/go.mod h1:cdWPpRnG4AhwMwsgIHip0KRBQjJy5kYEpYjJxpXp9iU= go.uber.org/multierr v1.9.0 h1:7fIwc/ZtS0q++VgcfqFDxSBZVv/Xo49/SYnDFupUwlI= go.uber.org/multierr v1.9.0/go.mod h1:X2jQV1h+kxSjClGpnseKVIxpmcjrj7MNnI0bnlfKTVQ= go.uber.org/zap v1.21.0 h1:WefMeulhovoZ2sYXz7st6K0sLj7bBhpiFaud4r4zST8= go.uber.org/zap 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golang.org/x/crypto v0.45.0/go.mod h1:XTGrrkGJve7CYK7J8PEww4aY7gM3qMCElcJQ8n8JdX4= -golang.org/x/exp v0.0.0-20230905200255-921286631fa9 h1:GoHiUyI/Tp2nVkLI2mCxVkOjsbSXD66ic0XW0js0R9g= -golang.org/x/exp v0.0.0-20230905200255-921286631fa9/go.mod h1:S2oDrQGGwySpoQPVqRShND87VCbxmc6bL1Yd2oYrm6k= +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/lint v0.0.0-20190930215403-16217165b5de/go.mod h1:6SW0HCj/g11FgYtHlgUYUwCkIfeOF89ocIRzGO/8vkc= 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 v0.29.0 h1:HV8lRxZC4l2cr3Zq1LvtOsi/ThTgWnUk/y64QSs8GwA= golang.org/x/mod v0.29.0/go.mod h1:NyhrlYXJ2H4eJiRy/WDBO6HMqZQ6q9nk4JzS3NuCK+w= +golang.org/x/net v0.0.0-20180906233101-161cd47e91fd/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4= golang.org/x/net v0.0.0-20190311183353-d8887717615a/go.mod h1:t9HGtf8HONx5eT2rtn7q6eTqICYqUVnKs3thJo3Qplg= golang.org/x/net v0.0.0-20190404232315-eb5bcb51f2a3/go.mod h1:t9HGtf8HONx5eT2rtn7q6eTqICYqUVnKs3thJo3Qplg= golang.org/x/net v0.0.0-20190620200207-3b0461eec859/go.mod h1:z5CRVTTTmAJ677TzLLGU+0bjPO0LkuOLi4/5GtJWs/s= @@ -312,12 +385,15 @@ golang.org/x/net v0.47.0 h1:Mx+4dIFzqraBXUugkia1OOvlD6LemFo1ALMHjrXDOhY= golang.org/x/net v0.47.0/go.mod h1:/jNxtkgq5yWUGYkaZGqo27cfGZ1c5Nen03aYrrKpVRU= golang.org/x/oauth2 v0.30.0 h1:dnDm7JmhM45NNpd8FDDeLhK6FwqbOf4MLCM9zb1BOHI= golang.org/x/oauth2 v0.30.0/go.mod h1:B++QgG3ZKulg6sRPGD/mqlHQs5rB3Ml9erfeDY7xKlU= +golang.org/x/sync v0.0.0-20180314180146-1d60e4601c6f/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM= golang.org/x/sync v0.0.0-20190423024810-112230192c58/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM= golang.org/x/sync v0.0.0-20210220032951-036812b2e83c/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 v0.18.0 h1:kr88TuHDroi+UVf+0hZnirlk8o8T+4MrK6mr60WkH/I= golang.org/x/sync v0.18.0/go.mod h1:9KTHXmSnoGruLpwFjVSX0lNNA75CykiMECbovNTZqGI= +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 v0.0.0-20190215142949-d0b11bdaac8a/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY= golang.org/x/sys v0.0.0-20190412213103-97732733099d/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs= golang.org/x/sys v0.0.0-20201119102817-f84b799fce68/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs= @@ -326,6 +402,7 @@ golang.org/x/sys v0.0.0-20210420072515-93ed5bcd2bfe/go.mod h1:h1NjWce9XRLGQEsW7w golang.org/x/sys v0.0.0-20210510120138-977fb7262007/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= golang.org/x/sys v0.0.0-20210615035016-665e8c7367d1/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= golang.org/x/sys v0.0.0-20220520151302-bc2c85ada10a/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= +golang.org/x/sys v0.0.0-20220715151400-c0bba94af5f8/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= golang.org/x/sys v0.0.0-20220722155257-8c9f86f7a55f/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= golang.org/x/sys v0.5.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= golang.org/x/sys v0.6.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= @@ -334,6 +411,8 @@ golang.org/x/sys v0.38.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks= golang.org/x/term v0.0.0-20201126162022-7de9c90e9dd1/go.mod h1:bj7SfCRtBDWHUb9snDiAeCFNEtKQo2Wmx5Cou7ajbmo= 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 v0.37.0 h1:8EGAD0qCmHYZg6J17DvsMy9/wJ7/D/4pV/wfnld5lTU= +golang.org/x/term v0.37.0/go.mod h1:5pB4lxRNYYVZuTLmy8oR2BH8dflOR+IbTYFD8fi3254= golang.org/x/text v0.3.0/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ= golang.org/x/text v0.3.3/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ= golang.org/x/text v0.3.6/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ= @@ -368,8 +447,11 @@ gopkg.in/check.v1 v1.0.0-20180628173108-788fd7840127/go.mod h1:Co6ibVJAznAaIkqp8 gopkg.in/check.v1 v1.0.0-20200227125254-8fa46927fb4f/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/fsnotify.v1 v1.4.7/go.mod h1:Tz8NjZHkW78fSQdbUxIjBTcgA1z1m8ZHf0WmKUhAMys= gopkg.in/ini.v1 v1.67.0 h1:Dgnx+6+nfE+IfzjUEISNeydPJh9AXNNsWbGP9KzCsOA= gopkg.in/ini.v1 v1.67.0/go.mod h1:pNLf8WUiyNEtQjuu5G5vTm06TEv9tsIgeAvK8hOrP4k= +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.v2 v2.2.2/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI= gopkg.in/yaml.v2 v2.2.8/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI= gopkg.in/yaml.v2 v2.4.0 h1:D8xgwECY7CYvx+Y2n4sBz93Jn9JRvxdiyyo8CTfuKaY= @@ -392,5 +474,3 @@ gorm.io/driver/sqlserver v1.4.1/go.mod h1:DJ4P+MeZbc5rvY58PnmN1Lnyvb5gw5NPzGshHD gorm.io/gorm v1.25.7/go.mod h1:hbnx/Oo0ChWMn1BIhpy1oYozzpM15i4YPuHDmfYtwg8= gorm.io/gorm v1.30.0 h1:qbT5aPv1UH8gI99OsRlvDToLxW5zR7FzS9acZDOZcgs= gorm.io/gorm v1.30.0/go.mod h1:8Z33v652h4//uMA76KjeDH8mJXPm1QNCYrMeatR0DOE= -nullprogram.com/x/optparse v1.0.0/go.mod h1:KdyPE+Igbe0jQUrVfMqDMeJQIJZEuyV7pjYmp6pbG50= -rsc.io/pdf v0.1.1/go.mod h1:n8OzWcQ6Sp37PL01nO98y4iUCRdTGarVfzxY20ICaU4= diff --git a/backend/internal/llm/anthropic_provider.go b/backend/internal/llm/anthropic_provider.go index 3e4b1970..c2c2705a 100644 --- a/backend/internal/llm/anthropic_provider.go +++ b/backend/internal/llm/anthropic_provider.go @@ -355,30 +355,3 @@ func (p *AnthropicProvider) setHeaders(req *http.Request) { req.Header.Set("x-api-key", p.apiKey) req.Header.Set("anthropic-version", "2023-06-01") } - -// NewProviderFromConfig creates the appropriate LLM provider based on provider name. -// This is the factory function used by bootstrap to select provider by name. -// For "anthropic"/"claude", returns AnthropicProvider; for all others -// (openai/azure/custom/empty), returns OpenAIProvider (OpenAI-compatible). -func NewProviderFromConfig(provider, apiKey, baseURL, model, embedModel string) Provider { - switch provider { - case "anthropic", "claude": - return NewAnthropicProvider(AnthropicProviderConfig{ - APIKey: apiKey, - BaseURL: baseURL, - Model: model, - EmbedModel: embedModel, - MaxRetries: 3, - Timeout: 60, - }) - default: - return NewOpenAIProvider(OpenAIProviderConfig{ - APIKey: apiKey, - BaseURL: baseURL, - Model: model, - EmbedModel: embedModel, - MaxRetries: 3, - Timeout: 60, - }) - } -} diff --git a/backend/internal/llm/eino_provider.go b/backend/internal/llm/eino_provider.go new file mode 100644 index 00000000..61e7fa48 --- /dev/null +++ b/backend/internal/llm/eino_provider.go @@ -0,0 +1,329 @@ +package llm + +import ( + "context" + "fmt" + "time" + + "github.com/cloudwego/eino/components/embedding" + "github.com/cloudwego/eino/components/model" + "github.com/cloudwego/eino/schema" + einoopenai "github.com/cloudwego/eino-ext/components/model/openai" + einoopenaiembedding "github.com/cloudwego/eino-ext/components/embedding/openai" + applogger "github.com/gochat/gochat/pkg/logger" +) + +// EinoProvider implements the Provider interface by delegating to Eino's +// model.ChatModel + embedding.Embedder. This allows GoChat to use Eino's +// rich ecosystem of model implementations (OpenAI, Claude, Gemini, DeepSeek, +// Ark, Qwen, etc.) without changing any business logic code. +// +// The EinoProvider is constructed with: +// - chatModel: a model.ToolCallingChatModel (or model.ChatModel) from eino-ext +// - embedder: an embedding.Embedder from eino-ext +// +// If embedder is nil, CreateEmbedding returns an error. This happens when +// using providers like Anthropic that don't offer an embeddings API — in +// that case, configure a separate OpenAI-compatible embedding provider. +type EinoProvider struct { + chatModel model.BaseChatModel + embedder Embedder + // fallback embedder for providers that don't support embeddings (e.g. Anthropic) + // if non-nil, used when embedder is nil + fallbackEmbedder Embedder +} + +// Embedder is the interface EinoProvider expects for embedding generation. +// This matches eino's embedding.Embedder interface exactly. +type Embedder = embedding.Embedder + +// NewEinoProvider creates a new EinoProvider. +// chatModel must implement model.BaseChatModel (Generate + Stream). +// embedder is optional (can be nil if only chat completion is needed). +func NewEinoProvider(chatModel model.BaseChatModel, embedder Embedder) *EinoProvider { + return &EinoProvider{ + chatModel: chatModel, + embedder: embedder, + } +} + +// SetFallbackEmbedder sets a fallback embedder used when the primary embedder +// is nil (e.g. when using Anthropic as chat model but OpenAI for embeddings). +func (p *EinoProvider) SetFallbackEmbedder(embedder Embedder) { + p.fallbackEmbedder = embedder +} + +// ChatCompletion sends a synchronous chat completion request via Eino. +func (p *EinoProvider) ChatCompletion(ctx context.Context, req ChatRequest) (*ChatResponse, error) { + // Convert GoChat messages to Eino schema.Message + messages := make([]*schema.Message, 0, len(req.Messages)) + for _, msg := range req.Messages { + role := schema.RoleType(msg.Role) + if role == "" { + role = schema.User + } + messages = append(messages, &schema.Message{ + Role: role, + Content: msg.Content, + }) + // Handle tool call fields + if len(msg.ToolCalls) > 0 { + messages[len(messages)-1].ToolCalls = convertToSchemaToolCalls(msg.ToolCalls) + } + if msg.ToolCallID != "" { + messages[len(messages)-1].ToolCallID = msg.ToolCallID + messages[len(messages)-1].ToolName = msg.Name + } + } + + // Build options + opts := []model.Option{} + if req.Temperature > 0 { + opts = append(opts, WithTemperature(req.Temperature)) + } + if req.MaxTokens > 0 { + opts = append(opts, WithMaxTokens(req.MaxTokens)) + } + + // Call Eino model + resp, err := p.chatModel.Generate(ctx, messages, opts...) + if err != nil { + applogger.L().Errorf("EinoProvider ChatCompletion: %v", err) + return nil, fmt.Errorf("eino chat completion: %w", err) + } + + // Convert Eino response to GoChat ChatResponse + result := &ChatResponse{ + ID: "", + Object: "chat.completion", + Created: time.Now().Unix(), + Model: req.Model, + Choices: []ChatChoice{}, + } + + if resp != nil { + finishReason := "" + if resp.ResponseMeta != nil { + finishReason = resp.ResponseMeta.FinishReason + } + choice := ChatChoice{ + Index: 0, + Message: ChatMessage{Role: string(resp.Role), Content: resp.Content}, + FinishReason: finishReason, + } + // Convert tool calls if present + if len(resp.ToolCalls) > 0 { + choice.Message.ToolCalls = convertFromSchemaToolCalls(resp.ToolCalls) + } + result.Choices = append(result.Choices, choice) + + // Map usage metadata if available + if resp.ResponseMeta != nil && resp.ResponseMeta.Usage != nil { + result.Usage = TokenUsage{ + PromptTokens: resp.ResponseMeta.Usage.PromptTokens, + CompletionTokens: resp.ResponseMeta.Usage.CompletionTokens, + TotalTokens: resp.ResponseMeta.Usage.TotalTokens, + } + } + } + + return result, nil +} + +// ChatCompletionStream sends a streaming chat completion request via Eino. +// Chunks are delivered via the onChunk callback. +func (p *EinoProvider) ChatCompletionStream(ctx context.Context, req ChatRequest, onChunk func(StreamChunk) error) error { + // Convert messages + messages := make([]*schema.Message, 0, len(req.Messages)) + for _, msg := range req.Messages { + role := schema.RoleType(msg.Role) + if role == "" { + role = schema.User + } + messages = append(messages, &schema.Message{ + Role: role, + Content: msg.Content, + }) + } + + opts := []model.Option{} + if req.Temperature > 0 { + opts = append(opts, WithTemperature(req.Temperature)) + } + if req.MaxTokens > 0 { + opts = append(opts, WithMaxTokens(req.MaxTokens)) + } + + reader, err := p.chatModel.Stream(ctx, messages, opts...) + if err != nil { + return fmt.Errorf("eino stream: %w", err) + } + if reader == nil { + return fmt.Errorf("eino stream returned nil reader") + } + defer reader.Close() + + for { + chunk, err := reader.Recv() + if err != nil { + if err.Error() == "EOF" || err.Error() == "io: EOF" { + break + } + return fmt.Errorf("eino stream recv: %w", err) + } + if chunk == nil { + break + } + + streamChunk := StreamChunk{ + Model: req.Model, + Choices: []StreamChoice{ + { + Index: 0, + Delta: StreamDelta{Content: chunk.Content}, + }, + }, + } + if chunk.ResponseMeta != nil { + streamChunk.Choices[0].FinishReason = chunk.ResponseMeta.FinishReason + } + + if err := onChunk(streamChunk); err != nil { + return fmt.Errorf("chunk callback: %w", err) + } + } + + return nil +} + +// CreateEmbedding generates embeddings using the Eino embedder. +func (p *EinoProvider) CreateEmbedding(ctx context.Context, req EmbeddingRequest) (*EmbeddingResponse, error) { + embedder := p.embedder + if embedder == nil { + embedder = p.fallbackEmbedder + } + if embedder == nil { + return nil, fmt.Errorf("no embedder configured for this provider") + } + + vectors, err := embedder.EmbedStrings(ctx, req.Input) + if err != nil { + return nil, fmt.Errorf("eino embedding: %w", err) + } + + data := make([]EmbeddingData, 0, len(vectors)) + for i, vec := range vectors { + data = append(data, EmbeddingData{ + Object: "embedding", + Index: i, + Embedding: vec, + }) + } + + return &EmbeddingResponse{ + Object: "list", + Data: data, + Model: req.Model, + }, nil +} + +// --- Helper functions for tool call conversion --- + +func convertToSchemaToolCalls(calls []ToolCall) []schema.ToolCall { + result := make([]schema.ToolCall, 0, len(calls)) + for _, c := range calls { + result = append(result, schema.ToolCall{ + ID: c.ID, + Type: c.Type, + Function: schema.FunctionCall{ + Name: c.Function.Name, + Arguments: c.Function.Arguments, + }, + }) + } + return result +} + +func convertFromSchemaToolCalls(calls []schema.ToolCall) []ToolCall { + result := make([]ToolCall, 0, len(calls)) + for _, c := range calls { + result = append(result, ToolCall{ + ID: c.ID, + Type: c.Type, + Function: ToolCallFunction{ + Name: c.Function.Name, + Arguments: c.Function.Arguments, + }, + }) + } + return result +} + +// --- Model option helpers --- +// These wrap eino's model.Option to provide a simple API without importing +// eino's option package directly in business code. + +// WithTemperature sets the temperature option for the model. +func WithTemperature(temp float64) model.Option { + return model.WithTemperature(float32(temp)) +} + +// WithMaxTokens sets the max tokens option for the model. +func WithMaxTokens(maxTokens int) model.Option { + return model.WithMaxTokens(maxTokens) +} + +// NewProviderFromConfig creates the appropriate LLM provider based on provider name. +// Uses Eino (cloudwego/eino) as the underlying framework. +// +// For all provider types (openai/anthropic/azure/custom/empty), Eino's OpenAI +// ChatModel is used with the configured baseURL — this works for OpenAI-compatible +// APIs including domestic providers (Ark/Doubao/Qwen) by setting llm_base_url. +// +// Embeddings always use Eino's OpenAI Embedder (Anthropic has no embeddings API; +// OpenAI embeddings are the industry standard). +// +// If Eino initialization fails, falls back to the hand-written OpenAIProvider. +func NewProviderFromConfig(provider, apiKey, baseURL, modelName, embedModel string) Provider { + ctx := context.Background() + + // Create Eino OpenAI ChatModel + chatModelCfg := &einoopenai.ChatModelConfig{ + APIKey: apiKey, + Model: modelName, + } + if baseURL != "" { + chatModelCfg.BaseURL = baseURL + } + + chatModel, err := einoopenai.NewChatModel(ctx, chatModelCfg) + if err != nil { + applogger.L().Errorf("Eino: failed to create OpenAI chat model: %v, falling back to direct provider", err) + return NewOpenAIProvider(OpenAIProviderConfig{ + APIKey: apiKey, + BaseURL: baseURL, + Model: modelName, + EmbedModel: embedModel, + }) + } + + // Create Eino OpenAI Embedder + var embedder Embedder + if apiKey != "" { + embedCfg := &einoopenaiembedding.EmbeddingConfig{ + APIKey: apiKey, + Model: embedModel, + } + if baseURL != "" { + embedCfg.BaseURL = baseURL + } + if ed, err := einoopenaiembedding.NewEmbedder(ctx, embedCfg); err == nil { + embedder = ed + } else { + applogger.L().Warnf("Eino: failed to create OpenAI embedder: %v, embeddings unavailable", err) + } + } + + applogger.L().Infof("Eino: provider initialized (model=%s, embed=%s, baseURL=%s)", modelName, embedModel, baseURL) + return NewEinoProvider(chatModel, embedder) +}