diff --git a/MANIFEST.in b/MANIFEST.in index 96f7c38c8a5..c9828633d9d 100644 --- a/MANIFEST.in +++ b/MANIFEST.in @@ -6,3 +6,4 @@ prune infra prune examples graft sdk/python/feast/ui/build +graft sdk/python/feast/embedded_go/lib diff --git a/Makefile b/Makefile index 22d4d25f4e3..6902852b57b 100644 --- a/Makefile +++ b/Makefile @@ -509,3 +509,43 @@ build-helm-docs: # Note: requires node and yarn to be installed build-ui: cd $(ROOT_DIR)/sdk/python/feast/ui && yarn upgrade @feast-dev/feast-ui --latest && yarn install && npm run build --omit=dev + + + +# Go SDK & embedded +install-protoc-dependencies: + pip install "protobuf>=4.24.0,<5.0.0" "grpcio-tools>=1.56.2,<2" "mypy-protobuf>=3.1" + +install-go-proto-dependencies: + go install google.golang.org/protobuf/cmd/protoc-gen-go@v1.31.0 + go install google.golang.org/grpc/cmd/protoc-gen-go-grpc@v1.3.0 + +install-go-ci-dependencies: + # TODO: currently gopy installation doesn't work w/o explicit go get in the next line + # TODO: there should be a better way to install gopy + go get github.com/go-python/gopy@v0.4.4 + go install golang.org/x/tools/cmd/goimports + # The `go get` command on the previous lines download the lib along with replacing the dep to `feast-dev/gopy` + # but the following command is needed to install it for some reason. + go install github.com/go-python/gopy + python -m pip install "pybindgen==0.22.1" "grpcio-tools>=1.56.2,<2" "mypy-protobuf>=3.1" + +build-go: compile-protos-go + go build -o feast ./go/main.go + +test-go: compile-protos-go compile-protos-python install-feast-ci-locally + CGO_ENABLED=1 go test -coverprofile=coverage.out ./... && go tool cover -html=coverage.out -o coverage.html + +format-go: + gofmt -s -w go/ + +lint-go: compile-protos-go + go vet ./go/internal/feast + +build-go-docker-dev: + docker buildx build --build-arg VERSION=dev \ + -t feastdev/feature-server-go:dev \ + -f go/infra/docker/feature-server/Dockerfile --load . + +compile-protos-go: install-go-proto-dependencies install-protoc-dependencies + python setup.py build_go_protos \ No newline at end of file diff --git a/go.mod b/go.mod index 61063a0cdaf..47695627297 100644 --- a/go.mod +++ b/go.mod @@ -1,50 +1,81 @@ module github.com/feast-dev/feast -go 1.17 +go 1.22.0 -replace github.com/go-python/gopy v0.4.4 => github.com/feast-dev/gopy v0.4.1-0.20220714211711-252048177d85 +toolchain go1.22.5 require ( - github.com/apache/arrow/go/v8 v8.0.0 + github.com/apache/arrow/go/v17 v17.0.0 github.com/ghodss/yaml v1.0.0 - github.com/go-redis/redis/v8 v8.11.4 - github.com/golang/protobuf v1.5.3 - github.com/google/uuid v1.3.0 - github.com/mattn/go-sqlite3 v1.14.12 + github.com/golang/protobuf v1.5.4 + github.com/google/uuid v1.6.0 + github.com/mattn/go-sqlite3 v1.14.23 github.com/pkg/errors v0.9.1 + github.com/redis/go-redis/v9 v9.6.1 + github.com/rs/zerolog v1.33.0 github.com/spaolacci/murmur3 v1.1.0 - github.com/stretchr/testify v1.7.0 - google.golang.org/grpc v1.56.3 - google.golang.org/protobuf v1.33.0 + github.com/stretchr/testify v1.9.0 + google.golang.org/grpc v1.67.0 + google.golang.org/protobuf v1.34.2 + gopkg.in/DataDog/dd-trace-go.v1 v1.68.0 ) require ( + github.com/DataDog/appsec-internal-go v1.7.0 // indirect + github.com/DataDog/datadog-agent/pkg/obfuscate v0.57.1 // indirect + github.com/DataDog/datadog-agent/pkg/remoteconfig/state v0.57.1 // indirect + github.com/DataDog/datadog-go/v5 v5.5.0 // indirect + github.com/DataDog/go-tuf v1.1.0-0.5.2 // indirect + github.com/DataDog/sketches-go v1.4.6 // indirect + github.com/Microsoft/go-winio v0.6.2 // indirect + github.com/dustin/go-humanize v1.0.1 // indirect + github.com/ebitengine/purego v0.7.1 // indirect + github.com/outcaste-io/ristretto v0.2.3 // indirect + github.com/philhofer/fwd v1.1.3-0.20240612014219-fbbf4953d986 // indirect + github.com/secure-systems-lab/go-securesystemslib v0.8.0 // indirect + github.com/tinylib/msgp v1.2.1 // indirect + golang.org/x/time v0.6.0 // indirect +) + +require ( + github.com/DataDog/go-libddwaf/v3 v3.4.0 // indirect + github.com/DataDog/go-sqllexer v0.0.14 // indirect github.com/JohnCGriffin/overflow v0.0.0-20211019200055-46fa312c352c // indirect - github.com/andybalholm/brotli v1.0.4 // indirect - github.com/apache/thrift v0.15.0 // indirect - github.com/cespare/xxhash/v2 v2.2.0 // indirect - github.com/davecgh/go-spew v1.1.1 // indirect + github.com/andybalholm/brotli v1.1.0 // indirect + github.com/apache/thrift v0.21.0 // indirect + github.com/cespare/xxhash/v2 v2.3.0 // 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/goccy/go-json v0.9.6 // indirect + github.com/eapache/queue/v2 v2.0.0-20230407133247-75960ed334e4 // indirect + github.com/goccy/go-json v0.10.3 // indirect github.com/golang/snappy v0.0.4 // indirect - github.com/google/flatbuffers v2.0.6+incompatible // indirect + github.com/google/flatbuffers v24.3.25+incompatible // indirect + github.com/hashicorp/go-secure-stdlib/parseutil v0.1.8 // indirect + github.com/hashicorp/go-secure-stdlib/strutil v0.1.2 // indirect + github.com/hashicorp/go-sockaddr v1.0.6 // indirect github.com/klauspost/asmfmt v1.3.2 // indirect - github.com/klauspost/compress v1.15.1 // indirect - github.com/klauspost/cpuid/v2 v2.0.12 // indirect + github.com/klauspost/compress v1.17.9 // indirect + github.com/klauspost/cpuid/v2 v2.2.8 // indirect + github.com/mattn/go-colorable v0.1.13 // indirect + github.com/mattn/go-isatty v0.0.20 // 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 v4.1.14 // indirect - github.com/pmezard/go-difflib v1.0.0 // indirect + github.com/mitchellh/mapstructure v1.5.0 // indirect + github.com/pierrec/lz4/v4 v4.1.21 // indirect + github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2 // indirect + github.com/ryanuber/go-glob v1.0.0 // indirect + github.com/stretchr/objx v0.5.2 // indirect github.com/zeebo/xxh3 v1.0.2 // indirect - golang.org/x/exp v0.0.0-20220407100705-7b9b53b0aca4 // indirect - golang.org/x/mod v0.8.0 // indirect - golang.org/x/net v0.23.0 // indirect - golang.org/x/sys v0.18.0 // indirect - golang.org/x/text v0.14.0 // indirect - golang.org/x/tools v0.6.0 // indirect - golang.org/x/xerrors v0.0.0-20220411194840-2f41105eb62f // indirect - google.golang.org/genproto v0.0.0-20230410155749-daa745c078e1 // indirect - gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c // indirect + go.uber.org/atomic v1.11.0 // indirect + golang.org/x/exp v0.0.0-20240909161429-701f63a606c0 // indirect + golang.org/x/mod v0.21.0 // indirect + golang.org/x/net v0.29.0 // indirect + golang.org/x/sync v0.8.0 // indirect + golang.org/x/sys v0.25.0 // indirect + golang.org/x/text v0.18.0 // indirect + golang.org/x/tools v0.25.0 // indirect + golang.org/x/xerrors v0.0.0-20240903120638-7835f813f4da // indirect + google.golang.org/genproto/googleapis/rpc v0.0.0-20240903143218-8af14fe29dc1 // indirect gopkg.in/yaml.v2 v2.4.0 // indirect - gopkg.in/yaml.v3 v3.0.0 // indirect + gopkg.in/yaml.v3 v3.0.1 // indirect ) diff --git a/go.sum b/go.sum deleted file mode 100644 index 83bbc041c5a..00000000000 --- a/go.sum +++ /dev/null @@ -1,1910 +0,0 @@ -cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= -cloud.google.com/go v0.34.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= -cloud.google.com/go v0.38.0/go.mod h1:990N+gfupTy94rShfmMCWGDn0LpTmnzTp2qbd1dvSRU= -cloud.google.com/go v0.44.1/go.mod h1:iSa0KzasP4Uvy3f1mN/7PiObzGgflwredwwASm/v6AU= -cloud.google.com/go v0.44.2/go.mod h1:60680Gw3Yr4ikxnPRS/oxxkBccT6SA1yMk63TGekxKY= -cloud.google.com/go v0.44.3/go.mod h1:60680Gw3Yr4ikxnPRS/oxxkBccT6SA1yMk63TGekxKY= -cloud.google.com/go v0.45.1/go.mod h1:RpBamKRgapWJb87xiFSdk4g1CME7QZg3uwTez+TSTjc= -cloud.google.com/go 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That's what we're using here, as visible in [setup.py](../setup.py). +## Build and Run +To build and run the Go Feature Server locally, create a feature_store.yaml file with necessary configurations and run below commands: -Under the hood, gopy invokes `go build`, and then templates `cgo` stubs for the Go module that exposes the public functions from the Go module as C functions. -For our project, this stuff can be found at `sdk/python/feast/embedded_go/lib/embedded.go` & `sdk/python/feast/embedded_go/lib/embedded_go.h` after running `make compile-go-lib`. - -## Arrow memory management -Understanding this is the trickiest part of this integration. - -At a high level, when using the Python<>Go integration, the Python layer exports request data into an [Arrow Record batch](https://arrow.apache.org/docs/python/data.html) which is transferred to Go using Arrow's zero copy mechanism. -Similarly, the Go layer converts feature values read from the online store into a Record Batch that's exported to Python using the same mechanics. - -The first thing to note is that from the Python perspective, all the export logic assumes that we're exporting to & importing from C, not Go. This is because pyarrow only interops with C, and the fact we're using Go is an implementation detail not relevant to the Python layer. - -### Export Entities & Request data from Python to Go -The code exporting to C is this, in [online_feature_service.py](../sdk/python/feast/embedded_go/online_features_service.py) -``` -( - entities_c_schema, - entities_ptr_schema, - entities_c_array, - entities_ptr_array, -) = allocate_schema_and_array() -( - req_data_c_schema, - req_data_ptr_schema, - req_data_c_array, - req_data_ptr_array, -) = allocate_schema_and_array() - -batch, schema = map_to_record_batch(entities, join_keys_types) -schema._export_to_c(entities_ptr_schema) -batch._export_to_c(entities_ptr_array) - -batch, schema = map_to_record_batch(request_data) -schema._export_to_c(req_data_ptr_schema) -batch._export_to_c(req_data_ptr_array) -``` - -Under the hood, `allocate_schema_and_array` allocates a pointer (`struct ArrowSchema*` and `struct ArrowArray*`) in native memory (i.e. the C layer) using `cffi`. -Next, the RecordBatch exports to this pointer using [`_export_to_c`](https://github.com/apache/arrow/blob/master/python/pyarrow/table.pxi#L2509), which uses [`ExportRecordBatch`](https://arrow.apache.org/docs/cpp/api/c_abi.html#_CPPv417ExportRecordBatchRK11RecordBatchP10ArrowArrayP11ArrowSchema) under the hood. - -As per the documentation for ExportRecordBatch: -> Status ExportRecordBatch(const RecordBatch &batch, struct ArrowArray *out, struct ArrowSchema *out_schema = NULLPTR) -> Export C++ RecordBatch using the C data interface format. -> -> The record batch is exported as if it were a struct array. The resulting ArrowArray struct keeps the record batch data and buffers alive until its release callback is called by the consumer. - -This is why `GetOnlineFeatures()` in `online_features.go` calls `record.Release()` as below: -``` -entitiesRecord, err := readArrowRecord(entities) -if err != nil { - return err -} -defer entitiesRecord.Release() -... -requestDataRecords, err := readArrowRecord(requestData) -if err != nil { - return err -} -defer requestDataRecords.Release() -``` - -Additionally, we need to pass in a pair of pointers to `GetOnlineFeatures()` that are populated by the Go layer, and the resultant feature values can be passed back to Python (via the C layer) using zero-copy semantics. -That happens as follows: -``` -( - features_c_schema, - features_ptr_schema, - features_c_array, - features_ptr_array, -) = allocate_schema_and_array() - -... - -record_batch = pa.RecordBatch._import_from_c( - features_ptr_array, features_ptr_schema -) -``` - -The corresponding Go code that exports this data is: -``` -result := array.NewRecord(arrow.NewSchema(outputFields, nil), outputColumns, int64(numRows)) - -cdata.ExportArrowRecordBatch(result, - cdata.ArrayFromPtr(output.DataPtr), - cdata.SchemaFromPtr(output.SchemaPtr)) -``` - -The documentation for `ExportArrowRecordBatch` is great. It has this super useful caveat: - -> // The release function on the populated CArrowArray will properly decrease the reference counts, -> // and release the memory if the record has already been released. But since this must be explicitly -> // done, make sure it is released so that you do not create a memory leak. - -This implies that the reciever is on the hook for explicitly releasing this memory. - -However, we're using `_import_from_c`, which uses [`ImportRecordBatch`](https://arrow.apache.org/docs/cpp/api/c_abi.html#_CPPv417ImportRecordBatchP10ArrowArrayP11ArrowSchema), which implies that the receiver of the RecordBatch is the new owner of the data. -This is wrapped by pyarrow - and when the corresponding python object goes out of scope, it should clean up the underlying record batch. - -Another thing to note (which I'm not sure may be the source of issues) is that Arrow has the concept of [Memory Pools](https://arrow.apache.org/docs/python/api/memory.html#memory-pools). -Memory pools can be set in python as well as in Go. I *believe* that if we use the CGoArrowAllocator, that uses whatever pool C++ uses, which should be the same as the one used by PyArrow. But this should be vetted. - - -### References -- https://arrow.apache.org/docs/format/CDataInterface.html#memory-management -- https://arrow.apache.org/docs/python/memory.html \ No newline at end of file +```bash + go build -o feast ./go/main.go + ./feast --type=http --port=8080 +``` \ No newline at end of file diff --git a/go/embedded/online_features.go b/go/embedded/online_features.go index 3c470e4b244..3704a39d375 100644 --- a/go/embedded/online_features.go +++ b/go/embedded/online_features.go @@ -7,13 +7,16 @@ import ( "net" "os" "os/signal" + "strings" "syscall" "time" - "github.com/apache/arrow/go/v8/arrow" - "github.com/apache/arrow/go/v8/arrow/array" - "github.com/apache/arrow/go/v8/arrow/cdata" - "github.com/apache/arrow/go/v8/arrow/memory" + "gopkg.in/DataDog/dd-trace-go.v1/ddtrace/tracer" + + "github.com/apache/arrow/go/v17/arrow" + "github.com/apache/arrow/go/v17/arrow/array" + "github.com/apache/arrow/go/v17/arrow/cdata" + "github.com/apache/arrow/go/v17/arrow/memory" "google.golang.org/grpc" "github.com/feast-dev/feast/go/internal/feast" @@ -26,6 +29,10 @@ import ( "github.com/feast-dev/feast/go/protos/feast/serving" prototypes "github.com/feast-dev/feast/go/protos/feast/types" "github.com/feast-dev/feast/go/types" + jsonlog "github.com/rs/zerolog/log" + "google.golang.org/grpc/health" + "google.golang.org/grpc/health/grpc_health_v1" + grpctrace "gopkg.in/DataDog/dd-trace-go.v1/contrib/google.golang.org/grpc" ) type OnlineFeatureService struct { @@ -63,6 +70,7 @@ type LoggingOptions struct { func NewOnlineFeatureService(conf *OnlineFeatureServiceConfig, transformationCallback transformation.TransformationCallback) *OnlineFeatureService { repoConfig, err := registry.NewRepoConfigFromJSON(conf.RepoPath, conf.RepoConfig) if err != nil { + jsonlog.Error().Stack().Err(err).Msg("Failed to convert to RepoConfig") return &OnlineFeatureService{ err: err, } @@ -70,6 +78,7 @@ func NewOnlineFeatureService(conf *OnlineFeatureServiceConfig, transformationCal fs, err := feast.NewFeatureStore(repoConfig, transformationCallback) if err != nil { + jsonlog.Error().Stack().Err(err).Msg("Failed to create NewFeatureStore") return &OnlineFeatureService{ err: err, } @@ -205,7 +214,7 @@ func (s *OnlineFeatureService) GetOnlineFeatures( outputFields := make([]arrow.Field, 0) outputColumns := make([]arrow.Array, 0) - pool := memory.NewCgoArrowAllocator() + pool := memory.NewGoAllocator() for _, featureVector := range resp { outputFields = append(outputFields, arrow.Field{ @@ -254,7 +263,7 @@ func (s *OnlineFeatureService) GetOnlineFeatures( // StartGprcServer starts gRPC server with disabled feature logging and blocks the thread func (s *OnlineFeatureService) StartGprcServer(host string, port int) error { - return s.StartGprcServerWithLogging(host, port, nil, LoggingOptions{}) + return s.StartGrpcServerWithLogging(host, port, nil, LoggingOptions{}) } // StartGprcServerWithLoggingDefaultOpts starts gRPC server with enabled feature logging but default configuration for logging @@ -266,7 +275,7 @@ func (s *OnlineFeatureService) StartGprcServerWithLoggingDefaultOpts(host string WriteInterval: logging.DefaultOptions.WriteInterval, FlushInterval: logging.DefaultOptions.FlushInterval, } - return s.StartGprcServerWithLogging(host, port, writeLoggedFeaturesCallback, defaultOpts) + return s.StartGrpcServerWithLogging(host, port, writeLoggedFeaturesCallback, defaultOpts) } func (s *OnlineFeatureService) constructLoggingService(writeLoggedFeaturesCallback logging.OfflineStoreWriteCallback, loggingOpts LoggingOptions) (*logging.LoggingService, error) { @@ -290,9 +299,14 @@ func (s *OnlineFeatureService) constructLoggingService(writeLoggedFeaturesCallba return loggingService, nil } -// StartGprcServerWithLogging starts gRPC server with enabled feature logging +// StartGrpcServerWithLogging starts gRPC server with enabled feature logging // Caller of this function must provide Python callback to flush buffered logs as well as logging configuration (loggingOpts) -func (s *OnlineFeatureService) StartGprcServerWithLogging(host string, port int, writeLoggedFeaturesCallback logging.OfflineStoreWriteCallback, loggingOpts LoggingOptions) error { +func (s *OnlineFeatureService) StartGrpcServerWithLogging(host string, port int, writeLoggedFeaturesCallback logging.OfflineStoreWriteCallback, loggingOpts LoggingOptions) error { + if strings.ToLower(os.Getenv("ENABLE_DATADOG_TRACING")) == "true" { + tracer.Start(tracer.WithRuntimeMetrics()) + defer tracer.Stop() + } + loggingService, err := s.constructLoggingService(writeLoggedFeaturesCallback, loggingOpts) if err != nil { return err @@ -304,8 +318,11 @@ func (s *OnlineFeatureService) StartGprcServerWithLogging(host string, port int, return err } - grpcServer := grpc.NewServer() + grpcServer := grpc.NewServer(grpc.UnaryInterceptor(grpctrace.UnaryServerInterceptor())) + serving.RegisterServingServiceServer(grpcServer, ser) + healthService := health.NewServer() + grpc_health_v1.RegisterHealthServer(grpcServer, healthService) go func() { // As soon as these signals are received from OS, try to gracefully stop the gRPC server diff --git a/go/infra/docker/feature-server/Dockerfile b/go/infra/docker/feature-server/Dockerfile new file mode 100644 index 00000000000..cf63bb45594 --- /dev/null +++ b/go/infra/docker/feature-server/Dockerfile @@ -0,0 +1,31 @@ +FROM golang:1.22.5 + +# Update the package list and install the ca-certificates package +RUN apt-get update && apt-get install -y ca-certificates +RUN apt install -y protobuf-compiler + +RUN go install google.golang.org/protobuf/cmd/protoc-gen-go@v1.31.0 +RUN go install google.golang.org/grpc/cmd/protoc-gen-go-grpc@v1.3.0 + +# Set the current working directory inside the container +WORKDIR /app + +# Copy the source code into the container +COPY go/ ./go/ +COPY go.mod go.sum ./ + +# Compile Protobuf files +COPY protos/ ./protos/ +RUN mkdir -p go/protos +RUN find ./protos -name "*.proto" \ + -exec protoc --proto_path=protos --go_out=go/protos --go_opt=module=github.com/feast-dev/feast/go/protos --go-grpc_out=go/protos --go-grpc_opt=module=github.com/feast-dev/feast/go/protos {} \; + +# Build the Go application +RUN go build -o feast ./go/main.go + +# Expose ports +EXPOSE 8080 + +# Command to run the executable +# Pass arguments to the executable (Ex: ./feast --type=grpc) +CMD ["./feast"] \ No newline at end of file diff --git a/go/internal/feast/featurestore.go b/go/internal/feast/featurestore.go index ed38411460a..390b011851d 100644 --- a/go/internal/feast/featurestore.go +++ b/go/internal/feast/featurestore.go @@ -3,8 +3,12 @@ package feast import ( "context" "errors" + "fmt" + "os" + "strings" - "github.com/apache/arrow/go/v8/arrow/memory" + "github.com/apache/arrow/go/v17/arrow/memory" + "gopkg.in/DataDog/dd-trace-go.v1/ddtrace/tracer" "github.com/feast-dev/feast/go/internal/feast/model" "github.com/feast-dev/feast/go/internal/feast/onlineserving" @@ -20,6 +24,7 @@ type FeatureStore struct { registry *registry.Registry onlineStore onlinestore.OnlineStore transformationCallback transformation.TransformationCallback + transformationService *transformation.GrpcTransformationService } // A Features struct specifies a list of features to be retrieved from the online store. These features @@ -45,18 +50,29 @@ func NewFeatureStore(config *registry.RepoConfig, callback transformation.Transf if err != nil { return nil, err } - - registry, err := registry.NewRegistry(config.GetRegistryConfig(), config.RepoPath) + registryConfig, err := config.GetRegistryConfig() + if err != nil { + return nil, err + } + registry, err := registry.NewRegistry(registryConfig, config.RepoPath, config.Project) if err != nil { return nil, err } - registry.InitializeRegistry() + err = registry.InitializeRegistry() + if err != nil { + return nil, err + } + sanitizedProjectName := strings.Replace(config.Project, "_", "-", -1) + productName := os.Getenv("PRODUCT") + endpoint := fmt.Sprintf("%s-transformations.%s.svc.cluster.local:80", sanitizedProjectName, productName) + transformationService, _ := transformation.NewGrpcTransformationService(config, endpoint) return &FeatureStore{ config: config, registry: registry, onlineStore: onlineStore, transformationCallback: callback, + transformationService: transformationService, }, nil } @@ -113,7 +129,7 @@ func (fs *FeatureStore) GetOnlineFeatures( } result := make([]*onlineserving.FeatureVector, 0) - arrowMemory := memory.NewCgoArrowAllocator() + arrowMemory := memory.NewGoAllocator() featureViews := make([]*model.FeatureView, len(requestedFeatureViews)) index := 0 for _, featuresAndView := range requestedFeatureViews { @@ -161,13 +177,15 @@ func (fs *FeatureStore) GetOnlineFeatures( result = append(result, vectors...) } - if fs.transformationCallback != nil { + if fs.transformationCallback != nil || fs.transformationService != nil { onDemandFeatures, err := transformation.AugmentResponseWithOnDemandTransforms( + ctx, requestedOnDemandFeatureViews, requestData, joinKeyToEntityValues, result, fs.transformationCallback, + fs.transformationService, arrowMemory, numRows, fullFeatureNames, @@ -297,6 +315,10 @@ func (fs *FeatureStore) readFromOnlineStore(ctx context.Context, entityRows []*p requestedFeatureViewNames []string, requestedFeatureNames []string, ) ([][]onlinestore.FeatureData, error) { + // Create a Datadog span from context + span, _ := tracer.StartSpanFromContext(ctx, "fs.readFromOnlineStore") + defer span.Finish() + numRows := len(entityRows) entityRowsValue := make([]*prototypes.EntityKey, numRows) for index, entityKey := range entityRows { diff --git a/go/internal/feast/onlineserving/serving.go b/go/internal/feast/onlineserving/serving.go index dc7124fc8b8..2ae733b62bb 100644 --- a/go/internal/feast/onlineserving/serving.go +++ b/go/internal/feast/onlineserving/serving.go @@ -7,9 +7,9 @@ import ( "sort" "strings" - "github.com/apache/arrow/go/v8/arrow" - "github.com/apache/arrow/go/v8/arrow/memory" - "github.com/golang/protobuf/proto" + "github.com/apache/arrow/go/v17/arrow" + "github.com/apache/arrow/go/v17/arrow/memory" + "google.golang.org/protobuf/proto" "google.golang.org/protobuf/types/known/durationpb" "google.golang.org/protobuf/types/known/timestamppb" diff --git a/go/internal/feast/onlinestore/onlinestore.go b/go/internal/feast/onlinestore/onlinestore.go index 88cd3dbd9b5..2f30e16d674 100644 --- a/go/internal/feast/onlinestore/onlinestore.go +++ b/go/internal/feast/onlinestore/onlinestore.go @@ -5,11 +5,9 @@ import ( "fmt" "github.com/feast-dev/feast/go/internal/feast/registry" - - "github.com/golang/protobuf/ptypes/timestamp" - "github.com/feast-dev/feast/go/protos/feast/serving" "github.com/feast-dev/feast/go/protos/feast/types" + "github.com/golang/protobuf/ptypes/timestamp" ) type FeatureData struct { diff --git a/go/internal/feast/onlinestore/redisonlinestore.go b/go/internal/feast/onlinestore/redisonlinestore.go index 8fb85085d43..bbb9afceca6 100644 --- a/go/internal/feast/onlinestore/redisonlinestore.go +++ b/go/internal/feast/onlinestore/redisonlinestore.go @@ -6,18 +6,23 @@ import ( "encoding/binary" "errors" "fmt" - "github.com/feast-dev/feast/go/internal/feast/registry" + "os" "sort" "strconv" "strings" - "github.com/go-redis/redis/v8" - "github.com/golang/protobuf/proto" + "github.com/feast-dev/feast/go/internal/feast/registry" + "gopkg.in/DataDog/dd-trace-go.v1/ddtrace/tracer" + + "github.com/redis/go-redis/v9" "github.com/spaolacci/murmur3" + "google.golang.org/protobuf/proto" "google.golang.org/protobuf/types/known/timestamppb" "github.com/feast-dev/feast/go/protos/feast/serving" "github.com/feast-dev/feast/go/protos/feast/types" + "github.com/rs/zerolog/log" + redistrace "gopkg.in/DataDog/dd-trace-go.v1/contrib/redis/go-redis.v9" ) type redisType int @@ -39,6 +44,9 @@ type RedisOnlineStore struct { // Redis client connector client *redis.Client + // Redis cluster client connector + clusterClient *redis.ClusterClient + config *registry.RepoConfig } @@ -53,11 +61,12 @@ func NewRedisOnlineStore(project string, config *registry.RepoConfig, onlineStor var tlsConfig *tls.Config var db int // Default to 0 - // Parse redis_type and write it into conf.t - t, err := getRedisType(onlineStoreConfig) + // Parse redis_type and write it into conf.redisStoreType + redisStoreType, err := getRedisType(onlineStoreConfig) if err != nil { return nil, err } + store.t = redisStoreType // Parse connection_string and write it into conf.address, conf.password, and conf.ssl redisConnJson, ok := onlineStoreConfig["connection_string"] @@ -66,7 +75,7 @@ func NewRedisOnlineStore(project string, config *registry.RepoConfig, onlineStor redisConnJson = "localhost:6379" } if redisConnStr, ok := redisConnJson.(string); !ok { - return nil, errors.New(fmt.Sprintf("failed to convert connection_string to string: %+v", redisConnJson)) + return nil, fmt.Errorf("failed to convert connection_string to string: %+v", redisConnJson) } else { parts := strings.Split(redisConnStr, ",") for _, part := range parts { @@ -89,23 +98,42 @@ func NewRedisOnlineStore(project string, config *registry.RepoConfig, onlineStor return nil, err } } else { - return nil, errors.New(fmt.Sprintf("unrecognized option in connection_string: %s. Must be one of 'password', 'ssl'", kv[0])) + return nil, fmt.Errorf("unrecognized option in connection_string: %s. Must be one of 'password', 'ssl'", kv[0]) } } else { - return nil, errors.New(fmt.Sprintf("unable to parse a part of connection_string: %s. Must contain either ':' (addresses) or '=' (options", part)) + return nil, fmt.Errorf("unable to parse a part of connection_string: %s. Must contain either ':' (addresses) or '=' (options", part) } } } - if t == redisNode { + // Metrics are not showing up when the service name is set to DD_SERVICE + redisTraceServiceName := os.Getenv("DD_SERVICE") + "-redis" + if redisTraceServiceName == "" { + redisTraceServiceName = "redis.client" // default service name if DD_SERVICE is not set + } + + if redisStoreType == redisNode { + log.Info().Msgf("Using Redis: %s", address[0]) store.client = redis.NewClient(&redis.Options{ Addr: address[0], - Password: password, // No password set + Password: password, DB: db, TLSConfig: tlsConfig, }) - } else { - return nil, errors.New("only single node Redis is supported at this time") + if strings.ToLower(os.Getenv("ENABLE_DATADOG_REDIS_TRACING")) == "true" { + redistrace.WrapClient(store.client, redistrace.WithServiceName(redisTraceServiceName)) + } + } else if redisStoreType == redisCluster { + log.Info().Msgf("Using Redis Cluster: %s", address) + store.clusterClient = redis.NewClusterClient(&redis.ClusterOptions{ + Addrs: address, + Password: password, + TLSConfig: tlsConfig, + ReadOnly: true, + }) + if strings.ToLower(os.Getenv("ENABLE_DATADOG_REDIS_TRACING")) == "true" { + redistrace.WrapClient(store.clusterClient, redistrace.WithServiceName(redisTraceServiceName)) + } } return &store, nil @@ -119,24 +147,23 @@ func getRedisType(onlineStoreConfig map[string]interface{}) (redisType, error) { // Default to "redis" redisTypeJson = "redis" } else if redisTypeStr, ok := redisTypeJson.(string); !ok { - return -1, errors.New(fmt.Sprintf("failed to convert redis_type to string: %+v", redisTypeJson)) + return -1, fmt.Errorf("failed to convert redis_type to string: %+v", redisTypeJson) } else { if redisTypeStr == "redis" { t = redisNode } else if redisTypeStr == "redis_cluster" { t = redisCluster } else { - return -1, errors.New(fmt.Sprintf("failed to convert redis_type to enum: %s. Must be one of 'redis', 'redis_cluster'", redisTypeStr)) + return -1, fmt.Errorf("failed to convert redis_type to enum: %s. Must be one of 'redis', 'redis_cluster'", redisTypeStr) } } return t, nil } -func (r *RedisOnlineStore) OnlineRead(ctx context.Context, entityKeys []*types.EntityKey, featureViewNames []string, featureNames []string) ([][]FeatureData, error) { - featureCount := len(featureNames) - index := featureCount +func (r *RedisOnlineStore) buildFeatureViewIndices(featureViewNames []string, featureNames []string) (map[string]int, map[int]string, int) { featureViewIndices := make(map[string]int) indicesFeatureView := make(map[int]string) + index := len(featureNames) for _, featureViewName := range featureViewNames { if _, ok := featureViewIndices[featureViewName]; !ok { featureViewIndices[featureViewName] = index @@ -144,6 +171,11 @@ func (r *RedisOnlineStore) OnlineRead(ctx context.Context, entityKeys []*types.E index += 1 } } + return featureViewIndices, indicesFeatureView, index +} + +func (r *RedisOnlineStore) buildHsetKeys(featureViewNames []string, featureNames []string, indicesFeatureView map[int]string, index int) ([]string, []string) { + featureCount := len(featureNames) var hsetKeys = make([]string, index) h := murmur3.New32() intBuffer := h.Sum32() @@ -162,36 +194,59 @@ func (r *RedisOnlineStore) OnlineRead(ctx context.Context, entityKeys []*types.E hsetKeys[i] = tsKey featureNames = append(featureNames, tsKey) } + return hsetKeys, featureNames +} +func (r *RedisOnlineStore) buildRedisKeys(entityKeys []*types.EntityKey) ([]*[]byte, map[string]int, error) { redisKeys := make([]*[]byte, len(entityKeys)) redisKeyToEntityIndex := make(map[string]int) for i := 0; i < len(entityKeys); i++ { - var key, err = buildRedisKey(r.project, entityKeys[i], r.config.EntityKeySerializationVersion) if err != nil { - return nil, err + return nil, nil, err } redisKeys[i] = key redisKeyToEntityIndex[string(*key)] = i } + return redisKeys, redisKeyToEntityIndex, nil +} - // Retrieve features from Redis - // TODO: Move context object out - - results := make([][]FeatureData, len(entityKeys)) - pipe := r.client.Pipeline() - commands := map[string]*redis.SliceCmd{} - - for _, redisKey := range redisKeys { - keyString := string(*redisKey) - commands[keyString] = pipe.HMGet(ctx, keyString, hsetKeys...) - } +func (r *RedisOnlineStore) OnlineRead(ctx context.Context, entityKeys []*types.EntityKey, featureViewNames []string, featureNames []string) ([][]FeatureData, error) { + span, _ := tracer.StartSpanFromContext(ctx, "redis.OnlineRead") + defer span.Finish() - _, err := pipe.Exec(ctx) + featureCount := len(featureNames) + featureViewIndices, indicesFeatureView, index := r.buildFeatureViewIndices(featureViewNames, featureNames) + hsetKeys, featureNamesWithTimeStamps := r.buildHsetKeys(featureViewNames, featureNames, indicesFeatureView, index) + redisKeys, redisKeyToEntityIndex, err := r.buildRedisKeys(entityKeys) if err != nil { return nil, err } + results := make([][]FeatureData, len(entityKeys)) + commands := map[string]*redis.SliceCmd{} + + if r.t == redisNode { + pipe := r.client.Pipeline() + for _, redisKey := range redisKeys { + keyString := string(*redisKey) + commands[keyString] = pipe.HMGet(ctx, keyString, hsetKeys...) + } + _, err = pipe.Exec(ctx) + if err != nil { + return nil, err + } + } else if r.t == redisCluster { + pipe := r.clusterClient.Pipeline() + for _, redisKey := range redisKeys { + keyString := string(*redisKey) + commands[keyString] = pipe.HMGet(ctx, keyString, hsetKeys...) + } + _, err = pipe.Exec(ctx) + if err != nil { + return nil, err + } + } var entityIndex int var resContainsNonNil bool for redisKey, values := range commands { @@ -214,7 +269,7 @@ func (r *RedisOnlineStore) OnlineRead(ctx context.Context, entityKeys []*types.E if resString == nil { // TODO (Ly): Can there be nil result within each feature or they will all be returned as string proto of types.Value_NullVal proto? - featureName := featureNames[featureIndex] + featureName := featureNamesWithTimeStamps[featureIndex] featureViewName := featureViewNames[featureIndex] timeStampIndex := featureViewIndices[featureViewName] timeStampInterface := res[timeStampIndex] @@ -241,7 +296,7 @@ func (r *RedisOnlineStore) OnlineRead(ctx context.Context, entityKeys []*types.E if err := proto.Unmarshal([]byte(valueString), &value); err != nil { return nil, errors.New("error converting parsed redis Value to types.Value") } else { - featureName := featureNames[featureIndex] + featureName := featureNamesWithTimeStamps[featureIndex] featureViewName := featureViewNames[featureIndex] timeStampIndex := featureViewIndices[featureViewName] timeStampInterface := res[timeStampIndex] @@ -290,7 +345,7 @@ func serializeEntityKey(entityKey *types.EntityKey, entityKeySerializationVersio // Ensure that we have the right amount of join keys and entity values if len(entityKey.JoinKeys) != len(entityKey.EntityValues) { - return nil, errors.New(fmt.Sprintf("the amount of join key names and entity values don't match: %s vs %s", entityKey.JoinKeys, entityKey.EntityValues)) + return nil, fmt.Errorf("the amount of join key names and entity values don't match: %s vs %s", entityKey.JoinKeys, entityKey.EntityValues) } // Make sure that join keys are sorted so that we have consistent key building diff --git a/go/internal/feast/onlinestore/redisonlinestore_test.go b/go/internal/feast/onlinestore/redisonlinestore_test.go index ad9ef1e1e44..258ab122ab2 100644 --- a/go/internal/feast/onlinestore/redisonlinestore_test.go +++ b/go/internal/feast/onlinestore/redisonlinestore_test.go @@ -1,9 +1,11 @@ package onlinestore import ( - "github.com/feast-dev/feast/go/internal/feast/registry" "testing" + "github.com/feast-dev/feast/go/internal/feast/registry" + "github.com/feast-dev/feast/go/protos/feast/types" + "github.com/stretchr/testify/assert" ) @@ -68,3 +70,125 @@ func TestNewRedisOnlineStoreWithSsl(t *testing.T) { assert.Equal(t, opts.Addr, "redis://localhost:6379") assert.NotNil(t, opts.TLSConfig) } + +func TestBuildFeatureViewIndices(t *testing.T) { + r := &RedisOnlineStore{} + + t.Run("test with empty featureViewNames and featureNames", func(t *testing.T) { + featureViewIndices, indicesFeatureView, index := r.buildFeatureViewIndices([]string{}, []string{}) + assert.Equal(t, 0, len(featureViewIndices)) + assert.Equal(t, 0, len(indicesFeatureView)) + assert.Equal(t, 0, index) + }) + + t.Run("test with non-empty featureNames and empty featureViewNames", func(t *testing.T) { + featureViewIndices, indicesFeatureView, index := r.buildFeatureViewIndices([]string{}, []string{"feature1", "feature2"}) + assert.Equal(t, 0, len(featureViewIndices)) + assert.Equal(t, 0, len(indicesFeatureView)) + assert.Equal(t, 2, index) + }) + + t.Run("test with non-empty featureViewNames and featureNames", func(t *testing.T) { + featureViewIndices, indicesFeatureView, index := r.buildFeatureViewIndices([]string{"view1", "view2"}, []string{"feature1", "feature2"}) + assert.Equal(t, 2, len(featureViewIndices)) + assert.Equal(t, 2, len(indicesFeatureView)) + assert.Equal(t, 4, index) + assert.Equal(t, "view1", indicesFeatureView[2]) + assert.Equal(t, "view2", indicesFeatureView[3]) + }) + + t.Run("test with duplicate featureViewNames", func(t *testing.T) { + featureViewIndices, indicesFeatureView, index := r.buildFeatureViewIndices([]string{"view1", "view1"}, []string{"feature1", "feature2"}) + assert.Equal(t, 1, len(featureViewIndices)) + assert.Equal(t, 1, len(indicesFeatureView)) + assert.Equal(t, 3, index) + assert.Equal(t, "view1", indicesFeatureView[2]) + }) +} + +func TestBuildHsetKeys(t *testing.T) { + r := &RedisOnlineStore{} + + t.Run("test with empty featureViewNames and featureNames", func(t *testing.T) { + hsetKeys, featureNames := r.buildHsetKeys([]string{}, []string{}, map[int]string{}, 0) + assert.Equal(t, 0, len(hsetKeys)) + assert.Equal(t, 0, len(featureNames)) + }) + + t.Run("test with non-empty featureViewNames and featureNames", func(t *testing.T) { + hsetKeys, featureNames := r.buildHsetKeys([]string{"view1", "view2"}, []string{"feature1", "feature2"}, map[int]string{2: "view1", 3: "view2"}, 4) + assert.Equal(t, 4, len(hsetKeys)) + assert.Equal(t, 4, len(featureNames)) + assert.Equal(t, "_ts:view1", hsetKeys[2]) + assert.Equal(t, "_ts:view2", hsetKeys[3]) + assert.Contains(t, featureNames, "_ts:view1") + assert.Contains(t, featureNames, "_ts:view2") + }) + + t.Run("test with more featureViewNames than featureNames", func(t *testing.T) { + hsetKeys, featureNames := r.buildHsetKeys([]string{"view1", "view2", "view3"}, []string{"feature1", "feature2", "feature3"}, map[int]string{3: "view1", 4: "view2", 5: "view3"}, 6) + assert.Equal(t, 6, len(hsetKeys)) + assert.Equal(t, 6, len(featureNames)) + assert.Equal(t, "_ts:view1", hsetKeys[3]) + assert.Equal(t, "_ts:view2", hsetKeys[4]) + assert.Equal(t, "_ts:view3", hsetKeys[5]) + assert.Contains(t, featureNames, "_ts:view1") + assert.Contains(t, featureNames, "_ts:view2") + assert.Contains(t, featureNames, "_ts:view3") + }) +} + +func TestBuildRedisKeys(t *testing.T) { + r := &RedisOnlineStore{ + project: "test_project", + config: ®istry.RepoConfig{ + EntityKeySerializationVersion: 2, + }, + } + + entity_key1 := types.EntityKey{ + JoinKeys: []string{"driver_id"}, + EntityValues: []*types.Value{{Val: &types.Value_Int64Val{Int64Val: 1005}}}, + } + + entity_key2 := types.EntityKey{ + JoinKeys: []string{"driver_id"}, + EntityValues: []*types.Value{{Val: &types.Value_Int64Val{Int64Val: 1001}}}, + } + + error_entity_key1 := types.EntityKey{ + JoinKeys: []string{"driver_id", "vehicle_id"}, + EntityValues: []*types.Value{{Val: &types.Value_Int64Val{Int64Val: 1005}}}, + } + + t.Run("test with empty entityKeys", func(t *testing.T) { + redisKeys, redisKeyToEntityIndex, err := r.buildRedisKeys([]*types.EntityKey{}) + assert.Nil(t, err) + assert.Equal(t, 0, len(redisKeys)) + assert.Equal(t, 0, len(redisKeyToEntityIndex)) + }) + + t.Run("test with single entityKey", func(t *testing.T) { + entityKeys := []*types.EntityKey{&entity_key1} + redisKeys, redisKeyToEntityIndex, err := r.buildRedisKeys(entityKeys) + assert.Nil(t, err) + assert.Equal(t, 1, len(redisKeys)) + assert.Equal(t, 1, len(redisKeyToEntityIndex)) + }) + + t.Run("test with multiple entityKeys", func(t *testing.T) { + entityKeys := []*types.EntityKey{ + &entity_key1, &entity_key2, + } + redisKeys, redisKeyToEntityIndex, err := r.buildRedisKeys(entityKeys) + assert.Nil(t, err) + assert.Equal(t, 2, len(redisKeys)) + assert.Equal(t, 2, len(redisKeyToEntityIndex)) + }) + + t.Run("test with error in buildRedisKey", func(t *testing.T) { + entityKeys := []*types.EntityKey{&error_entity_key1} + _, _, err := r.buildRedisKeys(entityKeys) + assert.NotNil(t, err) + }) +} diff --git a/go/internal/feast/onlinestore/sqliteonlinestore.go b/go/internal/feast/onlinestore/sqliteonlinestore.go index 1f407ad39c7..6c37258e740 100644 --- a/go/internal/feast/onlinestore/sqliteonlinestore.go +++ b/go/internal/feast/onlinestore/sqliteonlinestore.go @@ -41,6 +41,7 @@ func NewSqliteOnlineStore(project string, repoConfig *registry.RepoConfig, onlin return nil, fmt.Errorf("cannot find convert sqlite path to string %s", db_path) } else { store.path = fmt.Sprintf("%s/%s", repoConfig.RepoPath, dbPathStr) + db, err := initializeConnection(store.path) if err != nil { return nil, err diff --git a/go/internal/feast/onlinestore/sqliteonlinestore_test.go b/go/internal/feast/onlinestore/sqliteonlinestore_test.go index 9a56f4df1a4..929af6d16b4 100644 --- a/go/internal/feast/onlinestore/sqliteonlinestore_test.go +++ b/go/internal/feast/onlinestore/sqliteonlinestore_test.go @@ -21,9 +21,10 @@ func TestSqliteAndFeatureRepoSetup(t *testing.T) { err := test.SetupCleanFeatureRepo(dir) assert.Nil(t, err) config, err := registry.NewRepoConfigFromFile(feature_repo_path) + registryConfig, err := config.GetRegistryConfig() assert.Nil(t, err) assert.Equal(t, "my_project", config.Project) - assert.Equal(t, "data/registry.db", config.GetRegistryConfig().Path) + assert.Equal(t, "data/registry.db", registryConfig.Path) assert.Equal(t, "local", config.Provider) assert.Equal(t, map[string]interface{}{ "path": "data/online_store.db", diff --git a/go/internal/feast/registry/http.go b/go/internal/feast/registry/http.go new file mode 100644 index 00000000000..2ee658df62f --- /dev/null +++ b/go/internal/feast/registry/http.go @@ -0,0 +1,212 @@ +package registry + +import ( + "crypto/tls" + "fmt" + "io" + "net/http" + "time" + + "github.com/feast-dev/feast/go/protos/feast/core" + "github.com/rs/zerolog/log" + "google.golang.org/protobuf/proto" +) + +type HttpRegistryStore struct { + project string + endpoint string + clientId string + client http.Client +} + +// NotImplementedError represents an error for a function that is not yet implemented. +type NotImplementedError struct { + FunctionName string +} + +// Error implements the error interface for NotImplementedError. +func (e *NotImplementedError) Error() string { + return fmt.Sprintf("Function '%s' not implemented", e.FunctionName) +} + +func NewHttpRegistryStore(config *RegistryConfig, project string) (*HttpRegistryStore, error) { + tr := &http.Transport{ + TLSClientConfig: &tls.Config{InsecureSkipVerify: true}, + IdleConnTimeout: 60 * time.Second, + } + log.Info().Msgf("Using Feature Registry: %s", config.Path) + + hrs := &HttpRegistryStore{ + project: project, + endpoint: config.Path, + clientId: config.ClientId, + client: http.Client{ + Transport: tr, + Timeout: 5 * time.Second, + }, + } + + if err := hrs.TestConnectivity(); err != nil { + return nil, err + } + + return hrs, nil +} + +func (hrs *HttpRegistryStore) TestConnectivity() error { + resp, err := hrs.client.Get(hrs.endpoint) + if err != nil { + return err + } + defer resp.Body.Close() + + if resp.StatusCode != http.StatusOK { + return fmt.Errorf("HTTP Registry connectivity check failed with status code: %d", resp.StatusCode) + } + + return nil +} + +func (r *HttpRegistryStore) makeHttpRequest(url string) (*http.Response, error) { + req, err := http.NewRequest("GET", url, nil) + if err != nil { + return nil, err + } + + req.Header.Add("Accept", "application/x-protobuf") + req.Header.Add("Client-Id", r.clientId) + + resp, err := r.client.Do(req) + if err != nil { + return nil, err + } + + if resp.StatusCode != http.StatusOK { + return nil, fmt.Errorf("HTTP Error: %s", resp.Status) + } + + return resp, nil +} + +func (r *HttpRegistryStore) loadProtobufMessages(url string, messageProcessor func([]byte) error) error { + resp, err := r.makeHttpRequest(url) + if err != nil { + return err + } + defer resp.Body.Close() + + buffer, err := io.ReadAll(resp.Body) + if err != nil { + return err + } + + if err := messageProcessor(buffer); err != nil { + return err + } + + return nil +} + +func (r *HttpRegistryStore) loadEntities(registry *core.Registry) error { + url := fmt.Sprintf("%s/projects/%s/entities?allow_cache=true", r.endpoint, r.project) + return r.loadProtobufMessages(url, func(data []byte) error { + entity_list := &core.EntityList{} + if err := proto.Unmarshal(data, entity_list); err != nil { + return err + } + if len(entity_list.GetEntities()) == 0 { + log.Warn().Msg(fmt.Sprintf("Feature Registry has no associated Entities for project %s.", r.project)) + } + registry.Entities = append(registry.Entities, entity_list.GetEntities()...) + return nil + }) +} + +func (r *HttpRegistryStore) loadDatasources(registry *core.Registry) error { + url := fmt.Sprintf("%s/projects/%s/data_sources?allow_cache=true", r.endpoint, r.project) + return r.loadProtobufMessages(url, func(data []byte) error { + data_source_list := &core.DataSourceList{} + if err := proto.Unmarshal(data, data_source_list); err != nil { + return err + } + if len(data_source_list.GetDatasources()) == 0 { + log.Warn().Msg(fmt.Sprintf("Feature Registry has no associated Datasources for project %s.", r.project)) + } + registry.DataSources = append(registry.DataSources, data_source_list.GetDatasources()...) + return nil + }) +} + +func (r *HttpRegistryStore) loadFeatureViews(registry *core.Registry) error { + url := fmt.Sprintf("%s/projects/%s/feature_views?allow_cache=true", r.endpoint, r.project) + return r.loadProtobufMessages(url, func(data []byte) error { + feature_view_list := &core.FeatureViewList{} + if err := proto.Unmarshal(data, feature_view_list); err != nil { + return err + } + if len(feature_view_list.GetFeatureviews()) == 0 { + log.Warn().Msg(fmt.Sprintf("Feature Registry has no associated FeatureViews for project %s.", r.project)) + } + registry.FeatureViews = append(registry.FeatureViews, feature_view_list.GetFeatureviews()...) + return nil + }) +} + +func (r *HttpRegistryStore) loadOnDemandFeatureViews(registry *core.Registry) error { + url := fmt.Sprintf("%s/projects/%s/on_demand_feature_views?allow_cache=true", r.endpoint, r.project) + return r.loadProtobufMessages(url, func(data []byte) error { + od_feature_view_list := &core.OnDemandFeatureViewList{} + if err := proto.Unmarshal(data, od_feature_view_list); err != nil { + return err + } + registry.OnDemandFeatureViews = append(registry.OnDemandFeatureViews, od_feature_view_list.GetOndemandfeatureviews()...) + return nil + }) +} + +func (r *HttpRegistryStore) loadFeatureServices(registry *core.Registry) error { + url := fmt.Sprintf("%s/projects/%s/feature_services?allow_cache=true", r.endpoint, r.project) + return r.loadProtobufMessages(url, func(data []byte) error { + feature_service_list := &core.FeatureServiceList{} + if err := proto.Unmarshal(data, feature_service_list); err != nil { + return err + } + registry.FeatureServices = append(registry.FeatureServices, feature_service_list.GetFeatureservices()...) + return nil + }) +} + +func (r *HttpRegistryStore) GetRegistryProto() (*core.Registry, error) { + + registry := core.Registry{} + + if err := r.loadEntities(®istry); err != nil { + return nil, err + } + + if err := r.loadDatasources(®istry); err != nil { + return nil, err + } + + if err := r.loadFeatureViews(®istry); err != nil { + return nil, err + } + + if err := r.loadOnDemandFeatureViews(®istry); err != nil { + return nil, err + } + + if err := r.loadFeatureServices(®istry); err != nil { + return nil, err + } + + return ®istry, nil +} + +func (r *HttpRegistryStore) UpdateRegistryProto(rp *core.Registry) error { + return &NotImplementedError{FunctionName: "UpdateRegistryProto"} +} + +func (r *HttpRegistryStore) Teardown() error { + return &NotImplementedError{FunctionName: "Teardown"} +} diff --git a/go/internal/feast/registry/http_test.go b/go/internal/feast/registry/http_test.go new file mode 100644 index 00000000000..56660c3ca2d --- /dev/null +++ b/go/internal/feast/registry/http_test.go @@ -0,0 +1,455 @@ +package registry + +import ( + "errors" + "net/http" + "net/http/httptest" + "testing" + + "github.com/feast-dev/feast/go/protos/feast/core" + "github.com/rs/zerolog/log" + "github.com/stretchr/testify/assert" + "google.golang.org/protobuf/proto" +) + +func TestMakeHttpRequestReturnsResponseOnSuccess(t *testing.T) { + // Create a new HttpRegistryStore + store := &HttpRegistryStore{ + endpoint: "http://localhost", + project: "test_project", + } + + // Create a mock HTTP server + server := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) { + w.WriteHeader(http.StatusOK) + })) + defer server.Close() + + // Call the method under test + resp, err := store.makeHttpRequest(server.URL) + + // Assert that there was no error and the response status is OK + assert.Nil(t, err) + assert.Equal(t, http.StatusOK, resp.StatusCode) +} + +func TestMakeHttpRequestReturnsErrorOnInvalidUrl(t *testing.T) { + // Create a new HttpRegistryStore + store := &HttpRegistryStore{ + endpoint: "http://localhost", + project: "test_project", + } + + // Call the method under test with an invalid URL + resp, err := store.makeHttpRequest("http://invalid_url") + + // Assert that there was an error + assert.NotNil(t, err) + assert.Nil(t, resp) +} + +func TestMakeHttpRequestReturnsErrorOnNonOkStatus(t *testing.T) { + // Create a new HttpRegistryStore + store := &HttpRegistryStore{ + endpoint: "http://localhost", + project: "test_project", + } + + // Create a mock HTTP server that returns a status code other than OK + server := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) { + w.WriteHeader(http.StatusInternalServerError) + })) + defer server.Close() + + // Call the method under test + resp, err := store.makeHttpRequest(server.URL) + + // Assert that there was an error + assert.NotNil(t, err) + // If resp is not nil, then check the StatusCode + if resp != nil { + assert.Equal(t, http.StatusInternalServerError, resp.StatusCode) + } +} +func TestMakeHttpRequestIncludesClientId(t *testing.T) { + // Create a new HttpRegistryStore + store := &HttpRegistryStore{ + endpoint: "http://localhost", + project: "test_project", + clientId: "test_client_id", + } + + // Create a mock HTTP server + server := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) { + // Assert that the request includes the correct Client-Id header + assert.Equal(t, "test_client_id", r.Header.Get("Client-Id")) + w.WriteHeader(http.StatusOK) + })) + defer server.Close() + + // Call the method under test + _, err := store.makeHttpRequest(server.URL) + + // Assert that there was no error + assert.Nil(t, err) +} +func TestLoadProtobufMessages(t *testing.T) { + // Create a mock HTTP server + server := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) { + // Write some data to the response + w.Write([]byte("test_data")) + })) + // Close the server when test finishes + defer server.Close() + + // Create a new HttpRegistryStore with the mock server's URL as the endpoint + store := &HttpRegistryStore{ + endpoint: server.URL, + project: "test_project", + } + + // Create a messageProcessor that checks the data it receives + messageProcessor := func(data []byte) error { + if string(data) != "test_data" { + return errors.New("messageProcessor received unexpected data") + } + return nil + } + + // Call the method under test + err := store.loadProtobufMessages(server.URL+"/test_path", messageProcessor) + + // Assert that there was no error + assert.Nil(t, err) +} + +func TestLoadProtobufMessages_Error(t *testing.T) { + // Create a mock HTTP server + server := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) { + // Write some data to the response + w.Write([]byte("test_data")) + })) + // Close the server when test finishes + defer server.Close() + + // Create a new HttpRegistryStore with the mock server's URL as the endpoint + store := &HttpRegistryStore{ + endpoint: server.URL, + project: "test_project", + } + + // Create a messageProcessor that always returns an error + messageProcessor := func(data []byte) error { + return errors.New("test error") + } + + // Call the method under test + err := store.loadProtobufMessages(server.URL+"/test_path", messageProcessor) + + // Assert that the method returns the error from the messageProcessor + assert.NotNil(t, err) + assert.Equal(t, "test error", err.Error()) +} + +func TestLoadEntities(t *testing.T) { + // Create a mock HTTP server + server := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) { + // Create a dummy EntityList + entityList := &core.EntityList{ + Entities: []*core.Entity{ + {Spec: &core.EntitySpecV2{Name: "test_entity"}}, + }, + } + // Marshal it to protobuf + data, err := proto.Marshal(entityList) + if err != nil { + log.Fatal().Err(err).Msg("Failed to marshal EntityList") + } + // Write the protobuf data to the response + w.Write(data) + })) + // Close the server when test finishes + defer server.Close() + + // Create a new HttpRegistryStore with the mock server's URL as the endpoint + store := &HttpRegistryStore{ + endpoint: server.URL, + project: "test_project", + } + + // Create a new empty Registry + registry := &core.Registry{} + + // Call the method under test + err := store.loadEntities(registry) + + // Assert that there was no error and that the registry now contains the entity + assert.Nil(t, err) + assert.Equal(t, 1, len(registry.Entities)) + assert.Equal(t, "test_entity", registry.Entities[0].Spec.Name) +} + +func TestLoadDatasources(t *testing.T) { + // Create a mock HTTP server + server := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) { + // Create a dummy DataSourceList + dataSourceList := &core.DataSourceList{ + Datasources: []*core.DataSource{ + {Name: "test_datasource"}, + }, + } + // Marshal it to protobuf + data, err := proto.Marshal(dataSourceList) + if err != nil { + log.Fatal().Err(err).Msg("Failed to marshal DataSourceList") + } + // Write the protobuf data to the response + w.Write(data) + })) + // Close the server when test finishes + defer server.Close() + + // Create a new HttpRegistryStore with the mock server's URL as the endpoint + store := &HttpRegistryStore{ + endpoint: server.URL, + project: "test_project", + } + + // Create a new empty Registry + registry := &core.Registry{} + + // Call the method under test + err := store.loadDatasources(registry) + + // Assert that there was no error and that the registry now contains the datasource + assert.Nil(t, err) + assert.Equal(t, 1, len(registry.DataSources)) + assert.Equal(t, "test_datasource", registry.DataSources[0].Name) +} + +func TestLoadFeatureViews(t *testing.T) { + // Create a mock HTTP server + server := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) { + // Create a dummy FeatureViewList + featureViewList := &core.FeatureViewList{ + Featureviews: []*core.FeatureView{ + {Spec: &core.FeatureViewSpec{Name: "test_feature_view"}}, + }, + } + // Marshal it to protobuf + data, err := proto.Marshal(featureViewList) + if err != nil { + log.Fatal().Err(err).Msg("Failed to marshal FeatureViewList") + } + // Write the protobuf data to the response + w.Write(data) + })) + // Close the server when test finishes + defer server.Close() + + // Create a new HttpRegistryStore with the mock server's URL as the endpoint + store := &HttpRegistryStore{ + endpoint: server.URL, + project: "test_project", + } + + // Create a new empty Registry + registry := &core.Registry{} + + // Call the method under test + err := store.loadFeatureViews(registry) + + // Assert that there was no error and that the registry now contains the feature view + assert.Nil(t, err) + assert.Equal(t, 1, len(registry.FeatureViews)) + assert.Equal(t, "test_feature_view", registry.FeatureViews[0].Spec.Name) +} + +func TestLoadOnDemandFeatureViews(t *testing.T) { + // Create a mock HTTP server + server := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) { + // Create a dummy OnDemandFeatureViewList + odFeatureViewList := &core.OnDemandFeatureViewList{ + Ondemandfeatureviews: []*core.OnDemandFeatureView{ + {Spec: &core.OnDemandFeatureViewSpec{Name: "test_view"}}, + }, + } + // Marshal it to protobuf + data, err := proto.Marshal(odFeatureViewList) + if err != nil { + log.Fatal().Err(err).Msg("Failed to marshal OnDemandFeatureViewList") + } + // Write the protobuf data to the response + w.Write(data) + })) + // Close the server when test finishes + defer server.Close() + + // Create a new HttpRegistryStore with the mock server's URL as the endpoint + store := &HttpRegistryStore{ + endpoint: server.URL, + project: "test_project", + } + + // Create a new empty Registry + registry := &core.Registry{} + + // Call the method under test + err := store.loadOnDemandFeatureViews(registry) + + // Assert that there was no error and that the registry now contains the on-demand feature view + assert.Nil(t, err) + assert.Equal(t, 1, len(registry.OnDemandFeatureViews)) + assert.Equal(t, "test_view", registry.OnDemandFeatureViews[0].Spec.Name) +} + +func TestLoadFeatureServices(t *testing.T) { + // Create a mock HTTP server + server := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) { + // Create a dummy FeatureServiceList + featureServiceList := &core.FeatureServiceList{ + Featureservices: []*core.FeatureService{ + {Spec: &core.FeatureServiceSpec{Name: "test_feature_service"}}, + }, + } + // Marshal it to protobuf + data, err := proto.Marshal(featureServiceList) + if err != nil { + log.Fatal().Err(err).Msg("Failed to marshal FeatureServiceList") + } + // Write the protobuf data to the response + w.Write(data) + })) + // Close the server when test finishes + defer server.Close() + + // Create a new HttpRegistryStore with the mock server's URL as the endpoint + store := &HttpRegistryStore{ + endpoint: server.URL, + project: "test_project", + } + + // Create a new empty Registry + registry := &core.Registry{} + + // Call the method under test + err := store.loadFeatureServices(registry) + + // Assert that there was no error and that the registry now contains the feature service + assert.Nil(t, err) + assert.Equal(t, 1, len(registry.FeatureServices)) + assert.Equal(t, "test_feature_service", registry.FeatureServices[0].Spec.Name) +} + +func TestGetRegistryProto(t *testing.T) { + // Create a mock HTTP server + server := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) { + var data []byte + var err error + + switch r.URL.Path { + case "/projects/test_project/entities": + entityList := &core.EntityList{ + Entities: []*core.Entity{ + {Spec: &core.EntitySpecV2{Name: "test_entity"}}, + }, + } + data, err = proto.Marshal(entityList) + case "/projects/test_project/data_sources": + dataSourceList := &core.DataSourceList{ + Datasources: []*core.DataSource{ + {Name: "test_datasource"}, + }, + } + data, err = proto.Marshal(dataSourceList) + case "/projects/test_project/feature_views": + featureViewList := &core.FeatureViewList{ + Featureviews: []*core.FeatureView{ + {Spec: &core.FeatureViewSpec{Name: "test_feature_view"}}, + }, + } + data, err = proto.Marshal(featureViewList) + case "/projects/test_project/on_demand_feature_views": + odFeatureViewList := &core.OnDemandFeatureViewList{ + Ondemandfeatureviews: []*core.OnDemandFeatureView{ + {Spec: &core.OnDemandFeatureViewSpec{Name: "test_view"}}, + }, + } + data, err = proto.Marshal(odFeatureViewList) + case "/projects/test_project/feature_services": + featureServiceList := &core.FeatureServiceList{ + Featureservices: []*core.FeatureService{ + {Spec: &core.FeatureServiceSpec{Name: "test_feature_service"}}, + }, + } + data, err = proto.Marshal(featureServiceList) + default: + t.Fatalf("Unexpected path: %s", r.URL.Path) + } + + if err != nil { + log.Fatal().Err(err).Msg("Failed to marshal list") + } + + // Write the protobuf data to the response + w.Write(data) + })) + // Close the server when test finishes + defer server.Close() + + // Create a new HttpRegistryStore with the mock server's URL as the endpoint + store := &HttpRegistryStore{ + endpoint: server.URL, + project: "test_project", + } + + // Call the method under test + registry, err := store.GetRegistryProto() + + // Assert that there was no error and that the registry now contains the expected data + assert.Nil(t, err) + assert.Equal(t, 1, len(registry.Entities)) + assert.Equal(t, "test_entity", registry.Entities[0].Spec.Name) + assert.Equal(t, 1, len(registry.DataSources)) + assert.Equal(t, "test_datasource", registry.DataSources[0].Name) + assert.Equal(t, 1, len(registry.FeatureViews)) + assert.Equal(t, "test_feature_view", registry.FeatureViews[0].Spec.Name) + assert.Equal(t, 1, len(registry.OnDemandFeatureViews)) + assert.Equal(t, "test_view", registry.OnDemandFeatureViews[0].Spec.Name) + assert.Equal(t, 1, len(registry.FeatureServices)) + assert.Equal(t, "test_feature_service", registry.FeatureServices[0].Spec.Name) +} + +func TestUpdateRegistryProto(t *testing.T) { + // Create a new HttpRegistryStore + store := &HttpRegistryStore{ + endpoint: "http://localhost", + project: "test_project", + } + + // Create a new empty Registry + registry := &core.Registry{} + + // Call the method under test + err := store.UpdateRegistryProto(registry) + + // Assert that the method returns a NotImplementedError + assert.NotNil(t, err) + assert.IsType(t, &NotImplementedError{}, err) + assert.Equal(t, "UpdateRegistryProto", err.(*NotImplementedError).FunctionName) +} +func TestTeardown(t *testing.T) { + // Create a new HttpRegistryStore + store := &HttpRegistryStore{ + endpoint: "http://localhost", + project: "test_project", + } + + // Call the method under test + err := store.Teardown() + + // Assert that the method returns a NotImplementedError + assert.NotNil(t, err) + assert.IsType(t, &NotImplementedError{}, err) + assert.Equal(t, "Teardown", err.(*NotImplementedError).FunctionName) +} diff --git a/go/internal/feast/registry/local.go b/go/internal/feast/registry/local.go index 124fcba3ed9..e5343cd75cd 100644 --- a/go/internal/feast/registry/local.go +++ b/go/internal/feast/registry/local.go @@ -5,8 +5,8 @@ import ( "os" "path/filepath" - "github.com/golang/protobuf/proto" "github.com/google/uuid" + "google.golang.org/protobuf/proto" "google.golang.org/protobuf/types/known/timestamppb" "github.com/feast-dev/feast/go/protos/feast/core" diff --git a/go/internal/feast/registry/registry.go b/go/internal/feast/registry/registry.go index 9d0684d0230..6ff6f20641f 100644 --- a/go/internal/feast/registry/registry.go +++ b/go/internal/feast/registry/registry.go @@ -8,16 +8,19 @@ import ( "time" "github.com/feast-dev/feast/go/internal/feast/model" + "github.com/rs/zerolog/log" "github.com/feast-dev/feast/go/protos/feast/core" ) var REGISTRY_SCHEMA_VERSION string = "1" var REGISTRY_STORE_CLASS_FOR_SCHEME map[string]string = map[string]string{ - "gs": "GCSRegistryStore", - "s3": "S3RegistryStore", - "file": "FileRegistryStore", - "": "FileRegistryStore", + "gs": "GCSRegistryStore", + "s3": "S3RegistryStore", + "file": "FileRegistryStore", + "http": "HttpRegistryStore", + "https": "HttpRegistryStore", + "": "FileRegistryStore", } /* @@ -26,6 +29,7 @@ var REGISTRY_STORE_CLASS_FOR_SCHEME map[string]string = map[string]string{ */ type Registry struct { + project string registryStore RegistryStore cachedFeatureServices map[string]map[string]*core.FeatureService cachedEntities map[string]map[string]*core.Entity @@ -35,24 +39,25 @@ type Registry struct { cachedRegistry *core.Registry cachedRegistryProtoLastUpdated time.Time cachedRegistryProtoTtl time.Duration - mu sync.Mutex + mu sync.RWMutex } -func NewRegistry(registryConfig *RegistryConfig, repoPath string) (*Registry, error) { +func NewRegistry(registryConfig *RegistryConfig, repoPath string, project string) (*Registry, error) { registryStoreType := registryConfig.RegistryStoreType registryPath := registryConfig.Path r := &Registry{ - cachedRegistryProtoTtl: time.Duration(registryConfig.CacheTtlSeconds), + project: project, + cachedRegistryProtoTtl: time.Duration(registryConfig.CacheTtlSeconds) * time.Second, } if len(registryStoreType) == 0 { - registryStore, err := getRegistryStoreFromScheme(registryPath, registryConfig, repoPath) + registryStore, err := getRegistryStoreFromScheme(registryPath, registryConfig, repoPath, project) if err != nil { return nil, err } r.registryStore = registryStore } else { - registryStore, err := getRegistryStoreFromType(registryStoreType, registryConfig, repoPath) + registryStore, err := getRegistryStoreFromType(registryStoreType, registryConfig, repoPath, project) if err != nil { return nil, err } @@ -62,26 +67,30 @@ func NewRegistry(registryConfig *RegistryConfig, repoPath string) (*Registry, er return r, nil } -func (r *Registry) InitializeRegistry() { +func (r *Registry) InitializeRegistry() error { _, err := r.getRegistryProto() if err != nil { + if _, ok := r.registryStore.(*HttpRegistryStore); ok { + log.Error().Err(err).Msg("Registry Initialization Failed") + return err + } registryProto := &core.Registry{RegistrySchemaVersion: REGISTRY_SCHEMA_VERSION} r.registryStore.UpdateRegistryProto(registryProto) - go r.refreshRegistryOnInterval() } + go r.RefreshRegistryOnInterval() + return nil } -func (r *Registry) refreshRegistryOnInterval() { +func (r *Registry) RefreshRegistryOnInterval() { ticker := time.NewTicker(r.cachedRegistryProtoTtl) for ; true; <-ticker.C { err := r.refresh() if err != nil { - return + log.Error().Stack().Err(err).Msg("Registry refresh Failed") } } } -// TODO: Add a goroutine and automatically refresh every cachedRegistryProtoTtl func (r *Registry) refresh() error { _, err := r.getRegistryProto() return err @@ -94,7 +103,7 @@ func (r *Registry) getRegistryProto() (*core.Registry, error) { } registryProto, err := r.registryStore.GetRegistryProto() if err != nil { - return registryProto, err + return nil, err } r.load(registryProto) return registryProto, nil @@ -120,50 +129,50 @@ func (r *Registry) load(registry *core.Registry) { func (r *Registry) loadEntities(registry *core.Registry) { entities := registry.Entities for _, entity := range entities { - if _, ok := r.cachedEntities[entity.Spec.Project]; !ok { - r.cachedEntities[entity.Spec.Project] = make(map[string]*core.Entity) + if _, ok := r.cachedEntities[r.project]; !ok { + r.cachedEntities[r.project] = make(map[string]*core.Entity) } - r.cachedEntities[entity.Spec.Project][entity.Spec.Name] = entity + r.cachedEntities[r.project][entity.Spec.Name] = entity } } func (r *Registry) loadFeatureServices(registry *core.Registry) { featureServices := registry.FeatureServices for _, featureService := range featureServices { - if _, ok := r.cachedFeatureServices[featureService.Spec.Project]; !ok { - r.cachedFeatureServices[featureService.Spec.Project] = make(map[string]*core.FeatureService) + if _, ok := r.cachedFeatureServices[r.project]; !ok { + r.cachedFeatureServices[r.project] = make(map[string]*core.FeatureService) } - r.cachedFeatureServices[featureService.Spec.Project][featureService.Spec.Name] = featureService + r.cachedFeatureServices[r.project][featureService.Spec.Name] = featureService } } func (r *Registry) loadFeatureViews(registry *core.Registry) { featureViews := registry.FeatureViews for _, featureView := range featureViews { - if _, ok := r.cachedFeatureViews[featureView.Spec.Project]; !ok { - r.cachedFeatureViews[featureView.Spec.Project] = make(map[string]*core.FeatureView) + if _, ok := r.cachedFeatureViews[r.project]; !ok { + r.cachedFeatureViews[r.project] = make(map[string]*core.FeatureView) } - r.cachedFeatureViews[featureView.Spec.Project][featureView.Spec.Name] = featureView + r.cachedFeatureViews[r.project][featureView.Spec.Name] = featureView } } func (r *Registry) loadStreamFeatureViews(registry *core.Registry) { streamFeatureViews := registry.StreamFeatureViews for _, streamFeatureView := range streamFeatureViews { - if _, ok := r.cachedStreamFeatureViews[streamFeatureView.Spec.Project]; !ok { - r.cachedStreamFeatureViews[streamFeatureView.Spec.Project] = make(map[string]*core.StreamFeatureView) + if _, ok := r.cachedStreamFeatureViews[r.project]; !ok { + r.cachedStreamFeatureViews[r.project] = make(map[string]*core.StreamFeatureView) } - r.cachedStreamFeatureViews[streamFeatureView.Spec.Project][streamFeatureView.Spec.Name] = streamFeatureView + r.cachedStreamFeatureViews[r.project][streamFeatureView.Spec.Name] = streamFeatureView } } func (r *Registry) loadOnDemandFeatureViews(registry *core.Registry) { onDemandFeatureViews := registry.OnDemandFeatureViews for _, onDemandFeatureView := range onDemandFeatureViews { - if _, ok := r.cachedOnDemandFeatureViews[onDemandFeatureView.Spec.Project]; !ok { - r.cachedOnDemandFeatureViews[onDemandFeatureView.Spec.Project] = make(map[string]*core.OnDemandFeatureView) + if _, ok := r.cachedOnDemandFeatureViews[r.project]; !ok { + r.cachedOnDemandFeatureViews[r.project] = make(map[string]*core.OnDemandFeatureView) } - r.cachedOnDemandFeatureViews[onDemandFeatureView.Spec.Project][onDemandFeatureView.Spec.Name] = onDemandFeatureView + r.cachedOnDemandFeatureViews[r.project][onDemandFeatureView.Spec.Name] = onDemandFeatureView } } @@ -173,6 +182,8 @@ func (r *Registry) loadOnDemandFeatureViews(registry *core.Registry) { */ func (r *Registry) ListEntities(project string) ([]*model.Entity, error) { + r.mu.RLock() + defer r.mu.RUnlock() if cachedEntities, ok := r.cachedEntities[project]; !ok { return []*model.Entity{}, nil } else { @@ -192,6 +203,8 @@ func (r *Registry) ListEntities(project string) ([]*model.Entity, error) { */ func (r *Registry) ListFeatureViews(project string) ([]*model.FeatureView, error) { + r.mu.RLock() + defer r.mu.RUnlock() if cachedFeatureViews, ok := r.cachedFeatureViews[project]; !ok { return []*model.FeatureView{}, nil } else { @@ -211,6 +224,8 @@ func (r *Registry) ListFeatureViews(project string) ([]*model.FeatureView, error */ func (r *Registry) ListStreamFeatureViews(project string) ([]*model.FeatureView, error) { + r.mu.RLock() + defer r.mu.RUnlock() if cachedStreamFeatureViews, ok := r.cachedStreamFeatureViews[project]; !ok { return []*model.FeatureView{}, nil } else { @@ -230,6 +245,8 @@ func (r *Registry) ListStreamFeatureViews(project string) ([]*model.FeatureView, */ func (r *Registry) ListFeatureServices(project string) ([]*model.FeatureService, error) { + r.mu.RLock() + defer r.mu.RUnlock() if cachedFeatureServices, ok := r.cachedFeatureServices[project]; !ok { return []*model.FeatureService{}, nil } else { @@ -249,6 +266,8 @@ func (r *Registry) ListFeatureServices(project string) ([]*model.FeatureService, */ func (r *Registry) ListOnDemandFeatureViews(project string) ([]*model.OnDemandFeatureView, error) { + r.mu.RLock() + defer r.mu.RUnlock() if cachedOnDemandFeatureViews, ok := r.cachedOnDemandFeatureViews[project]; !ok { return []*model.OnDemandFeatureView{}, nil } else { @@ -263,6 +282,8 @@ func (r *Registry) ListOnDemandFeatureViews(project string) ([]*model.OnDemandFe } func (r *Registry) GetEntity(project, entityName string) (*model.Entity, error) { + r.mu.RLock() + defer r.mu.RUnlock() if cachedEntities, ok := r.cachedEntities[project]; !ok { return nil, fmt.Errorf("no cached entities found for project %s", project) } else { @@ -275,6 +296,8 @@ func (r *Registry) GetEntity(project, entityName string) (*model.Entity, error) } func (r *Registry) GetFeatureView(project, featureViewName string) (*model.FeatureView, error) { + r.mu.RLock() + defer r.mu.RUnlock() if cachedFeatureViews, ok := r.cachedFeatureViews[project]; !ok { return nil, fmt.Errorf("no cached feature views found for project %s", project) } else { @@ -287,6 +310,8 @@ func (r *Registry) GetFeatureView(project, featureViewName string) (*model.Featu } func (r *Registry) GetStreamFeatureView(project, streamFeatureViewName string) (*model.FeatureView, error) { + r.mu.RLock() + defer r.mu.RUnlock() if cachedStreamFeatureViews, ok := r.cachedStreamFeatureViews[project]; !ok { return nil, fmt.Errorf("no cached stream feature views found for project %s", project) } else { @@ -299,6 +324,8 @@ func (r *Registry) GetStreamFeatureView(project, streamFeatureViewName string) ( } func (r *Registry) GetFeatureService(project, featureServiceName string) (*model.FeatureService, error) { + r.mu.RLock() + defer r.mu.RUnlock() if cachedFeatureServices, ok := r.cachedFeatureServices[project]; !ok { return nil, fmt.Errorf("no cached feature services found for project %s", project) } else { @@ -311,6 +338,8 @@ func (r *Registry) GetFeatureService(project, featureServiceName string) (*model } func (r *Registry) GetOnDemandFeatureView(project, onDemandFeatureViewName string) (*model.OnDemandFeatureView, error) { + r.mu.RLock() + defer r.mu.RUnlock() if cachedOnDemandFeatureViews, ok := r.cachedOnDemandFeatureViews[project]; !ok { return nil, fmt.Errorf("no cached on demand feature views found for project %s", project) } else { @@ -322,21 +351,23 @@ func (r *Registry) GetOnDemandFeatureView(project, onDemandFeatureViewName strin } } -func getRegistryStoreFromScheme(registryPath string, registryConfig *RegistryConfig, repoPath string) (RegistryStore, error) { +func getRegistryStoreFromScheme(registryPath string, registryConfig *RegistryConfig, repoPath string, project string) (RegistryStore, error) { uri, err := url.Parse(registryPath) if err != nil { return nil, err } if registryStoreType, ok := REGISTRY_STORE_CLASS_FOR_SCHEME[uri.Scheme]; ok { - return getRegistryStoreFromType(registryStoreType, registryConfig, repoPath) + return getRegistryStoreFromType(registryStoreType, registryConfig, repoPath, project) } return nil, fmt.Errorf("registry path %s has unsupported scheme %s. Supported schemes are file, s3 and gs", registryPath, uri.Scheme) } -func getRegistryStoreFromType(registryStoreType string, registryConfig *RegistryConfig, repoPath string) (RegistryStore, error) { +func getRegistryStoreFromType(registryStoreType string, registryConfig *RegistryConfig, repoPath string, project string) (RegistryStore, error) { switch registryStoreType { case "FileRegistryStore": return NewFileRegistryStore(registryConfig, repoPath), nil + case "HttpRegistryStore": + return NewHttpRegistryStore(registryConfig, project) } - return nil, errors.New("only FileRegistryStore as a RegistryStore is supported at this moment") + return nil, errors.New("only FileRegistryStore or HttpRegistryStore as a RegistryStore is supported at this moment") } diff --git a/go/internal/feast/registry/repoconfig.go b/go/internal/feast/registry/repoconfig.go index b034b632dc0..f70310f261c 100644 --- a/go/internal/feast/registry/repoconfig.go +++ b/go/internal/feast/registry/repoconfig.go @@ -2,14 +2,18 @@ package registry import ( "encoding/json" - "io/ioutil" + "fmt" + "os" "path/filepath" + "time" + "github.com/feast-dev/feast/go/internal/feast/server/logging" "github.com/ghodss/yaml" ) const ( - defaultCacheTtlSeconds = 600 + defaultCacheTtlSeconds = int64(600) + defaultClientID = "Unknown" ) type RepoConfig struct { @@ -37,6 +41,7 @@ type RepoConfig struct { type RegistryConfig struct { RegistryStoreType string `json:"registry_store_type"` Path string `json:"path"` + ClientId string `json:"client_id" default:"Unknown"` CacheTtlSeconds int64 `json:"cache_ttl_seconds" default:"600"` } @@ -57,7 +62,7 @@ func NewRepoConfigFromJSON(repoPath, configJSON string) (*RepoConfig, error) { // NewRepoConfigFromFile reads the `feature_store.yaml` file in the repo path and converts it // into a RepoConfig struct. func NewRepoConfigFromFile(repoPath string) (*RepoConfig, error) { - data, err := ioutil.ReadFile(filepath.Join(repoPath, "feature_store.yaml")) + data, err := os.ReadFile(filepath.Join(repoPath, "feature_store.yaml")) if err != nil { return nil, err } @@ -66,17 +71,47 @@ func NewRepoConfigFromFile(repoPath string) (*RepoConfig, error) { return nil, err } + repoConfigWithEnv := os.ExpandEnv(string(data)) + config := RepoConfig{} - if err = yaml.Unmarshal(data, &config); err != nil { + if err = yaml.Unmarshal([]byte(repoConfigWithEnv), &config); err != nil { return nil, err } config.RepoPath = repoPath return &config, nil } -func (r *RepoConfig) GetRegistryConfig() *RegistryConfig { +func (r *RepoConfig) GetLoggingOptions() (*logging.LoggingOptions, error) { + loggingOptions := logging.LoggingOptions{} + if loggingOptionsMap, ok := r.FeatureServer["feature_logging"].(map[string]interface{}); ok { + loggingOptions = logging.DefaultOptions + for k, v := range loggingOptionsMap { + switch k { + case "queue_capacity": + if value, ok := v.(int); ok { + loggingOptions.ChannelCapacity = value + } + case "emit_timeout_micro_secs": + if value, ok := v.(int); ok { + loggingOptions.EmitTimeout = time.Duration(value) * time.Microsecond + } + case "write_to_disk_interval_secs": + if value, ok := v.(int); ok { + loggingOptions.WriteInterval = time.Duration(value) * time.Second + } + case "flush_interval_secs": + if value, ok := v.(int); ok { + loggingOptions.FlushInterval = time.Duration(value) * time.Second + } + } + } + } + return &loggingOptions, nil +} + +func (r *RepoConfig) GetRegistryConfig() (*RegistryConfig, error) { if registryConfigMap, ok := r.Registry.(map[string]interface{}); ok { - registryConfig := RegistryConfig{CacheTtlSeconds: defaultCacheTtlSeconds} + registryConfig := RegistryConfig{CacheTtlSeconds: defaultCacheTtlSeconds, ClientId: defaultClientID} for k, v := range registryConfigMap { switch k { case "path": @@ -87,14 +122,28 @@ func (r *RepoConfig) GetRegistryConfig() *RegistryConfig { if value, ok := v.(string); ok { registryConfig.RegistryStoreType = value } + case "client_id": + if value, ok := v.(string); ok { + registryConfig.ClientId = value + } case "cache_ttl_seconds": - if value, ok := v.(int64); ok { + // cache_ttl_seconds defaulted to type float64. Ex: "cache_ttl_seconds": 60 in registryConfigMap + switch value := v.(type) { + case float64: + registryConfig.CacheTtlSeconds = int64(value) + case int: + registryConfig.CacheTtlSeconds = int64(value) + case int32: + registryConfig.CacheTtlSeconds = int64(value) + case int64: registryConfig.CacheTtlSeconds = value + default: + return nil, fmt.Errorf("unexpected type %T for CacheTtlSeconds", v) } } } - return ®istryConfig + return ®istryConfig, nil } else { - return &RegistryConfig{Path: r.Registry.(string), CacheTtlSeconds: defaultCacheTtlSeconds} + return &RegistryConfig{Path: r.Registry.(string), ClientId: defaultClientID, CacheTtlSeconds: defaultCacheTtlSeconds}, nil } } diff --git a/go/internal/feast/registry/repoconfig_test.go b/go/internal/feast/registry/repoconfig_test.go index 848977886c9..4d30bf7bca0 100644 --- a/go/internal/feast/registry/repoconfig_test.go +++ b/go/internal/feast/registry/repoconfig_test.go @@ -3,8 +3,11 @@ package registry import ( "os" "path/filepath" + "strings" "testing" + "time" + "github.com/feast-dev/feast/go/internal/feast/server/logging" "github.com/stretchr/testify/assert" ) @@ -26,10 +29,11 @@ online_store: err = os.WriteFile(filePath, data, 0666) assert.Nil(t, err) config, err := NewRepoConfigFromFile(dir) + registryConfig, err := config.GetRegistryConfig() assert.Nil(t, err) assert.Equal(t, "feature_repo", config.Project) assert.Equal(t, dir, config.RepoPath) - assert.Equal(t, "data/registry.db", config.GetRegistryConfig().Path) + assert.Equal(t, "data/registry.db", registryConfig.Path) assert.Equal(t, "local", config.Provider) assert.Equal(t, map[string]interface{}{ "type": "redis", @@ -40,6 +44,40 @@ online_store: assert.Empty(t, config.Flags) } +func TestNewRepoConfigWithEnvironmentVariables(t *testing.T) { + dir, err := os.MkdirTemp("", "feature_repo_*") + assert.Nil(t, err) + defer func() { + assert.Nil(t, os.RemoveAll(dir)) + }() + filePath := filepath.Join(dir, "feature_store.yaml") + data := []byte(` +project: feature_repo +registry: "data/registry.db" +provider: local +online_store: + type: redis + connection_string: ${REDIS_CONNECTION_STRING} +`) + err = os.WriteFile(filePath, data, 0666) + assert.Nil(t, err) + os.Setenv("REDIS_CONNECTION_STRING", "localhost:6380") + config, err := NewRepoConfigFromFile(dir) + registryConfig, err := config.GetRegistryConfig() + assert.Nil(t, err) + assert.Equal(t, "feature_repo", config.Project) + assert.Equal(t, dir, config.RepoPath) + assert.Equal(t, "data/registry.db", registryConfig.Path) + assert.Equal(t, "local", config.Provider) + assert.Equal(t, map[string]interface{}{ + "type": "redis", + "connection_string": "localhost:6380", + }, config.OnlineStore) + assert.Empty(t, config.OfflineStore) + assert.Empty(t, config.FeatureServer) + assert.Empty(t, config.Flags) +} + func TestNewRepoConfigRegistryMap(t *testing.T) { dir, err := os.MkdirTemp("", "feature_repo_*") assert.Nil(t, err) @@ -50,6 +88,7 @@ func TestNewRepoConfigRegistryMap(t *testing.T) { data := []byte(` registry: path: data/registry.db + client_id: "test_client_id" project: feature_repo provider: local online_store: @@ -59,10 +98,12 @@ online_store: err = os.WriteFile(filePath, data, 0666) assert.Nil(t, err) config, err := NewRepoConfigFromFile(dir) + registryConfig, err := config.GetRegistryConfig() assert.Nil(t, err) assert.Equal(t, "feature_repo", config.Project) assert.Equal(t, dir, config.RepoPath) - assert.Equal(t, "data/registry.db", config.GetRegistryConfig().Path) + assert.Equal(t, "data/registry.db", registryConfig.Path) + assert.Equal(t, "test_client_id", registryConfig.ClientId) assert.Equal(t, "local", config.Provider) assert.Equal(t, map[string]interface{}{ "type": "redis", @@ -83,6 +124,7 @@ func TestNewRepoConfigRegistryConfig(t *testing.T) { data := []byte(` registry: path: data/registry.db + client_id: "test_client_id" project: feature_repo provider: local online_store: @@ -92,7 +134,206 @@ online_store: err = os.WriteFile(filePath, data, 0666) assert.Nil(t, err) config, err := NewRepoConfigFromFile(dir) + registryConfig, err := config.GetRegistryConfig() assert.Nil(t, err) assert.Equal(t, dir, config.RepoPath) - assert.Equal(t, "data/registry.db", config.GetRegistryConfig().Path) + assert.Equal(t, "data/registry.db", registryConfig.Path) + assert.Equal(t, "test_client_id", registryConfig.ClientId) +} +func TestNewRepoConfigFromJSON(t *testing.T) { + // Create a temporary directory for the test + dir, err := os.MkdirTemp("", "feature_repo_*") + assert.Nil(t, err) + defer func() { + assert.Nil(t, os.RemoveAll(dir)) + }() + + // Define a JSON string for the test + registry_path := filepath.Join(dir, "data/registry.db") + + configJSON := `{ + "project": "feature_repo", + "registry": "$REGISTRY_PATH", + "provider": "local", + "online_store": { + "type": "redis", + "connection_string": "localhost:6379" + } + }` + + replacements := map[string]string{ + "$REGISTRY_PATH": registry_path, + } + + // Replace the variables in the JSON string + for variable, replacement := range replacements { + configJSON = strings.ReplaceAll(configJSON, variable, replacement) + } + + // Call the function under test + config, err := NewRepoConfigFromJSON(dir, configJSON) + registryConfig, err := config.GetRegistryConfig() + // Assert that there was no error and that the config was correctly parsed + assert.Nil(t, err) + assert.Equal(t, "feature_repo", config.Project) + assert.Equal(t, filepath.Join(dir, "data/registry.db"), registryConfig.Path) + assert.Equal(t, "local", config.Provider) + assert.Equal(t, map[string]interface{}{ + "type": "redis", + "connection_string": "localhost:6379", + }, config.OnlineStore) + assert.Empty(t, config.OfflineStore) + assert.Empty(t, config.FeatureServer) + assert.Empty(t, config.Flags) +} + +func TestGetRegistryConfig_Map(t *testing.T) { + // Create a RepoConfig with a map Registry + config := &RepoConfig{ + Registry: map[string]interface{}{ + "path": "data/registry.db", + "registry_store_type": "local", + "client_id": "test_client_id", + "cache_ttl_seconds": 60, + }, + } + + // Call the method under test + registryConfig, _ := config.GetRegistryConfig() + + // Assert that the method correctly processed the map + assert.Equal(t, "data/registry.db", registryConfig.Path) + assert.Equal(t, "local", registryConfig.RegistryStoreType) + assert.Equal(t, int64(60), registryConfig.CacheTtlSeconds) + assert.Equal(t, "test_client_id", registryConfig.ClientId) +} + +func TestGetRegistryConfig_String(t *testing.T) { + // Create a RepoConfig with a string Registry + config := &RepoConfig{ + Registry: "data/registry.db", + } + + // Call the method under test + registryConfig, _ := config.GetRegistryConfig() + + // Assert that the method correctly processed the string + assert.Equal(t, "data/registry.db", registryConfig.Path) + assert.Equal(t, defaultClientID, registryConfig.ClientId) + println(registryConfig.CacheTtlSeconds) + assert.Empty(t, registryConfig.RegistryStoreType) + assert.Equal(t, defaultCacheTtlSeconds, registryConfig.CacheTtlSeconds) +} + +func TestGetRegistryConfig_CacheTtlSecondsTypes(t *testing.T) { + // Create RepoConfigs with different types for cache_ttl_seconds + configs := []*RepoConfig{ + { + Registry: map[string]interface{}{ + "cache_ttl_seconds": float64(60), + }, + }, + { + Registry: map[string]interface{}{ + "cache_ttl_seconds": int32(60), + }, + }, + { + Registry: map[string]interface{}{ + "cache_ttl_seconds": int64(60), + }, + }, + } + + for _, config := range configs { + // Call the method under test + registryConfig, _ := config.GetRegistryConfig() + + // Assert that the method correctly processed cache_ttl_seconds + assert.Equal(t, int64(60), registryConfig.CacheTtlSeconds) + } +} + +func TestGetLoggingOptions_Defaults(t *testing.T) { + config := RepoConfig{ + FeatureServer: map[string]interface{}{ + "feature_logging": map[string]interface{}{}, + }, + } + options, err := config.GetLoggingOptions() + assert.Nil(t, err) + assert.Equal(t, logging.DefaultOptions, *options) +} + +func TestGetLoggingOptions_QueueCapacity(t *testing.T) { + config := RepoConfig{ + FeatureServer: map[string]interface{}{ + "feature_logging": map[string]interface{}{ + "queue_capacity": 100, + }, + }, + } + expected := logging.DefaultOptions + expected.ChannelCapacity = 100 + options, err := config.GetLoggingOptions() + assert.Nil(t, err) + assert.Equal(t, expected, *options) +} + +func TestGetLoggingOptions_EmitTimeoutMicroSecs(t *testing.T) { + config := RepoConfig{ + FeatureServer: map[string]interface{}{ + "feature_logging": map[string]interface{}{ + "emit_timeout_micro_secs": 500, + }, + }, + } + expected := logging.DefaultOptions + expected.EmitTimeout = 500 * time.Microsecond + options, err := config.GetLoggingOptions() + assert.Nil(t, err) + assert.Equal(t, expected, *options) +} + +func TestGetLoggingOptions_WriteToDiskIntervalSecs(t *testing.T) { + config := RepoConfig{ + FeatureServer: map[string]interface{}{ + "feature_logging": map[string]interface{}{ + "write_to_disk_interval_secs": 10, + }, + }, + } + expected := logging.DefaultOptions + expected.WriteInterval = 10 * time.Second + options, err := config.GetLoggingOptions() + assert.Nil(t, err) + assert.Equal(t, expected, *options) +} + +func TestGetLoggingOptions_FlushIntervalSecs(t *testing.T) { + config := RepoConfig{ + FeatureServer: map[string]interface{}{ + "feature_logging": map[string]interface{}{ + "flush_interval_secs": 15, + }, + }, + } + expected := logging.DefaultOptions + expected.FlushInterval = 15 * time.Second + options, err := config.GetLoggingOptions() + assert.Nil(t, err) + assert.Equal(t, expected, *options) +} + +func TestGetLoggingOptions_InvalidType(t *testing.T) { + config := RepoConfig{ + FeatureServer: map[string]interface{}{ + "feature_logging": map[string]interface{}{ + "queue_capacity": "invalid", + }, + }, + } + options, err := config.GetLoggingOptions() + assert.Nil(t, err) + assert.Equal(t, logging.DefaultOptions, *options) } diff --git a/go/internal/feast/server/grpc_server.go b/go/internal/feast/server/grpc_server.go index c47d185d6c1..e25c0f51c47 100644 --- a/go/internal/feast/server/grpc_server.go +++ b/go/internal/feast/server/grpc_server.go @@ -3,14 +3,13 @@ package server import ( "context" "fmt" - - "github.com/google/uuid" - "github.com/feast-dev/feast/go/internal/feast" "github.com/feast-dev/feast/go/internal/feast/server/logging" "github.com/feast-dev/feast/go/protos/feast/serving" prototypes "github.com/feast-dev/feast/go/protos/feast/types" "github.com/feast-dev/feast/go/types" + "github.com/google/uuid" + "gopkg.in/DataDog/dd-trace-go.v1/ddtrace/tracer" ) const feastServerVersion = "0.0.1" @@ -31,15 +30,24 @@ func (s *grpcServingServiceServer) GetFeastServingInfo(ctx context.Context, requ }, nil } -// Returns an object containing the response to GetOnlineFeatures. -// Metadata contains featurenames that corresponds to the number of rows in response.Results. +// GetOnlineFeatures Returns an object containing the response to GetOnlineFeatures. +// Metadata contains feature names that corresponds to the number of rows in response.Results. // Results contains values including the value of the feature, the event timestamp, and feature status in a columnar format. func (s *grpcServingServiceServer) GetOnlineFeatures(ctx context.Context, request *serving.GetOnlineFeaturesRequest) (*serving.GetOnlineFeaturesResponse, error) { + + span, ctx := tracer.StartSpanFromContext(ctx, "getOnlineFeatures", tracer.ResourceName("ServingService/GetOnlineFeatures")) + defer span.Finish() + + logSpanContext := LogWithSpanContext(span) + requestId := GenerateRequestId() featuresOrService, err := s.fs.ParseFeatures(request.GetKind()) + if err != nil { + logSpanContext.Error().Err(err).Msg("Error parsing feature service or feature list from request") return nil, err } + featureVectors, err := s.fs.GetOnlineFeatures( ctx, featuresOrService.FeaturesRefs, @@ -47,7 +55,9 @@ func (s *grpcServingServiceServer) GetOnlineFeatures(ctx context.Context, reques request.GetEntities(), request.GetRequestContext(), request.GetFullFeatureNames()) + if err != nil { + logSpanContext.Error().Err(err).Msg("Error getting online features") return nil, err } @@ -66,6 +76,7 @@ func (s *grpcServingServiceServer) GetOnlineFeatures(ctx context.Context, reques featureNames[idx] = vector.Name values, err := types.ArrowValuesToProtoValues(vector.Values) if err != nil { + logSpanContext.Error().Err(err).Msg("Error converting Arrow values to proto values") return nil, err } if _, ok := request.Entities[vector.Name]; ok { @@ -83,11 +94,13 @@ func (s *grpcServingServiceServer) GetOnlineFeatures(ctx context.Context, reques if featureService != nil && featureService.LoggingConfig != nil && s.loggingService != nil { logger, err := s.loggingService.GetOrCreateLogger(featureService) if err != nil { + logSpanContext.Error().Err(err).Msg("Error to instantiating logger for feature service: " + featuresOrService.FeatureService.Name) fmt.Printf("Couldn't instantiate logger for feature service %s: %+v", featuresOrService.FeatureService.Name, err) } err = logger.Log(request.Entities, resp.Results[len(request.Entities):], resp.Metadata.FeatureNames.Val[len(request.Entities):], request.RequestContext, requestId) if err != nil { + logSpanContext.Error().Err(err).Msg("Error to logging to feature service: " + featuresOrService.FeatureService.Name) fmt.Printf("LoggerImpl error[%s]: %+v", featuresOrService.FeatureService.Name, err) } } diff --git a/go/internal/feast/server/grpc_server_test.go b/go/internal/feast/server/grpc_server_test.go index 52960321319..3ef7a6aa8a3 100644 --- a/go/internal/feast/server/grpc_server_test.go +++ b/go/internal/feast/server/grpc_server_test.go @@ -15,10 +15,10 @@ import ( "github.com/feast-dev/feast/go/internal/feast/registry" - "github.com/apache/arrow/go/v8/arrow/array" - "github.com/apache/arrow/go/v8/arrow/memory" - "github.com/apache/arrow/go/v8/parquet/file" - "github.com/apache/arrow/go/v8/parquet/pqarrow" + "github.com/apache/arrow/go/v17/arrow/array" + "github.com/apache/arrow/go/v17/arrow/memory" + "github.com/apache/arrow/go/v17/parquet/file" + "github.com/apache/arrow/go/v17/parquet/pqarrow" "github.com/stretchr/testify/assert" "google.golang.org/grpc" "google.golang.org/grpc/test/bufconn" diff --git a/go/internal/feast/server/http_server.go b/go/internal/feast/server/http_server.go index 7ebab429e7e..2e5f766c7d4 100644 --- a/go/internal/feast/server/http_server.go +++ b/go/internal/feast/server/http_server.go @@ -5,6 +5,10 @@ import ( "encoding/json" "fmt" "net/http" + "os" + "runtime" + "strconv" + "strings" "time" "github.com/feast-dev/feast/go/internal/feast" @@ -14,6 +18,9 @@ import ( "github.com/feast-dev/feast/go/protos/feast/serving" prototypes "github.com/feast-dev/feast/go/protos/feast/types" "github.com/feast-dev/feast/go/types" + "github.com/rs/zerolog/log" + httptrace "gopkg.in/DataDog/dd-trace-go.v1/contrib/net/http" + "gopkg.in/DataDog/dd-trace-go.v1/ddtrace/tracer" ) type httpServer struct { @@ -140,23 +147,44 @@ func NewHttpServer(fs *feast.FeatureStore, loggingService *logging.LoggingServic } func (s *httpServer) getOnlineFeatures(w http.ResponseWriter, r *http.Request) { + var err error + + span, ctx := tracer.StartSpanFromContext(r.Context(), "getOnlineFeatures", tracer.ResourceName("/get-online-features")) + defer span.Finish(tracer.WithError(err)) + + logSpanContext := LogWithSpanContext(span) + if r.Method != "POST" { http.NotFound(w, r) return } + statusQuery := r.URL.Query().Get("status") + + status := false + if statusQuery != "" { + status, err = strconv.ParseBool(statusQuery) + if err != nil { + logSpanContext.Error().Err(err).Msg("Error parsing status query parameter") + writeJSONError(w, fmt.Errorf("Error parsing status query parameter: %+v", err), http.StatusBadRequest) + return + } + } + decoder := json.NewDecoder(r.Body) var request getOnlineFeaturesRequest - err := decoder.Decode(&request) + err = decoder.Decode(&request) if err != nil { - http.Error(w, fmt.Sprintf("Error decoding JSON request data: %+v", err), http.StatusInternalServerError) + logSpanContext.Error().Err(err).Msg("Error decoding JSON request data") + writeJSONError(w, fmt.Errorf("Error decoding JSON request data: %+v", err), http.StatusInternalServerError) return } var featureService *model.FeatureService if request.FeatureService != nil { featureService, err = s.fs.GetFeatureService(*request.FeatureService) if err != nil { - http.Error(w, fmt.Sprintf("Error getting feature service from registry: %+v", err), http.StatusInternalServerError) + logSpanContext.Error().Err(err).Msg("Error getting feature service from registry") + writeJSONError(w, fmt.Errorf("Error getting feature service from registry: %+v", err), http.StatusInternalServerError) return } } @@ -170,7 +198,7 @@ func (s *httpServer) getOnlineFeatures(w http.ResponseWriter, r *http.Request) { } featureVectors, err := s.fs.GetOnlineFeatures( - r.Context(), + ctx, request.Features, featureService, entitiesProto, @@ -178,7 +206,8 @@ func (s *httpServer) getOnlineFeatures(w http.ResponseWriter, r *http.Request) { request.FullFeatureNames) if err != nil { - http.Error(w, fmt.Sprintf("Error getting feature vector: %+v", err), http.StatusInternalServerError) + logSpanContext.Error().Err(err).Msg("Error getting feature vector") + writeJSONError(w, fmt.Errorf("Error getting feature vector: %+v", err), http.StatusInternalServerError) return } @@ -187,17 +216,19 @@ func (s *httpServer) getOnlineFeatures(w http.ResponseWriter, r *http.Request) { for _, vector := range featureVectors { featureNames = append(featureNames, vector.Name) result := make(map[string]interface{}) - var statuses []string - for _, status := range vector.Statuses { - statuses = append(statuses, status.String()) - } - var timestamps []string - for _, timestamp := range vector.Timestamps { - timestamps = append(timestamps, timestamp.AsTime().Format(time.RFC3339)) - } + if status { + var statuses []string + for _, status := range vector.Statuses { + statuses = append(statuses, status.String()) + } + var timestamps []string + for _, timestamp := range vector.Timestamps { + timestamps = append(timestamps, timestamp.AsTime().Format(time.RFC3339)) + } - result["statuses"] = statuses - result["event_timestamps"] = timestamps + result["statuses"] = statuses + result["event_timestamps"] = timestamps + } // Note, that vector.Values is an Arrow Array, but this type implements JSON Marshaller. // So, it's not necessary to pre-process it in any way. result["values"] = vector.Values @@ -217,14 +248,16 @@ func (s *httpServer) getOnlineFeatures(w http.ResponseWriter, r *http.Request) { err = json.NewEncoder(w).Encode(response) if err != nil { - http.Error(w, fmt.Sprintf("Error encoding response: %+v", err), http.StatusInternalServerError) + logSpanContext.Error().Err(err).Msg("Error encoding response") + writeJSONError(w, fmt.Errorf("Error encoding response: %+v", err), http.StatusInternalServerError) return } if featureService != nil && featureService.LoggingConfig != nil && s.loggingService != nil { logger, err := s.loggingService.GetOrCreateLogger(featureService) if err != nil { - http.Error(w, fmt.Sprintf("Couldn't instantiate logger for feature service %s: %+v", featureService.Name, err), http.StatusInternalServerError) + logSpanContext.Error().Err(err).Msgf("Couldn't instantiate logger for feature service %s", featureService.Name) + writeJSONError(w, fmt.Errorf("Couldn't instantiate logger for feature service %s: %+v", featureService.Name, err), http.StatusInternalServerError) return } @@ -236,7 +269,8 @@ func (s *httpServer) getOnlineFeatures(w http.ResponseWriter, r *http.Request) { for _, vector := range featureVectors[len(request.Entities):] { values, err := types.ArrowValuesToProtoValues(vector.Values) if err != nil { - http.Error(w, fmt.Sprintf("Couldn't convert arrow values into protobuf: %+v", err), http.StatusInternalServerError) + logSpanContext.Error().Err(err).Msg("Couldn't convert arrow values into protobuf") + writeJSONError(w, fmt.Errorf("Couldn't convert arrow values into protobuf: %+v", err), http.StatusInternalServerError) return } featureVectorProtos = append(featureVectorProtos, &serving.GetOnlineFeaturesResponse_FeatureVector{ @@ -248,10 +282,11 @@ func (s *httpServer) getOnlineFeatures(w http.ResponseWriter, r *http.Request) { err = logger.Log(entitiesProto, featureVectorProtos, featureNames[len(request.Entities):], requestContextProto, requestId) if err != nil { - http.Error(w, fmt.Sprintf("LoggerImpl error[%s]: %+v", featureService.Name, err), http.StatusInternalServerError) + writeJSONError(w, fmt.Errorf("LoggerImpl error[%s]: %+v", featureService.Name, err), http.StatusInternalServerError) return } } + go releaseCGOMemory(featureVectors) } @@ -261,15 +296,63 @@ func releaseCGOMemory(featureVectors []*onlineserving.FeatureVector) { } } +func logStackTrace() { + // Start with a small buffer and grow it until the full stack trace fits. + buf := make([]byte, 1024) + for { + stackSize := runtime.Stack(buf, false) + if stackSize < len(buf) { + // The stack trace fits in the buffer, so we can log it now. + log.Error().Str("stack_trace", string(buf[:stackSize])).Msg("") + return + } + // The stack trace doesn't fit in the buffer, so we need to grow the buffer and try again. + buf = make([]byte, 2*len(buf)) + } +} + +func writeJSONError(w http.ResponseWriter, err error, statusCode int) { + errMap := map[string]interface{}{ + "error": fmt.Sprintf("%+v", err), + "status_code": statusCode, + } + errJSON, _ := json.Marshal(errMap) + + w.Header().Set("Content-Type", "application/json") + w.WriteHeader(statusCode) + w.Write(errJSON) +} + +func recoverMiddleware(next http.Handler) http.Handler { + return http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) { + defer func() { + if r := recover(); r != nil { + log.Error().Err(fmt.Errorf("Panic recovered: %v", r)).Msg("A panic occurred in the server") + // Log the stack trace + logStackTrace() + + writeJSONError(w, fmt.Errorf("Internal Server Error: %v", r), http.StatusInternalServerError) + } + }() + next.ServeHTTP(w, r) + }) +} + func (s *httpServer) Serve(host string, port int) error { - s.server = &http.Server{Addr: fmt.Sprintf("%s:%d", host, port), Handler: nil} - http.HandleFunc("/get-online-features", s.getOnlineFeatures) - http.HandleFunc("/health", healthCheckHandler) + if strings.ToLower(os.Getenv("ENABLE_DATADOG_TRACING")) == "true" { + tracer.Start(tracer.WithRuntimeMetrics()) + defer tracer.Stop() + } + mux := httptrace.NewServeMux() + mux.Handle("/get-online-features", recoverMiddleware(http.HandlerFunc(s.getOnlineFeatures))) + mux.HandleFunc("/health", healthCheckHandler) + s.server = &http.Server{Addr: fmt.Sprintf("%s:%d", host, port), Handler: mux, ReadTimeout: 5 * time.Second, WriteTimeout: 10 * time.Second, IdleTimeout: 15 * time.Second} err := s.server.ListenAndServe() // Don't return the error if it's caused by graceful shutdown using Stop() if err == http.ErrServerClosed { return nil } + log.Fatal().Stack().Err(err).Msg("Failed to start HTTP server") return err } @@ -277,7 +360,6 @@ func healthCheckHandler(w http.ResponseWriter, r *http.Request) { w.WriteHeader(http.StatusOK) fmt.Fprintf(w, "Healthy") } - func (s *httpServer) Stop() error { if s.server != nil { return s.server.Shutdown(context.Background()) diff --git a/go/internal/feast/server/http_server_test.go b/go/internal/feast/server/http_server_test.go index 67ba1c60f96..e0d474a9f34 100644 --- a/go/internal/feast/server/http_server_test.go +++ b/go/internal/feast/server/http_server_test.go @@ -1,8 +1,13 @@ package server import ( - "github.com/stretchr/testify/assert" + "encoding/json" "testing" + + "github.com/apache/arrow/go/v17/arrow" + "github.com/apache/arrow/go/v17/arrow/array" + "github.com/apache/arrow/go/v17/arrow/memory" + "github.com/stretchr/testify/assert" ) func TestUnmarshalJSON(t *testing.T) { @@ -38,3 +43,36 @@ func TestUnmarshalJSON(t *testing.T) { assert.Nil(t, u.UnmarshalJSON([]byte("[[true, false, true], [false, true, false]]"))) assert.Equal(t, [][]bool{{true, false, true}, {false, true, false}}, u.boolListVal) } +func TestMarshalInt32JSON(t *testing.T) { + var arrowArray arrow.Array + memoryPool := memory.NewGoAllocator() + builder := array.NewInt32Builder(memoryPool) + defer builder.Release() + builder.AppendValues([]int32{1, 2, 3, 4}, nil) + arrowArray = builder.NewArray() + defer arrowArray.Release() + expectedJSON := `[1,2,3,4]` + + jsonData, err := json.Marshal(arrowArray) + assert.NoError(t, err, "Error marshaling Arrow array") + + assert.Equal(t, expectedJSON, string(jsonData), "JSON output does not match expected") + assert.IsType(t, &array.Int32{}, arrowArray, "arrowArray is not of type *array.Int32") +} + +func TestMarshalInt64JSON(t *testing.T) { + var arrowArray arrow.Array + memoryPool := memory.NewGoAllocator() + builder := array.NewInt64Builder(memoryPool) + defer builder.Release() + builder.AppendValues([]int64{-9223372036854775808, 9223372036854775807}, nil) + arrowArray = builder.NewArray() + defer arrowArray.Release() + expectedJSON := `[-9223372036854775808,9223372036854775807]` + + jsonData, err := json.Marshal(arrowArray) + assert.NoError(t, err, "Error marshaling Arrow array") + + assert.Equal(t, expectedJSON, string(jsonData), "JSON output does not match expected") + assert.IsType(t, &array.Int64{}, arrowArray, "arrowArray is not of type *array.Int64") +} diff --git a/go/internal/feast/server/logging/filelogsink.go b/go/internal/feast/server/logging/filelogsink.go index d9796d69d10..ae33e61a658 100644 --- a/go/internal/feast/server/logging/filelogsink.go +++ b/go/internal/feast/server/logging/filelogsink.go @@ -8,12 +8,12 @@ import ( "github.com/pkg/errors" - "github.com/apache/arrow/go/v8/arrow" + "github.com/apache/arrow/go/v17/arrow" "github.com/google/uuid" - "github.com/apache/arrow/go/v8/arrow/array" - "github.com/apache/arrow/go/v8/parquet" - "github.com/apache/arrow/go/v8/parquet/pqarrow" + "github.com/apache/arrow/go/v17/arrow/array" + "github.com/apache/arrow/go/v17/parquet" + "github.com/apache/arrow/go/v17/parquet/pqarrow" ) type FileLogSink struct { diff --git a/go/internal/feast/server/logging/logger.go b/go/internal/feast/server/logging/logger.go index 0e4f230f5ad..edea8aa1abb 100644 --- a/go/internal/feast/server/logging/logger.go +++ b/go/internal/feast/server/logging/logger.go @@ -8,7 +8,7 @@ import ( "sync" "time" - "github.com/apache/arrow/go/v8/arrow" + "github.com/apache/arrow/go/v17/arrow" "github.com/pkg/errors" "google.golang.org/protobuf/types/known/timestamppb" diff --git a/go/internal/feast/server/logging/logger_test.go b/go/internal/feast/server/logging/logger_test.go index ddc1902b7d1..b81179f2d29 100644 --- a/go/internal/feast/server/logging/logger_test.go +++ b/go/internal/feast/server/logging/logger_test.go @@ -7,11 +7,11 @@ import ( "testing" "time" - "github.com/apache/arrow/go/v8/arrow" - "github.com/apache/arrow/go/v8/arrow/array" - "github.com/apache/arrow/go/v8/arrow/memory" - "github.com/apache/arrow/go/v8/parquet/file" - "github.com/apache/arrow/go/v8/parquet/pqarrow" + "github.com/apache/arrow/go/v17/arrow" + "github.com/apache/arrow/go/v17/arrow/array" + "github.com/apache/arrow/go/v17/arrow/memory" + "github.com/apache/arrow/go/v17/parquet/file" + "github.com/apache/arrow/go/v17/parquet/pqarrow" "github.com/stretchr/testify/require" "github.com/feast-dev/feast/go/protos/feast/types" diff --git a/go/internal/feast/server/logging/memorybuffer.go b/go/internal/feast/server/logging/memorybuffer.go index c9f00218dfc..cd97327a4aa 100644 --- a/go/internal/feast/server/logging/memorybuffer.go +++ b/go/internal/feast/server/logging/memorybuffer.go @@ -2,9 +2,10 @@ package logging import ( "fmt" - "github.com/apache/arrow/go/v8/arrow" - "github.com/apache/arrow/go/v8/arrow/array" - "github.com/apache/arrow/go/v8/arrow/memory" + + "github.com/apache/arrow/go/v17/arrow" + "github.com/apache/arrow/go/v17/arrow/array" + "github.com/apache/arrow/go/v17/arrow/memory" "github.com/feast-dev/feast/go/protos/feast/types" gotypes "github.com/feast-dev/feast/go/types" @@ -128,7 +129,7 @@ func getArrowSchema(schema *FeatureServiceSchema) (*arrow.Schema, error) { // and writes them to arrow table. // Returns arrow table that contains all of the logs in columnar format. func (b *MemoryBuffer) convertToArrowRecord() (arrow.Record, error) { - arrowMemory := memory.NewCgoArrowAllocator() + arrowMemory := memory.NewGoAllocator() numRows := len(b.logs) columns := make(map[string][]*types.Value) diff --git a/go/internal/feast/server/logging/memorybuffer_test.go b/go/internal/feast/server/logging/memorybuffer_test.go index ec83680f4ff..6c6db8fc880 100644 --- a/go/internal/feast/server/logging/memorybuffer_test.go +++ b/go/internal/feast/server/logging/memorybuffer_test.go @@ -5,9 +5,9 @@ import ( "testing" "time" - "github.com/apache/arrow/go/v8/arrow" - "github.com/apache/arrow/go/v8/arrow/array" - "github.com/apache/arrow/go/v8/arrow/memory" + "github.com/apache/arrow/go/v17/arrow" + "github.com/apache/arrow/go/v17/arrow/array" + "github.com/apache/arrow/go/v17/arrow/memory" "github.com/stretchr/testify/assert" "google.golang.org/protobuf/types/known/timestamppb" @@ -118,7 +118,7 @@ func TestSerializeToArrowTable(t *testing.T) { LogTimestamp: time.Now(), }) - pool := memory.NewCgoArrowAllocator() + pool := memory.NewGoAllocator() builder := array.NewRecordBuilder(pool, b.arrowSchema) defer builder.Release() diff --git a/go/internal/feast/server/logging/offlinestoresink.go b/go/internal/feast/server/logging/offlinestoresink.go index 632039baa43..b0f247ce6e1 100644 --- a/go/internal/feast/server/logging/offlinestoresink.go +++ b/go/internal/feast/server/logging/offlinestoresink.go @@ -8,10 +8,10 @@ import ( "os" "path/filepath" - "github.com/apache/arrow/go/v8/arrow" - "github.com/apache/arrow/go/v8/arrow/array" - "github.com/apache/arrow/go/v8/parquet" - "github.com/apache/arrow/go/v8/parquet/pqarrow" + "github.com/apache/arrow/go/v17/arrow" + "github.com/apache/arrow/go/v17/arrow/array" + "github.com/apache/arrow/go/v17/parquet" + "github.com/apache/arrow/go/v17/parquet/pqarrow" "github.com/google/uuid" ) diff --git a/go/internal/feast/server/server_commons.go b/go/internal/feast/server/server_commons.go new file mode 100644 index 00000000000..dd2cdbb1a3f --- /dev/null +++ b/go/internal/feast/server/server_commons.go @@ -0,0 +1,19 @@ +package server + +import ( + "github.com/rs/zerolog" + "gopkg.in/DataDog/dd-trace-go.v1/ddtrace/tracer" + "os" +) + +func LogWithSpanContext(span tracer.Span) zerolog.Logger { + spanContext := span.Context() + + var logger = zerolog.New(os.Stderr).With(). + Int64("trace_id", int64(spanContext.TraceID())). + Int64("span_id", int64(spanContext.SpanID())). + Timestamp(). + Logger() + + return logger +} diff --git a/go/internal/feast/transformation/transformation.go b/go/internal/feast/transformation/transformation.go index 7e63aec2243..7aa3df76689 100644 --- a/go/internal/feast/transformation/transformation.go +++ b/go/internal/feast/transformation/transformation.go @@ -1,20 +1,18 @@ package transformation import ( - "errors" + "context" "fmt" + "runtime" "strings" - "unsafe" - "github.com/apache/arrow/go/v8/arrow" - "github.com/apache/arrow/go/v8/arrow/array" - "github.com/apache/arrow/go/v8/arrow/cdata" - "github.com/apache/arrow/go/v8/arrow/memory" - "google.golang.org/protobuf/types/known/timestamppb" + "github.com/apache/arrow/go/v17/arrow" + "github.com/apache/arrow/go/v17/arrow/memory" + "github.com/rs/zerolog/log" + "gopkg.in/DataDog/dd-trace-go.v1/ddtrace/tracer" "github.com/feast-dev/feast/go/internal/feast/model" "github.com/feast-dev/feast/go/internal/feast/onlineserving" - "github.com/feast-dev/feast/go/protos/feast/serving" prototypes "github.com/feast-dev/feast/go/protos/feast/types" "github.com/feast-dev/feast/go/types" ) @@ -28,16 +26,21 @@ Python function is expected to return number of rows added to the output record type TransformationCallback func(ODFVName string, inputArrPtr, inputSchemaPtr, outArrPtr, outSchemaPtr uintptr, fullFeatureNames bool) int func AugmentResponseWithOnDemandTransforms( + ctx context.Context, onDemandFeatureViews []*model.OnDemandFeatureView, requestData map[string]*prototypes.RepeatedValue, entityRows map[string]*prototypes.RepeatedValue, features []*onlineserving.FeatureVector, transformationCallback TransformationCallback, + transformationService *GrpcTransformationService, arrowMemory memory.Allocator, numRows int, fullFeatureNames bool, ) ([]*onlineserving.FeatureVector, error) { + span, _ := tracer.StartSpanFromContext(ctx, "transformation.AugmentResponseWithOnDemandTransforms") + defer span.Finish() + result := make([]*onlineserving.FeatureVector, 0) var err error @@ -64,17 +67,20 @@ func AugmentResponseWithOnDemandTransforms( retrievedFeatures[vector.Name] = vector.Values } - onDemandFeatures, err := CallTransformations( - odfv, - retrievedFeatures, - requestContextArrow, - transformationCallback, - numRows, - fullFeatureNames, - ) - if err != nil { - ReleaseArrowContext(requestContextArrow) - return nil, err + var onDemandFeatures []*onlineserving.FeatureVector + if transformationService != nil { + onDemandFeatures, err = transformationService.GetTransformation( + ctx, + odfv, + retrievedFeatures, + requestContextArrow, + numRows, + fullFeatureNames, + ) + if err != nil { + ReleaseArrowContext(requestContextArrow) + return nil, err + } } result = append(result, onDemandFeatures...) @@ -91,103 +97,6 @@ func ReleaseArrowContext(requestContextArrow map[string]arrow.Array) { } } -func CallTransformations( - featureView *model.OnDemandFeatureView, - retrievedFeatures map[string]arrow.Array, - requestContext map[string]arrow.Array, - callback TransformationCallback, - numRows int, - fullFeatureNames bool, -) ([]*onlineserving.FeatureVector, error) { - - inputArr := cdata.CArrowArray{} - inputSchema := cdata.CArrowSchema{} - - outArr := cdata.CArrowArray{} - outSchema := cdata.CArrowSchema{} - - defer cdata.ReleaseCArrowArray(&inputArr) - defer cdata.ReleaseCArrowArray(&outArr) - defer cdata.ReleaseCArrowSchema(&inputSchema) - defer cdata.ReleaseCArrowSchema(&outSchema) - - inputArrPtr := uintptr(unsafe.Pointer(&inputArr)) - inputSchemaPtr := uintptr(unsafe.Pointer(&inputSchema)) - - outArrPtr := uintptr(unsafe.Pointer(&outArr)) - outSchemaPtr := uintptr(unsafe.Pointer(&outSchema)) - - inputFields := make([]arrow.Field, 0) - inputColumns := make([]arrow.Array, 0) - for name, arr := range retrievedFeatures { - inputFields = append(inputFields, arrow.Field{Name: name, Type: arr.DataType()}) - inputColumns = append(inputColumns, arr) - } - for name, arr := range requestContext { - inputFields = append(inputFields, arrow.Field{Name: name, Type: arr.DataType()}) - inputColumns = append(inputColumns, arr) - } - - inputRecord := array.NewRecord(arrow.NewSchema(inputFields, nil), inputColumns, int64(numRows)) - defer inputRecord.Release() - - cdata.ExportArrowRecordBatch(inputRecord, &inputArr, &inputSchema) - - ret := callback(featureView.Base.Name, inputArrPtr, inputSchemaPtr, outArrPtr, outSchemaPtr, fullFeatureNames) - - if ret != numRows { - return nil, errors.New("python transformation callback failed") - } - - outRecord, err := cdata.ImportCRecordBatch(&outArr, &outSchema) - if err != nil { - return nil, err - } - - result := make([]*onlineserving.FeatureVector, 0) - for idx, field := range outRecord.Schema().Fields() { - dropFeature := true - - if featureView.Base.Projection != nil { - var featureName string - if fullFeatureNames { - featureName = strings.Split(field.Name, "__")[1] - } else { - featureName = field.Name - } - - for _, feature := range featureView.Base.Projection.Features { - if featureName == feature.Name { - dropFeature = false - } - } - } else { - dropFeature = false - } - - if dropFeature { - continue - } - - statuses := make([]serving.FieldStatus, numRows) - timestamps := make([]*timestamppb.Timestamp, numRows) - - for idx := 0; idx < numRows; idx++ { - statuses[idx] = serving.FieldStatus_PRESENT - timestamps[idx] = timestamppb.Now() - } - - result = append(result, &onlineserving.FeatureVector{ - Name: field.Name, - Values: outRecord.Column(idx), - Statuses: statuses, - Timestamps: timestamps, - }) - } - - return result, nil -} - func EnsureRequestedDataExist(requestedOnDemandFeatureViews []*model.OnDemandFeatureView, requestDataFeatures map[string]*prototypes.RepeatedValue) error { @@ -220,3 +129,15 @@ func getNeededRequestData(requestedOnDemandFeatureViews []*model.OnDemandFeature return neededRequestData, nil } + +func logStackTrace() { + // Create a buffer for storing the stack trace + const size = 4096 + buf := make([]byte, size) + + // Retrieve the stack trace and write it to the buffer + stackSize := runtime.Stack(buf, false) + + // Log the stack trace using zerolog + log.Error().Str("stack_trace", string(buf[:stackSize])).Msg("") +} diff --git a/go/internal/feast/transformation/transformation_service.go b/go/internal/feast/transformation/transformation_service.go new file mode 100644 index 00000000000..0595d463b37 --- /dev/null +++ b/go/internal/feast/transformation/transformation_service.go @@ -0,0 +1,205 @@ +package transformation + +import ( + "bytes" + "context" + "fmt" + "strings" + + "io" + + "github.com/feast-dev/feast/go/internal/feast/registry" + "google.golang.org/protobuf/types/known/timestamppb" + + "github.com/apache/arrow/go/v17/arrow" + "github.com/apache/arrow/go/v17/arrow/array" + "github.com/apache/arrow/go/v17/arrow/ipc" + "github.com/apache/arrow/go/v17/arrow/memory" + "github.com/feast-dev/feast/go/internal/feast/model" + "github.com/feast-dev/feast/go/internal/feast/onlineserving" + "github.com/feast-dev/feast/go/protos/feast/serving" + "google.golang.org/grpc" + "google.golang.org/grpc/credentials/insecure" +) + +type GrpcTransformationService struct { + project string + conn *grpc.ClientConn + client *serving.TransformationServiceClient +} + +func NewGrpcTransformationService(config *registry.RepoConfig, endpoint string) (*GrpcTransformationService, error) { + opts := make([]grpc.DialOption, 0) + opts = append(opts, grpc.WithDefaultCallOptions(), grpc.WithTransportCredentials(insecure.NewCredentials())) + + conn, err := grpc.Dial(endpoint, opts...) + if err != nil { + return nil, err + } + client := serving.NewTransformationServiceClient(conn) + return &GrpcTransformationService{config.Project, conn, &client}, nil +} + +func (s *GrpcTransformationService) Close() error { + return s.conn.Close() +} + +func (s *GrpcTransformationService) GetTransformation( + ctx context.Context, + featureView *model.OnDemandFeatureView, + retrievedFeatures map[string]arrow.Array, + requestContext map[string]arrow.Array, + numRows int, + fullFeatureNames bool, +) ([]*onlineserving.FeatureVector, error) { + var err error + + inputFields := make([]arrow.Field, 0) + inputColumns := make([]arrow.Array, 0) + for name, arr := range retrievedFeatures { + inputFields = append(inputFields, arrow.Field{Name: name, Type: arr.DataType()}) + inputColumns = append(inputColumns, arr) + } + for name, arr := range requestContext { + inputFields = append(inputFields, arrow.Field{Name: name, Type: arr.DataType()}) + inputColumns = append(inputColumns, arr) + } + + inputSchema := arrow.NewSchema(inputFields, nil) + inputRecord := array.NewRecord(inputSchema, inputColumns, int64(numRows)) + defer inputRecord.Release() + + recordValueWriter := new(ByteSliceWriter) + arrowWriter, err := ipc.NewFileWriter(recordValueWriter, ipc.WithSchema(inputSchema)) + if err != nil { + return nil, err + } + + err = arrowWriter.Write(inputRecord) + if err != nil { + return nil, err + } + + err = arrowWriter.Close() + if err != nil { + return nil, err + } + + arrowInput := serving.ValueType_ArrowValue{ArrowValue: recordValueWriter.buf} + transformationInput := serving.ValueType{Value: &arrowInput} + + req := serving.TransformFeaturesRequest{ + OnDemandFeatureViewName: featureView.Base.Name, + Project: s.project, + TransformationInput: &transformationInput, + } + + res, err := (*s.client).TransformFeatures(ctx, &req) + if err != nil { + return nil, err + } + + arrowBytes := res.TransformationOutput.GetArrowValue() + return ExtractTransformationResponse(featureView, arrowBytes, numRows, false) +} + +func ExtractTransformationResponse( + featureView *model.OnDemandFeatureView, + arrowBytes []byte, + numRows int, + fullFeatureNames bool, +) ([]*onlineserving.FeatureVector, error) { + arrowMemory := memory.NewGoAllocator() + arrowReader, err := ipc.NewFileReader(bytes.NewReader(arrowBytes), ipc.WithAllocator(arrowMemory)) + if err != nil { + return nil, err + } + + outRecord, err := arrowReader.Read() + if err != nil { + return nil, err + } + result := make([]*onlineserving.FeatureVector, 0) + for idx, field := range outRecord.Schema().Fields() { + dropFeature := true + + featureName := strings.Split(field.Name, "__")[1] + if featureView.Base.Projection != nil { + + for _, feature := range featureView.Base.Projection.Features { + if featureName == feature.Name { + dropFeature = false + } + } + } else { + dropFeature = false + } + + if dropFeature { + continue + } + + statuses := make([]serving.FieldStatus, numRows) + timestamps := make([]*timestamppb.Timestamp, numRows) + + for idx := 0; idx < numRows; idx++ { + statuses[idx] = serving.FieldStatus_PRESENT + timestamps[idx] = timestamppb.Now() + } + + result = append(result, &onlineserving.FeatureVector{ + Name: featureName, + Values: outRecord.Column(idx), + Statuses: statuses, + Timestamps: timestamps, + }) + } + + return result, nil +} + +type ByteSliceWriter struct { + buf []byte + offset int64 +} + +func (w *ByteSliceWriter) Write(p []byte) (n int, err error) { + minCap := int(w.offset) + len(p) + if minCap > cap(w.buf) { // Make sure buf has enough capacity: + buf2 := make([]byte, len(w.buf), minCap+len(p)) // add some extra + copy(buf2, w.buf) + w.buf = buf2 + } + if minCap > len(w.buf) { + w.buf = w.buf[:minCap] + } + copy(w.buf[w.offset:], p) + w.offset += int64(len(p)) + return len(p), nil +} + +func (w *ByteSliceWriter) Seek(offset int64, whence int) (int64, error) { + switch whence { + case io.SeekStart: + if w.offset != offset && (offset < 0 || offset > int64(len(w.buf))) { + return 0, fmt.Errorf("invalid seek: new offset %d out of range [0 %d]", offset, len(w.buf)) + } + w.offset = offset + return offset, nil + case io.SeekCurrent: + newOffset := w.offset + offset + if newOffset != offset && (newOffset < 0 || newOffset > int64(len(w.buf))) { + return 0, fmt.Errorf("invalid seek: new offset %d out of range [0 %d]", offset, len(w.buf)) + } + w.offset += offset + return w.offset, nil + case io.SeekEnd: + newOffset := int64(len(w.buf)) + offset + if newOffset != offset && (newOffset < 0 || newOffset > int64(len(w.buf))) { + return 0, fmt.Errorf("invalid seek: new offset %d out of range [0 %d]", offset, len(w.buf)) + } + w.offset = offset + return w.offset, nil + } + return 0, fmt.Errorf("unsupported seek mode %d", whence) +} diff --git a/go/internal/test/go_integration_test_utils.go b/go/internal/test/go_integration_test_utils.go index 3ec9aa2a4cd..5068f405063 100644 --- a/go/internal/test/go_integration_test_utils.go +++ b/go/internal/test/go_integration_test_utils.go @@ -5,20 +5,20 @@ import ( "fmt" "log" - "github.com/apache/arrow/go/v8/arrow/memory" + "github.com/apache/arrow/go/v17/arrow/memory" "google.golang.org/protobuf/types/known/durationpb" "google.golang.org/protobuf/types/known/timestamppb" - "github.com/apache/arrow/go/v8/arrow" - "github.com/apache/arrow/go/v8/parquet/file" - "github.com/apache/arrow/go/v8/parquet/pqarrow" + "github.com/apache/arrow/go/v17/arrow" + "github.com/apache/arrow/go/v17/parquet/file" + "github.com/apache/arrow/go/v17/parquet/pqarrow" "os" "os/exec" "path/filepath" "time" - "github.com/apache/arrow/go/v8/arrow/array" + "github.com/apache/arrow/go/v17/arrow/array" "github.com/feast-dev/feast/go/internal/feast/model" "github.com/feast-dev/feast/go/protos/feast/types" @@ -107,7 +107,10 @@ func SetupCleanFeatureRepo(basePath string) error { return err } applyCommand.Dir = featureRepoPath - applyCommand.Run() + err = applyCommand.Run() + if err != nil { + return err + } t := time.Now() formattedTime := fmt.Sprintf("%d-%02d-%02dT%02d:%02d:%02d", @@ -120,7 +123,6 @@ func SetupCleanFeatureRepo(basePath string) error { if err != nil { return err } - return nil } diff --git a/go/main.go b/go/main.go new file mode 100644 index 00000000000..d2d9814db85 --- /dev/null +++ b/go/main.go @@ -0,0 +1,180 @@ +package main + +import ( + "flag" + "fmt" + "net" + "os" + "os/signal" + "strings" + "syscall" + + "github.com/feast-dev/feast/go/internal/feast" + "github.com/feast-dev/feast/go/internal/feast/registry" + "github.com/feast-dev/feast/go/internal/feast/server" + "github.com/feast-dev/feast/go/internal/feast/server/logging" + "github.com/feast-dev/feast/go/protos/feast/serving" + "github.com/rs/zerolog/log" + "google.golang.org/grpc" + "google.golang.org/grpc/health" + "google.golang.org/grpc/health/grpc_health_v1" + + grpctrace "gopkg.in/DataDog/dd-trace-go.v1/contrib/google.golang.org/grpc" + "gopkg.in/DataDog/dd-trace-go.v1/ddtrace/tracer" +) + +type ServerStarter interface { + StartHttpServer(fs *feast.FeatureStore, host string, port int, writeLoggedFeaturesCallback logging.OfflineStoreWriteCallback, loggingOpts *logging.LoggingOptions) error + StartGrpcServer(fs *feast.FeatureStore, host string, port int, writeLoggedFeaturesCallback logging.OfflineStoreWriteCallback, loggingOpts *logging.LoggingOptions) error +} + +type RealServerStarter struct{} + +func (s *RealServerStarter) StartHttpServer(fs *feast.FeatureStore, host string, port int, writeLoggedFeaturesCallback logging.OfflineStoreWriteCallback, loggingOpts *logging.LoggingOptions) error { + return StartHttpServer(fs, host, port, writeLoggedFeaturesCallback, loggingOpts) +} + +func (s *RealServerStarter) StartGrpcServer(fs *feast.FeatureStore, host string, port int, writeLoggedFeaturesCallback logging.OfflineStoreWriteCallback, loggingOpts *logging.LoggingOptions) error { + return StartGrpcServer(fs, host, port, writeLoggedFeaturesCallback, loggingOpts) +} + +func main() { + // Default values + serverType := "http" + host := "" + port := 8080 + server := RealServerStarter{} + // Current Directory + repoPath, err := os.Getwd() + if err != nil { + log.Error().Stack().Err(err).Msg("Failed to get current directory") + } + + flag.StringVar(&serverType, "type", serverType, "Specify the server type (http or grpc)") + flag.StringVar(&repoPath, "chdir", repoPath, "Repository path where feature store yaml file is stored") + + flag.StringVar(&host, "host", host, "Specify a host for the server") + flag.IntVar(&port, "port", port, "Specify a port for the server") + flag.Parse() + + repoConfig, err := registry.NewRepoConfigFromFile(repoPath) + if err != nil { + log.Fatal().Stack().Err(err).Msg("Failed to convert to RepoConfig") + } + + fs, err := feast.NewFeatureStore(repoConfig, nil) + if err != nil { + log.Fatal().Stack().Err(err).Msg("Failed to create NewFeatureStore") + } + + loggingOptions, err := repoConfig.GetLoggingOptions() + if err != nil { + log.Fatal().Stack().Err(err).Msg("Failed to get LoggingOptions") + } + + // TODO: writeLoggedFeaturesCallback is defaulted to nil. write_logged_features functionality needs to be + // implemented in Golang specific to OfflineStoreSink. Python Feature Server doesn't support this. + if serverType == "http" { + err = server.StartHttpServer(fs, host, port, nil, loggingOptions) + } else if serverType == "grpc" { + err = server.StartGrpcServer(fs, host, port, nil, loggingOptions) + } else { + fmt.Println("Unknown server type. Please specify 'http' or 'grpc'.") + } + + if err != nil { + log.Fatal().Stack().Err(err).Msg("Failed to start server") + } + +} + +func constructLoggingService(fs *feast.FeatureStore, writeLoggedFeaturesCallback logging.OfflineStoreWriteCallback, loggingOpts *logging.LoggingOptions) (*logging.LoggingService, error) { + var loggingService *logging.LoggingService = nil + if writeLoggedFeaturesCallback != nil { + sink, err := logging.NewOfflineStoreSink(writeLoggedFeaturesCallback) + if err != nil { + return nil, err + } + + loggingService, err = logging.NewLoggingService(fs, sink, logging.LoggingOptions{ + ChannelCapacity: loggingOpts.ChannelCapacity, + EmitTimeout: loggingOpts.EmitTimeout, + WriteInterval: loggingOpts.WriteInterval, + FlushInterval: loggingOpts.FlushInterval, + }) + if err != nil { + return nil, err + } + } + return loggingService, nil +} + +// StartGprcServerWithLogging starts gRPC server with enabled feature logging +func StartGrpcServer(fs *feast.FeatureStore, host string, port int, writeLoggedFeaturesCallback logging.OfflineStoreWriteCallback, loggingOpts *logging.LoggingOptions) error { + if strings.ToLower(os.Getenv("ENABLE_DATADOG_TRACING")) == "true" { + tracer.Start(tracer.WithRuntimeMetrics()) + defer tracer.Stop() + } + loggingService, err := constructLoggingService(fs, writeLoggedFeaturesCallback, loggingOpts) + if err != nil { + return err + } + ser := server.NewGrpcServingServiceServer(fs, loggingService) + log.Info().Msgf("Starting a gRPC server on host %s port %d", host, port) + lis, err := net.Listen("tcp", fmt.Sprintf("%s:%d", host, port)) + if err != nil { + return err + } + + grpcServer := grpc.NewServer(grpc.UnaryInterceptor(grpctrace.UnaryServerInterceptor())) + serving.RegisterServingServiceServer(grpcServer, ser) + healthService := health.NewServer() + grpc_health_v1.RegisterHealthServer(grpcServer, healthService) + + stop := make(chan os.Signal, 1) + signal.Notify(stop, syscall.SIGINT, syscall.SIGTERM) + + go func() { + // As soon as these signals are received from OS, try to gracefully stop the gRPC server + <-stop + log.Info().Msg("Stopping the gRPC server...") + grpcServer.GracefulStop() + if loggingService != nil { + loggingService.Stop() + } + log.Info().Msg("gRPC server terminated") + }() + + return grpcServer.Serve(lis) +} + +// StartHttpServerWithLogging starts HTTP server with enabled feature logging +// Go does not allow direct assignment to package-level functions as a way to +// mock them for tests +func StartHttpServer(fs *feast.FeatureStore, host string, port int, writeLoggedFeaturesCallback logging.OfflineStoreWriteCallback, loggingOpts *logging.LoggingOptions) error { + loggingService, err := constructLoggingService(fs, writeLoggedFeaturesCallback, loggingOpts) + if err != nil { + return err + } + ser := server.NewHttpServer(fs, loggingService) + log.Info().Msgf("Starting a HTTP server on host %s, port %d", host, port) + + stop := make(chan os.Signal, 1) + signal.Notify(stop, syscall.SIGINT, syscall.SIGTERM) + + go func() { + // As soon as these signals are received from OS, try to gracefully stop the gRPC server + <-stop + log.Info().Msg("Stopping the HTTP server...") + err := ser.Stop() + if err != nil { + log.Error().Err(err).Msg("Error when stopping the HTTP server") + } + if loggingService != nil { + loggingService.Stop() + } + log.Info().Msg("HTTP server terminated") + }() + + return ser.Serve(host, port) +} diff --git a/go/main_test.go b/go/main_test.go new file mode 100644 index 00000000000..567a6cf5af4 --- /dev/null +++ b/go/main_test.go @@ -0,0 +1,71 @@ +package main + +import ( + "testing" + + "github.com/feast-dev/feast/go/internal/feast" + "github.com/feast-dev/feast/go/internal/feast/server/logging" + "github.com/stretchr/testify/assert" + "github.com/stretchr/testify/mock" +) + +// MockServerStarter is a mock of ServerStarter interface for testing +type MockServerStarter struct { + mock.Mock +} + +func (m *MockServerStarter) StartHttpServer(fs *feast.FeatureStore, host string, port int, writeLoggedFeaturesCallback logging.OfflineStoreWriteCallback, loggingOpts *logging.LoggingOptions) error { + args := m.Called(fs, host, port, writeLoggedFeaturesCallback, loggingOpts) + return args.Error(0) +} + +func (m *MockServerStarter) StartGrpcServer(fs *feast.FeatureStore, host string, port int, writeLoggedFeaturesCallback logging.OfflineStoreWriteCallback, loggingOpts *logging.LoggingOptions) error { + args := m.Called(fs, host, port, writeLoggedFeaturesCallback, loggingOpts) + return args.Error(0) +} + +// TestStartHttpServer tests the StartHttpServer function +func TestStartHttpServer(t *testing.T) { + mockServerStarter := new(MockServerStarter) + fs := &feast.FeatureStore{} + host := "localhost" + port := 8080 + var writeLoggedFeaturesCallback logging.OfflineStoreWriteCallback + + loggingOpts := &logging.LoggingOptions{} + + mockServerStarter.On("StartHttpServer", fs, host, port, mock.AnythingOfType("logging.OfflineStoreWriteCallback"), loggingOpts).Return(nil) + + err := mockServerStarter.StartHttpServer(fs, host, port, writeLoggedFeaturesCallback, loggingOpts) + assert.NoError(t, err) + mockServerStarter.AssertExpectations(t) +} + +// TestStartGrpcServer tests the StartGrpcServer function +func TestStartGrpcServer(t *testing.T) { + mockServerStarter := new(MockServerStarter) + fs := &feast.FeatureStore{} + host := "localhost" + port := 9090 + var writeLoggedFeaturesCallback logging.OfflineStoreWriteCallback + loggingOpts := &logging.LoggingOptions{} + + mockServerStarter.On("StartGrpcServer", fs, host, port, mock.AnythingOfType("logging.OfflineStoreWriteCallback"), loggingOpts).Return(nil) + + err := mockServerStarter.StartGrpcServer(fs, host, port, writeLoggedFeaturesCallback, loggingOpts) + assert.NoError(t, err) + mockServerStarter.AssertExpectations(t) +} + +// TestConstructLoggingService tests the constructLoggingService function +func TestConstructLoggingService(t *testing.T) { + fs := &feast.FeatureStore{} + var writeLoggedFeaturesCallback logging.OfflineStoreWriteCallback + loggingOpts := &logging.LoggingOptions{} + + _, err := constructLoggingService(fs, writeLoggedFeaturesCallback, loggingOpts) + assert.NoError(t, err) + // Further assertions can be added here based on the expected behavior of constructLoggingService +} + +// Note: Additional tests can be written for other functions and error scenarios. diff --git a/go/types/typeconversion.go b/go/types/typeconversion.go index 18b4769b4d7..1864fe600ab 100644 --- a/go/types/typeconversion.go +++ b/go/types/typeconversion.go @@ -3,9 +3,9 @@ package types import ( "fmt" - "github.com/apache/arrow/go/v8/arrow" - "github.com/apache/arrow/go/v8/arrow/array" - "github.com/apache/arrow/go/v8/arrow/memory" + "github.com/apache/arrow/go/v17/arrow" + "github.com/apache/arrow/go/v17/arrow/array" + "github.com/apache/arrow/go/v17/arrow/memory" "github.com/feast-dev/feast/go/protos/feast/types" ) diff --git a/go/types/typeconversion_test.go b/go/types/typeconversion_test.go index 4869369c186..c9676cf59f4 100644 --- a/go/types/typeconversion_test.go +++ b/go/types/typeconversion_test.go @@ -5,7 +5,7 @@ import ( "testing" "time" - "github.com/apache/arrow/go/v8/arrow/memory" + "github.com/apache/arrow/go/v17/arrow/memory" "github.com/stretchr/testify/assert" "google.golang.org/protobuf/proto" @@ -47,8 +47,8 @@ var ( {Val: &types.Value_Int32ListVal{&types.Int32List{Val: []int32{3, 4, 5}}}}, }, { - {Val: &types.Value_Int64ListVal{&types.Int64List{Val: []int64{0, 1, 2}}}}, - {Val: &types.Value_Int64ListVal{&types.Int64List{Val: []int64{3, 4, 5}}}}, + {Val: &types.Value_Int64ListVal{&types.Int64List{Val: []int64{0, 1, 2, 553248634761893728}}}}, + {Val: &types.Value_Int64ListVal{&types.Int64List{Val: []int64{3, 4, 5, 553248634761893729}}}}, }, { {Val: &types.Value_FloatListVal{&types.FloatList{Val: []float32{0.5, 1.5, 2}}}}, diff --git a/sdk/python/feast/embedded_go/online_features_service.py b/sdk/python/feast/embedded_go/online_features_service.py index 867431fcf85..8dd7b5ba0a1 100644 --- a/sdk/python/feast/embedded_go/online_features_service.py +++ b/sdk/python/feast/embedded_go/online_features_service.py @@ -1,3 +1,4 @@ +import logging from functools import partial from pathlib import Path from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple, Union @@ -36,6 +37,8 @@ MILLI_SECOND = 1000 * MICRO_SECOND SECOND = 1000 * MILLI_SECOND +logger = logging.getLogger(__name__) + class EmbeddedOnlineFeatureServer: def __init__( @@ -243,28 +246,32 @@ def transformation_callback( output_schema_ptr: int, full_feature_names: bool, ) -> int: - odfv = fs.get_on_demand_feature_view(on_demand_feature_view_name) + try: + odfv = fs.get_on_demand_feature_view(on_demand_feature_view_name) - input_record = pa.RecordBatch._import_from_c(input_arr_ptr, input_schema_ptr) + input_record = pa.RecordBatch._import_from_c(input_arr_ptr, input_schema_ptr) - # For some reason, the callback is called with `full_feature_names` as a 1 if True or 0 if false. This handles - # the typeguard requirement. - full_feature_names = bool(full_feature_names) + # For some reason, the callback is called with `full_feature_names` as a 1 if True or 0 if false. This handles + # the typeguard requirement. + full_feature_names = bool(full_feature_names) - if odfv.mode != "pandas": - raise Exception( - f"OnDemandFeatureView mode '{odfv.mode} not supported by EmbeddedOnlineFeatureServer." - ) + if odfv.mode != "pandas": + raise Exception( + f"OnDemandFeatureView mode '{odfv.mode} not supported by EmbeddedOnlineFeatureServer." + ) - output = odfv.get_transformed_features_df( # type: ignore - input_record.to_pandas(), full_feature_names=full_feature_names - ) - output_record = pa.RecordBatch.from_pandas(output) + output = odfv.get_transformed_features_df( # type: ignore + input_record.to_pandas(), full_feature_names=full_feature_names + ) + output_record = pa.RecordBatch.from_pandas(output) - output_record.schema._export_to_c(output_schema_ptr) - output_record._export_to_c(output_arr_ptr) + output_record.schema._export_to_c(output_schema_ptr) + output_record._export_to_c(output_arr_ptr) - return output_record.num_rows + return output_record.num_rows + except Exception as e: + logger.exception(f"transformation callback failed with exception: {e}", e) + return 0 def logging_callback( diff --git a/setup.py b/setup.py index 1cf51e32896..4bbcabb272a 100644 --- a/setup.py +++ b/setup.py @@ -11,12 +11,17 @@ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. +import glob import os import pathlib import re import shutil +import subprocess +from subprocess import CalledProcessError +import sys +from pathlib import Path -from setuptools import find_packages, setup +from setuptools import find_packages, setup, Command NAME = "feast" DESCRIPTION = "Python SDK for Feast" @@ -237,6 +242,62 @@ PYTHON_CODE_PREFIX = "sdk/python" +def _generate_path_with_gopath(): + go_path = subprocess.check_output(["go", "env", "GOPATH"]).decode("utf-8") + go_path = go_path.strip() + path_val = os.getenv("PATH") + path_val = f"{path_val}:{go_path}/bin" + + return path_val + +class BuildGoProtosCommand(Command): + description = "Builds the proto files into Go files." + user_options = [] + + def initialize_options(self): + self.go_protoc = [ + sys.executable, + "-m", + "grpc_tools.protoc", + ] # find_executable("protoc") + self.proto_folder = os.path.join(repo_root, "protos") + self.go_folder = os.path.join(repo_root, "go/protos") + self.sub_folders = ["core", "registry", "serving", "types", "storage"] + self.path_val = _generate_path_with_gopath() + + def finalize_options(self): + pass + + def _generate_go_protos(self, path: str): + proto_files = glob.glob(os.path.join(self.proto_folder, path)) + + try: + subprocess.check_call( + self.go_protoc + + [ + "-I", + self.proto_folder, + "--go_out", + self.go_folder, + "--go_opt=module=github.com/feast-dev/feast/go/protos", + "--go-grpc_out", + self.go_folder, + "--go-grpc_opt=module=github.com/feast-dev/feast/go/protos", + ] + + proto_files, + env={"PATH": self.path_val}, + ) + except CalledProcessError as e: + print(f"Stderr: {e.stderr}") + print(f"Stdout: {e.stdout}") + + def run(self): + go_dir = Path(repo_root) / "go" / "protos" + go_dir.mkdir(exist_ok=True) + for sub_folder in self.sub_folders: + self._generate_go_protos(f"feast/{sub_folder}/*.proto") + + setup( name=NAME, author=AUTHOR, @@ -295,4 +356,7 @@ "pybindgen==0.22.0", # TODO do we need this? "setuptools_scm>=6.2", # TODO do we need this? ], + cmdclass={ + "build_go_protos": BuildGoProtosCommand + }, )