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Added files for video-analytics-standalone benchmark.
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Signed-off-by: L Lakshmanan <[email protected]>
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Lakshman authored and Lakshman committed Jul 26, 2024
1 parent 2bd3780 commit e3e04ab
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3 changes: 3 additions & 0 deletions .gitattributes
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Expand Up @@ -23,3 +23,6 @@ benchmarks/video-processing/videos/video1.mp4 filter=lfs diff=lfs merge=lfs -tex
benchmarks/video-processing/videos/video2.mp4 filter=lfs diff=lfs merge=lfs -text
benchmarks/video-processing/videos/video3.mp4 filter=lfs diff=lfs merge=lfs -text
benchmarks/video-processing/videos/video4.mp4 filter=lfs diff=lfs merge=lfs -text
benchmarks/video-analytics-standalone/videos/default.mp4 filter=lfs diff=lfs merge=lfs -text
benchmarks/video-analytics-standalone/videos/video1.mp4 filter=lfs diff=lfs merge=lfs -text
benchmarks/video-analytics-standalone/videos/video2.mp4 filter=lfs diff=lfs merge=lfs -text
7 changes: 4 additions & 3 deletions .github/workflows/e2e-video-analytics-standalone.yml
Original file line number Diff line number Diff line change
Expand Up @@ -183,10 +183,11 @@ jobs:
if: ${{ always() }}
run: |
set -x
container_list=$(kubectl get pods -n default -o jsonpath="{.items[*].spec.containers[*].name}")
for container_name in $container_list
pod_list=$(kubectl get pods -n default -o jsonpath="{.items[*].name}")
for pod in $pod_list
do
kubectl logs -n default -c $container_name -l serving.knative.dev/service=${{ matrix.service }}
kubectl logs $pod
done
- name: Print logs from database
Expand Down
49 changes: 49 additions & 0 deletions benchmarks/video-analytics-standalone/Makefile
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@@ -0,0 +1,49 @@
# MIT License

# Copyright (c) 2024 EASE lab

# Permission is hereby granted, free of charge, to any person obtaining a copy
# of this software and associated documentation files (the "Software"), to deal
# in the Software without restriction, including without limitation the rights
# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
# copies of the Software, and to permit persons to whom the Software is
# furnished to do so, subject to the following conditions:

# The above copyright notice and this permission notice shall be included in all
# copies or substantial portions of the Software.

# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
# SOFTWARE.

ROOT = ../../

all-image: init-database video-analytics-standalone-python

video-analytics-standalone-python: docker/Dockerfile python/server.py python/imagenet_labels.txt python/requirements.txt videos/default.mp4
DOCKER_BUILDKIT=1 docker build \
--tag vhiveease/video-analytics-standalone-python:latest \
--target videoAnalyticsStandalonePython \
-f docker/Dockerfile \
$(ROOT) --load

init-database: docker/Dockerfile init/init-database.go videos/default.mp4
DOCKER_BUILDKIT=1 docker build \
--tag vhiveease/video-analytics-standalone-init-database:latest \
--target databaseInit \
-f docker/Dockerfile \
$(ROOT) --load

## Push images
push:
docker push docker.io/vhiveease/video-analytics-standalone-python:latest
docker push docker.io/vhiveease/video-analytics-standalone-init-database:latest

## Pull images from docker hub
pull:
docker pull docker.io/vhiveease/video-analytics-standalone-python:latest
docker pull docker.io/vhiveease/video-analytics-standalone-init-database:latest
65 changes: 65 additions & 0 deletions benchmarks/video-analytics-standalone/docker/Dockerfile
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@@ -0,0 +1,65 @@
# MIT License

# Copyright (c) 2024 EASE lab

# Permission is hereby granted, free of charge, to any person obtaining a copy
# of this software and associated documentation files (the "Software"), to deal
# in the Software without restriction, including without limitation the rights
# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
# copies of the Software, and to permit persons to whom the Software is
# furnished to do so, subject to the following conditions:

# The above copyright notice and this permission notice shall be included in all
# copies or substantial portions of the Software.

# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
# SOFTWARE.

#---------- Init-Database -----------#
# First stage (Builder):
FROM vhiveease/golang-builder:latest AS databaseInitBuilder
WORKDIR /app/app/
RUN apt-get install git ca-certificates

COPY ./benchmarks/video-analytics-standalone/init/go.mod ./
COPY ./benchmarks/video-analytics-standalone/init/go.sum ./
COPY ./benchmarks/video-analytics-standalone/init/init-database.go ./

RUN go mod tidy
RUN CGO_ENABLED=0 GOOS=linux go build -v -o ./init-database init-database.go

# Second stage (Runner):
FROM scratch as databaseInit
WORKDIR /app/
COPY --from=databaseInitBuilder /etc/ssl/certs/ca-certificates.crt /etc/ssl/certs/
COPY --from=databaseInitBuilder /app/app/init-database .
COPY ./benchmarks/video-analytics-standalone/videos/ ./videos

ENTRYPOINT [ "/app/init-database" ]


#---------- PYTHON -----------#
# First stage (Builder):
# Install gRPC and all other dependencies
FROM vhiveease/python-slim:latest as videoAnalyticsStandalonePythonBuilder
WORKDIR /py
COPY ./benchmarks/video-analytics-standalone/python/requirements.txt ./requirements.txt
RUN pip3 install --user -r requirements.txt
COPY ./utils/tracing/python/tracing.py ./
COPY ./benchmarks/video-analytics-standalone/python/server.py ./
COPY ./benchmarks/video-analytics-standalone/python/imagenet_labels.txt ./
ADD https://raw.githubusercontent.com/vhive-serverless/vSwarm-proto/main/proto/video_analytics_standalone/video_analytics_standalone_pb2_grpc.py ./
ADD https://raw.githubusercontent.com/vhive-serverless/vSwarm-proto/main/proto/video_analytics_standalone/video_analytics_standalone_pb2.py ./proto/video_analytics_standalone/

# Second stage (Runner):
FROM vhiveease/python-slim:latest as videoAnalyticsStandalonePython
COPY --from=videoAnalyticsStandalonePythonBuilder /root/.local /root/.local
COPY --from=videoAnalyticsStandalonePythonBuilder /py /app
WORKDIR /app
# ENV PATH=/root/.local/bin:$PATH
ENTRYPOINT [ "python3", "/app/server.py" ]
42 changes: 42 additions & 0 deletions benchmarks/video-analytics-standalone/init/go.mod
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@@ -0,0 +1,42 @@
// Permission is hereby granted, free of charge, to any person obtaining a copy
// of this software and associated documentation files (the "Software"), to deal
// in the Software without restriction, including without limitation the rights
// to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
// copies of the Software, and to permit persons to whom the Software is
// furnished to do so, subject to the following conditions:

// The above copyright notice and this permission notice shall be included in all
// copies or substantial portions of the Software.

// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
// SOFTWARE.

module initdatabase

go 1.21

replace github.com/vhive-serverless/vSwarm/utils/tracing/go => ../../../utils/tracing/go

require (
github.com/sirupsen/logrus v1.9.3
go.mongodb.org/mongo-driver v1.14.0
)

require (
github.com/golang/snappy v0.0.1 // indirect
github.com/klauspost/compress v1.13.6 // indirect
github.com/montanaflynn/stats v0.0.0-20171201202039-1bf9dbcd8cbe // indirect
github.com/xdg-go/pbkdf2 v1.0.0 // indirect
github.com/xdg-go/scram v1.1.2 // indirect
github.com/xdg-go/stringprep v1.0.4 // indirect
github.com/youmark/pkcs8 v0.0.0-20181117223130-1be2e3e5546d // indirect
golang.org/x/crypto v0.17.0 // indirect
golang.org/x/sync v0.1.0 // indirect
golang.org/x/sys v0.15.0 // indirect
golang.org/x/text v0.14.0 // indirect
)
66 changes: 66 additions & 0 deletions benchmarks/video-analytics-standalone/init/go.sum
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@@ -0,0 +1,66 @@
github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
github.com/golang/snappy v0.0.1 h1:Qgr9rKW7uDUkrbSmQeiDsGa8SjGyCOGtuasMWwvp2P4=
github.com/golang/snappy v0.0.1/go.mod h1:/XxbfmMg8lxefKM7IXC3fBNl/7bRcc72aCRzEWrmP2Q=
github.com/google/go-cmp v0.5.2 h1:X2ev0eStA3AbceY54o37/0PQ/UWqKEiiO2dKL5OPaFM=
github.com/google/go-cmp v0.5.2/go.mod h1:v8dTdLbMG2kIc/vJvl+f65V22dbkXbowE6jgT/gNBxE=
github.com/klauspost/compress v1.13.6 h1:P76CopJELS0TiO2mebmnzgWaajssP/EszplttgQxcgc=
github.com/klauspost/compress v1.13.6/go.mod h1:/3/Vjq9QcHkK5uEr5lBEmyoZ1iFhe47etQ6QUkpK6sk=
github.com/montanaflynn/stats v0.0.0-20171201202039-1bf9dbcd8cbe h1:iruDEfMl2E6fbMZ9s0scYfZQ84/6SPL6zC8ACM2oIL0=
github.com/montanaflynn/stats v0.0.0-20171201202039-1bf9dbcd8cbe/go.mod h1:wL8QJuTMNUDYhXwkmfOly8iTdp5TEcJFWZD2D7SIkUc=
github.com/pmezard/go-difflib v1.0.0 h1:4DBwDE0NGyQoBHbLQYPwSUPoCMWR5BEzIk/f1lZbAQM=
github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
github.com/sirupsen/logrus v1.9.3 h1:dueUQJ1C2q9oE3F7wvmSGAaVtTmUizReu6fjN8uqzbQ=
github.com/sirupsen/logrus v1.9.3/go.mod h1:naHLuLoDiP4jHNo9R0sCBMtWGeIprob74mVsIT4qYEQ=
github.com/stretchr/objx v0.1.0/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME=
github.com/stretchr/testify v1.7.0 h1:nwc3DEeHmmLAfoZucVR881uASk0Mfjw8xYJ99tb5CcY=
github.com/stretchr/testify v1.7.0/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/h/Wwjteg=
github.com/xdg-go/pbkdf2 v1.0.0 h1:Su7DPu48wXMwC3bs7MCNG+z4FhcyEuz5dlvchbq0B0c=
github.com/xdg-go/pbkdf2 v1.0.0/go.mod h1:jrpuAogTd400dnrH08LKmI/xc1MbPOebTwRqcT5RDeI=
github.com/xdg-go/scram v1.1.2 h1:FHX5I5B4i4hKRVRBCFRxq1iQRej7WO3hhBuJf+UUySY=
github.com/xdg-go/scram v1.1.2/go.mod h1:RT/sEzTbU5y00aCK8UOx6R7YryM0iF1N2MOmC3kKLN4=
github.com/xdg-go/stringprep v1.0.4 h1:XLI/Ng3O1Atzq0oBs3TWm+5ZVgkq2aqdlvP9JtoZ6c8=
github.com/xdg-go/stringprep v1.0.4/go.mod h1:mPGuuIYwz7CmR2bT9j4GbQqutWS1zV24gijq1dTyGkM=
github.com/youmark/pkcs8 v0.0.0-20181117223130-1be2e3e5546d h1:splanxYIlg+5LfHAM6xpdFEAYOk8iySO56hMFq6uLyA=
github.com/youmark/pkcs8 v0.0.0-20181117223130-1be2e3e5546d/go.mod h1:rHwXgn7JulP+udvsHwJoVG1YGAP6VLg4y9I5dyZdqmA=
github.com/yuin/goldmark v1.4.13/go.mod h1:6yULJ656Px+3vBD8DxQVa3kxgyrAnzto9xy5taEt/CY=
go.mongodb.org/mongo-driver v1.14.0 h1:P98w8egYRjYe3XDjxhYJagTokP/H6HzlsnojRgZRd80=
go.mongodb.org/mongo-driver v1.14.0/go.mod h1:Vzb0Mk/pa7e6cWw85R4F/endUC3u0U9jGcNU603k65c=
golang.org/x/crypto v0.0.0-20190308221718-c2843e01d9a2/go.mod h1:djNgcEr1/C05ACkg1iLfiJU5Ep61QUkGW8qpdssI0+w=
golang.org/x/crypto v0.0.0-20210921155107-089bfa567519/go.mod h1:GvvjBRRGRdwPK5ydBHafDWAxML/pGHZbMvKqRZ5+Abc=
golang.org/x/crypto v0.17.0 h1:r8bRNjWL3GshPW3gkd+RpvzWrZAwPS49OmTGZ/uhM4k=
golang.org/x/crypto v0.17.0/go.mod h1:gCAAfMLgwOJRpTjQ2zCCt2OcSfYMTeZVSRtQlPC7Nq4=
golang.org/x/mod v0.6.0-dev.0.20220419223038-86c51ed26bb4/go.mod h1:jJ57K6gSWd91VN4djpZkiMVwK6gcyfeH4XE8wZrZaV4=
golang.org/x/net v0.0.0-20190620200207-3b0461eec859/go.mod h1:z5CRVTTTmAJ677TzLLGU+0bjPO0LkuOLi4/5GtJWs/s=
golang.org/x/net v0.0.0-20210226172049-e18ecbb05110/go.mod h1:m0MpNAwzfU5UDzcl9v0D8zg8gWTRqZa9RBIspLL5mdg=
golang.org/x/net v0.0.0-20220722155237-a158d28d115b/go.mod h1:XRhObCWvk6IyKnWLug+ECip1KBveYUHfp+8e9klMJ9c=
golang.org/x/sync v0.0.0-20190423024810-112230192c58/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
golang.org/x/sync v0.0.0-20220722155255-886fb9371eb4/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
golang.org/x/sync v0.1.0 h1:wsuoTGHzEhffawBOhz5CYhcrV4IdKZbEyZjBMuTp12o=
golang.org/x/sync v0.1.0/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
golang.org/x/sys v0.0.0-20190215142949-d0b11bdaac8a/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
golang.org/x/sys v0.0.0-20201119102817-f84b799fce68/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
golang.org/x/sys v0.0.0-20210615035016-665e8c7367d1/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
golang.org/x/sys v0.0.0-20220520151302-bc2c85ada10a/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
golang.org/x/sys v0.0.0-20220715151400-c0bba94af5f8/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
golang.org/x/sys v0.0.0-20220722155257-8c9f86f7a55f/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
golang.org/x/sys v0.15.0 h1:h48lPFYpsTvQJZF4EKyI4aLHaev3CxivZmv7yZig9pc=
golang.org/x/sys v0.15.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
golang.org/x/term v0.0.0-20201126162022-7de9c90e9dd1/go.mod h1:bj7SfCRtBDWHUb9snDiAeCFNEtKQo2Wmx5Cou7ajbmo=
golang.org/x/term v0.0.0-20210927222741-03fcf44c2211/go.mod h1:jbD1KX2456YbFQfuXm/mYQcufACuNUgVhRMnK/tPxf8=
golang.org/x/text v0.3.0/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
golang.org/x/text v0.3.3/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
golang.org/x/text v0.3.7/go.mod h1:u+2+/6zg+i71rQMx5EYifcz6MCKuco9NR6JIITiCfzQ=
golang.org/x/text v0.3.8/go.mod h1:E6s5w1FMmriuDzIBO73fBruAKo1PCIq6d2Q6DHfQ8WQ=
golang.org/x/text v0.14.0 h1:ScX5w1eTa3QqT8oi6+ziP7dTV1S2+ALU0bI+0zXKWiQ=
golang.org/x/text v0.14.0/go.mod h1:18ZOQIKpY8NJVqYksKHtTdi31H5itFRjB5/qKTNYzSU=
golang.org/x/tools v0.0.0-20180917221912-90fa682c2a6e/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
golang.org/x/tools v0.0.0-20191119224855-298f0cb1881e/go.mod h1:b+2E5dAYhXwXZwtnZ6UAqBI28+e2cm9otk0dWdXHAEo=
golang.org/x/tools v0.1.12/go.mod h1:hNGJHUnrk76NpqgfD5Aqm5Crs+Hm0VOH/i9J2+nxYbc=
golang.org/x/xerrors v0.0.0-20190717185122-a985d3407aa7/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
golang.org/x/xerrors v0.0.0-20191204190536-9bdfabe68543 h1:E7g+9GITq07hpfrRu66IVDexMakfv52eLZ2CXBWiKr4=
golang.org/x/xerrors v0.0.0-20191204190536-9bdfabe68543/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c h1:dUUwHk2QECo/6vqA44rthZ8ie2QXMNeKRTHCNY2nXvo=
gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
115 changes: 115 additions & 0 deletions benchmarks/video-analytics-standalone/init/init-database.go
Original file line number Diff line number Diff line change
@@ -0,0 +1,115 @@
// MIT License

// Copyright (c) 2024 EASE lab

// Permission is hereby granted, free of charge, to any person obtaining a copy
// of this software and associated documentation files (the "Software"), to deal
// in the Software without restriction, including without limitation the rights
// to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
// copies of the Software, and to permit persons to whom the Software is
// furnished to do so, subject to the following conditions:

// The above copyright notice and this permission notice shall be included in all
// copies or substantial portions of the Software.

// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
// SOFTWARE.

package main

import (
"context"
"flag"
"strings"

"path/filepath"

log "github.com/sirupsen/logrus"

"os"

"go.mongodb.org/mongo-driver/mongo"
"go.mongodb.org/mongo-driver/mongo/gridfs"
"go.mongodb.org/mongo-driver/mongo/options"
)

var (
database_address = flag.String("db_addr", "mongodb://video-analytics-standalone-database:27017", "Address of the data-base server")
)

func main() {
flag.Parse()

// Connect to MongoDB
client, err := mongo.Connect(context.Background(), options.Client().ApplyURI(*database_address))
if err != nil {
log.Fatalf("Error connecting to MongoDB: %v", err)
}
defer func() {
if err = client.Disconnect(context.Background()); err != nil {
log.Fatalf("Disconnect error: %v", err)
}
}()

dbName := "video_db"

bucket, err := gridfs.NewBucket(
client.Database(dbName),
)
if err != nil {
log.Fatalf("Error using GridFS: %v", err)
}

dirPath := "./videos"
files, err := os.ReadDir(dirPath)
if err != nil {
log.Fatalf("Error finding files: %v", err)
}

for _, file := range files {

if isVideoFile(file.Name()) {

videoPath := filepath.Join(dirPath, file.Name())
videoFile, err := os.ReadFile(videoPath)
if err != nil {
log.Warnf("Error reading file: %v", err)
continue
}

uploadStream, err := bucket.OpenUploadStream(file.Name())
defer func() {
if err = uploadStream.Close(); err != nil {
log.Fatalf("Disconnect error: %v", err)
}
}()
if err != nil {
log.Warnf("Error creating GridFS upload stream for file %q: %v", videoPath, err)
continue
}

_, err = uploadStream.Write(videoFile)
if err != nil {
log.Warnf("Error uploading file %q to GridFS: %v", videoPath, err)
continue
}
log.Print("Inserted video:", file.Name())
}
}

}

func isVideoFile(fileName string) bool {
videoExtensions := []string{".mp4"}
for _, ext := range videoExtensions {
if strings.HasSuffix(strings.ToLower(fileName), ext) {
return true
}
}
return false
}
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