diff --git a/langserve-aws-csharp/${PROJECT}.csproj b/langserve-aws-csharp/${PROJECT}.csproj
new file mode 100644
index 00000000..ea5b08a1
--- /dev/null
+++ b/langserve-aws-csharp/${PROJECT}.csproj
@@ -0,0 +1,15 @@
+
+
+
+ Exe
+ net6.0
+ enable
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/langserve-aws-csharp/.gitignore b/langserve-aws-csharp/.gitignore
new file mode 100644
index 00000000..5fe5b60d
--- /dev/null
+++ b/langserve-aws-csharp/.gitignore
@@ -0,0 +1,354 @@
+## Ignore Visual Studio temporary files, build results, and
+## files generated by popular Visual Studio add-ons.
+##
+## Get latest from https://github.com/github/gitignore/blob/master/VisualStudio.gitignore
+
+# User-specific files
+*.rsuser
+*.suo
+*.user
+*.userosscache
+*.sln.docstates
+
+# User-specific files (MonoDevelop/Xamarin Studio)
+*.userprefs
+
+# Mono auto generated files
+mono_crash.*
+
+# Build results
+[Dd]ebug/
+[Dd]ebugPublic/
+[Rr]elease/
+[Rr]eleases/
+x64/
+x86/
+[Aa][Rr][Mm]/
+[Aa][Rr][Mm]64/
+bld/
+[Bb]in/
+[Oo]bj/
+[Ll]og/
+[Ll]ogs/
+
+# Visual Studio 2015/2017 cache/options directory
+.vs/
+# Uncomment if you have tasks that create the project's static files in wwwroot
+#wwwroot/
+
+# Visual Studio 2017 auto generated files
+Generated\ Files/
+
+# MSTest test Results
+[Tt]est[Rr]esult*/
+[Bb]uild[Ll]og.*
+
+# NUnit
+*.VisualState.xml
+TestResult.xml
+nunit-*.xml
+
+# Build Results of an ATL Project
+[Dd]ebugPS/
+[Rr]eleasePS/
+dlldata.c
+
+# Benchmark Results
+BenchmarkDotNet.Artifacts/
+
+# .NET Core
+project.lock.json
+project.fragment.lock.json
+artifacts/
+
+# StyleCop
+StyleCopReport.xml
+
+# Files built by Visual Studio
+*_i.c
+*_p.c
+*_h.h
+*.ilk
+*.meta
+*.obj
+*.iobj
+*.pch
+*.pdb
+*.ipdb
+*.pgc
+*.pgd
+*.rsp
+*.sbr
+*.tlb
+*.tli
+*.tlh
+*.tmp
+*.tmp_proj
+*_wpftmp.csproj
+*.log
+*.vspscc
+*.vssscc
+.builds
+*.pidb
+*.svclog
+*.scc
+
+# Chutzpah Test files
+_Chutzpah*
+
+# Visual C++ cache files
+ipch/
+*.aps
+*.ncb
+*.opendb
+*.opensdf
+*.sdf
+*.cachefile
+*.VC.db
+*.VC.VC.opendb
+
+# Visual Studio profiler
+*.psess
+*.vsp
+*.vspx
+*.sap
+
+# Visual Studio Trace Files
+*.e2e
+
+# TFS 2012 Local Workspace
+$tf/
+
+# Guidance Automation Toolkit
+*.gpState
+
+# ReSharper is a .NET coding add-in
+_ReSharper*/
+*.[Rr]e[Ss]harper
+*.DotSettings.user
+
+# JustCode is a .NET coding add-in
+.JustCode
+
+# TeamCity is a build add-in
+_TeamCity*
+
+# DotCover is a Code Coverage Tool
+*.dotCover
+
+# AxoCover is a Code Coverage Tool
+.axoCover/*
+!.axoCover/settings.json
+
+# Visual Studio code coverage results
+*.coverage
+*.coveragexml
+
+# NCrunch
+_NCrunch_*
+.*crunch*.local.xml
+nCrunchTemp_*
+
+# MightyMoose
+*.mm.*
+AutoTest.Net/
+
+# Web workbench (sass)
+.sass-cache/
+
+# Installshield output folder
+[Ee]xpress/
+
+# DocProject is a documentation generator add-in
+DocProject/buildhelp/
+DocProject/Help/*.HxT
+DocProject/Help/*.HxC
+DocProject/Help/*.hhc
+DocProject/Help/*.hhk
+DocProject/Help/*.hhp
+DocProject/Help/Html2
+DocProject/Help/html
+
+# Click-Once directory
+publish/
+
+# Publish Web Output
+*.[Pp]ublish.xml
+*.azurePubxml
+# Note: Comment the next line if you want to checkin your web deploy settings,
+# but database connection strings (with potential passwords) will be unencrypted
+*.pubxml
+*.publishproj
+
+# Microsoft Azure Web App publish settings. Comment the next line if you want to
+# checkin your Azure Web App publish settings, but sensitive information contained
+# in these scripts will be unencrypted
+PublishScripts/
+
+# NuGet Packages
+*.nupkg
+# NuGet Symbol Packages
+*.snupkg
+# The packages folder can be ignored because of Package Restore
+**/[Pp]ackages/*
+# except build/, which is used as an MSBuild target.
+!**/[Pp]ackages/build/
+# Uncomment if necessary however generally it will be regenerated when needed
+#!**/[Pp]ackages/repositories.config
+# NuGet v3's project.json files produces more ignorable files
+*.nuget.props
+*.nuget.targets
+
+# Microsoft Azure Build Output
+csx/
+*.build.csdef
+
+# Microsoft Azure Emulator
+ecf/
+rcf/
+
+# Windows Store app package directories and files
+AppPackages/
+BundleArtifacts/
+Package.StoreAssociation.xml
+_pkginfo.txt
+*.appx
+*.appxbundle
+*.appxupload
+
+# Visual Studio cache files
+# files ending in .cache can be ignored
+*.[Cc]ache
+# but keep track of directories ending in .cache
+!?*.[Cc]ache/
+
+# Others
+ClientBin/
+~$*
+*~
+*.dbmdl
+*.dbproj.schemaview
+*.jfm
+*.pfx
+*.publishsettings
+orleans.codegen.cs
+
+# Including strong name files can present a security risk
+# (https://github.com/github/gitignore/pull/2483#issue-259490424)
+#*.snk
+
+# Since there are multiple workflows, uncomment next line to ignore bower_components
+# (https://github.com/github/gitignore/pull/1529#issuecomment-104372622)
+#bower_components/
+
+# RIA/Silverlight projects
+Generated_Code/
+
+# Backup & report files from converting an old project file
+# to a newer Visual Studio version. Backup files are not needed,
+# because we have git ;-)
+_UpgradeReport_Files/
+Backup*/
+UpgradeLog*.XML
+UpgradeLog*.htm
+ServiceFabricBackup/
+*.rptproj.bak
+
+# SQL Server files
+*.mdf
+*.ldf
+*.ndf
+
+# Business Intelligence projects
+*.rdl.data
+*.bim.layout
+*.bim_*.settings
+*.rptproj.rsuser
+*- [Bb]ackup.rdl
+*- [Bb]ackup ([0-9]).rdl
+*- [Bb]ackup ([0-9][0-9]).rdl
+
+# Microsoft Fakes
+FakesAssemblies/
+
+# GhostDoc plugin setting file
+*.GhostDoc.xml
+
+# Node.js Tools for Visual Studio
+.ntvs_analysis.dat
+node_modules/
+
+# Visual Studio 6 build log
+*.plg
+
+# Visual Studio 6 workspace options file
+*.opt
+
+# Visual Studio 6 auto-generated workspace file (contains which files were open etc.)
+*.vbw
+
+# Visual Studio LightSwitch build output
+**/*.HTMLClient/GeneratedArtifacts
+**/*.DesktopClient/GeneratedArtifacts
+**/*.DesktopClient/ModelManifest.xml
+**/*.Server/GeneratedArtifacts
+**/*.Server/ModelManifest.xml
+_Pvt_Extensions
+
+# Paket dependency manager
+.paket/paket.exe
+paket-files/
+
+# FAKE - F# Make
+.fake/
+
+# CodeRush personal settings
+.cr/personal
+
+# Python Tools for Visual Studio (PTVS)
+__pycache__/
+*.pyc
+
+# Cake - Uncomment if you are using it
+# tools/**
+# !tools/packages.config
+
+# Tabs Studio
+*.tss
+
+# Telerik's JustMock configuration file
+*.jmconfig
+
+# BizTalk build output
+*.btp.cs
+*.btm.cs
+*.odx.cs
+*.xsd.cs
+
+# OpenCover UI analysis results
+OpenCover/
+
+# Azure Stream Analytics local run output
+ASALocalRun/
+
+# MSBuild Binary and Structured Log
+*.binlog
+
+# NVidia Nsight GPU debugger configuration file
+*.nvuser
+
+# MFractors (Xamarin productivity tool) working folder
+.mfractor/
+
+# Local History for Visual Studio
+.localhistory/
+
+# BeatPulse healthcheck temp database
+healthchecksdb
+
+# Backup folder for Package Reference Convert tool in Visual Studio 2017
+MigrationBackup/
+
+# Ionide (cross platform F# VS Code tools) working folder
+.ionide/
+__pycache__
diff --git a/langserve-aws-csharp/Dockerfile b/langserve-aws-csharp/Dockerfile
new file mode 100644
index 00000000..bbdeea13
--- /dev/null
+++ b/langserve-aws-csharp/Dockerfile
@@ -0,0 +1,21 @@
+FROM python:3.11-slim
+
+RUN pip install poetry==1.6.1
+
+RUN poetry config virtualenvs.create false
+
+WORKDIR /code
+
+COPY ./pyproject.toml ./README.md ./poetry.lock* ./
+
+COPY ./package[s] ./packages
+
+RUN poetry install --no-interaction --no-ansi --no-root
+
+COPY ./app ./app
+
+RUN poetry install --no-interaction --no-ansi
+
+EXPOSE 8080
+
+CMD exec uvicorn app.server:app --host 0.0.0.0 --port 8080
diff --git a/langserve-aws-csharp/Program.cs b/langserve-aws-csharp/Program.cs
new file mode 100644
index 00000000..52fbfbb8
--- /dev/null
+++ b/langserve-aws-csharp/Program.cs
@@ -0,0 +1,642 @@
+using System.Collections.Generic;
+using System.Linq;
+using System.Text.Json;
+using Pulumi;
+using Aws = Pulumi.Aws;
+using Docker = Pulumi.Docker;
+
+return await Deployment.RunAsync(() =>
+{
+ var config = new Config();
+ var vpcCidr = config.Get("vpc-cidr") ?? "10.0.0.0/16";
+ var subnet1Cidr = config.Get("subnet-1-cidr") ?? "10.0.0.0/24";
+ var subnet2Cidr = config.Get("subnet-2-cidr") ?? "10.0.1.0/24";
+ var containerContext = config.Get("container-context") ?? ".";
+ var containerFile = config.Get("container-file") ?? "./Dockerfile";
+ var openApiKey = config.Get("open-api-key") ?? "CHANGEME";
+ var availabilityZones = new[]
+ {
+ "eu-central-1a",
+ "eu-central-1b",
+ };
+
+ var current = Aws.GetCallerIdentity.Invoke();
+
+ var pulumiProject = Deployment.Instance.ProjectName;
+
+ var pulumiStack = Deployment.Instance.StackName;
+
+ var langserveEcrRepository = new Aws.Ecr.Repository("langserve-ecr-repository", new()
+ {
+ Name = $"{pulumiProject}-{pulumiStack}",
+ ForceDelete = true,
+ });
+
+ var token = Aws.Ecr.GetAuthorizationToken.Invoke(new()
+ {
+ RegistryId = langserveEcrRepository.RegistryId,
+ });
+
+ var accountId = current.Apply(getCallerIdentityResult => getCallerIdentityResult.AccountId);
+
+ var langserveEcrLifeCyclePolicy = new Aws.Ecr.LifecyclePolicy("langserve-ecr-life-cycle-policy", new()
+ {
+ Repository = langserveEcrRepository.Name,
+ Policy = JsonSerializer.Serialize(new Dictionary
+ {
+ ["rules"] = new[]
+ {
+ new Dictionary
+ {
+ ["rulePriority"] = 1,
+ ["description"] = "Expire images when they are more than 10 available",
+ ["selection"] = new Dictionary
+ {
+ ["tagStatus"] = "any",
+ ["countType"] = "imageCountMoreThan",
+ ["countNumber"] = 10,
+ },
+ ["action"] = new Dictionary
+ {
+ ["type"] = "expire",
+ },
+ },
+ },
+ }),
+ });
+
+ var langserveEcrImage = new Docker.Image("langserve-ecr-image", new()
+ {
+ Build = new Docker.Inputs.DockerBuildArgs
+ {
+ Platform = "linux/amd64",
+ Context = containerContext,
+ Dockerfile = containerFile,
+ },
+ ImageName = langserveEcrRepository.RepositoryUrl,
+ Registry = new Docker.Inputs.RegistryArgs
+ {
+ Server = langserveEcrRepository.RepositoryUrl,
+ Username = token.Apply(getAuthorizationTokenResult => getAuthorizationTokenResult.UserName),
+ Password = Output.CreateSecret(token.Apply(getAuthorizationTokenResult => getAuthorizationTokenResult.Password)),
+ },
+ });
+
+ var langserveVpc = new Aws.Ec2.Vpc("langserve-vpc", new()
+ {
+ CidrBlock = vpcCidr,
+ EnableDnsHostnames = true,
+ EnableDnsSupport = true,
+ InstanceTenancy = "default",
+ Tags =
+ {
+ { "Name", $"{pulumiProject}-{pulumiStack}" },
+ },
+ });
+
+ var langserveRt = new Aws.Ec2.RouteTable("langserve-rt", new()
+ {
+ VpcId = langserveVpc.Id,
+ Tags =
+ {
+ { "Name", $"{pulumiProject}-{pulumiStack}" },
+ },
+ });
+
+ var langserveIgw = new Aws.Ec2.InternetGateway("langserve-igw", new()
+ {
+ VpcId = langserveVpc.Id,
+ Tags =
+ {
+ { "Name", $"{pulumiProject}-{pulumiStack}" },
+ },
+ });
+
+ var langserveRoute = new Aws.Ec2.Route("langserve-route", new()
+ {
+ RouteTableId = langserveRt.Id,
+ DestinationCidrBlock = "0.0.0.0/0",
+ GatewayId = langserveIgw.Id,
+ });
+
+ var langserveSubnet1 = new Aws.Ec2.Subnet("langserve-subnet1", new()
+ {
+ VpcId = langserveVpc.Id,
+ CidrBlock = subnet1Cidr,
+ AvailabilityZone = availabilityZones[0],
+ MapPublicIpOnLaunch = true,
+ Tags =
+ {
+ { "Name", $"{pulumiProject}-{pulumiStack}-1" },
+ },
+ });
+
+ var langserveSubnet2 = new Aws.Ec2.Subnet("langserve-subnet2", new()
+ {
+ VpcId = langserveVpc.Id,
+ CidrBlock = subnet2Cidr,
+ AvailabilityZone = availabilityZones[1],
+ MapPublicIpOnLaunch = true,
+ Tags =
+ {
+ { "Name", $"{pulumiProject}-{pulumiStack}-2" },
+ },
+ });
+
+ var langserveSubnet1RtAssoc = new Aws.Ec2.RouteTableAssociation("langserve-subnet1-rt-assoc", new()
+ {
+ SubnetId = langserveSubnet1.Id,
+ RouteTableId = langserveRt.Id,
+ });
+
+ var langserveSubnet2RtAssoc = new Aws.Ec2.RouteTableAssociation("langserve-subnet2-rt-assoc", new()
+ {
+ SubnetId = langserveSubnet2.Id,
+ RouteTableId = langserveRt.Id,
+ });
+
+ var langserveEcsCluster = new Aws.Ecs.Cluster("langserve-ecs-cluster", new()
+ {
+ Configuration = new Aws.Ecs.Inputs.ClusterConfigurationArgs
+ {
+ ExecuteCommandConfiguration = new Aws.Ecs.Inputs.ClusterConfigurationExecuteCommandConfigurationArgs
+ {
+ Logging = "DEFAULT",
+ },
+ },
+ Settings = new[]
+ {
+ new Aws.Ecs.Inputs.ClusterSettingArgs
+ {
+ Name = "containerInsights",
+ Value = "disabled",
+ },
+ },
+ Tags =
+ {
+ { "Name", $"{pulumiProject}-{pulumiStack}" },
+ },
+ });
+
+ var langserveClusterCapacityProviders = new Aws.Ecs.ClusterCapacityProviders("langserve-cluster-capacity-providers", new()
+ {
+ ClusterName = langserveEcsCluster.Name,
+ CapacityProviders = new[]
+ {
+ "FARGATE",
+ "FARGATE_SPOT",
+ },
+ });
+
+ var langserveSecurityGroup = new Aws.Ec2.SecurityGroup("langserve-security-group", new()
+ {
+ VpcId = langserveVpc.Id,
+ Ingress = new[]
+ {
+ new Aws.Ec2.Inputs.SecurityGroupIngressArgs
+ {
+ Protocol = "tcp",
+ FromPort = 80,
+ ToPort = 80,
+ CidrBlocks = new[]
+ {
+ "0.0.0.0/0",
+ },
+ },
+ },
+ Egress = new[]
+ {
+ new Aws.Ec2.Inputs.SecurityGroupEgressArgs
+ {
+ Protocol = "-1",
+ FromPort = 0,
+ ToPort = 0,
+ CidrBlocks = new[]
+ {
+ "0.0.0.0/0",
+ },
+ },
+ },
+ });
+
+ var langserveLoadBalancer = new Aws.LB.LoadBalancer("langserve-load-balancer", new()
+ {
+ LoadBalancerType = "application",
+ SecurityGroups = new[]
+ {
+ langserveSecurityGroup.Id,
+ },
+ Subnets = new[]
+ {
+ langserveSubnet1.Id,
+ langserveSubnet2.Id,
+ },
+ });
+
+ var langserveTargetGroup = new Aws.LB.TargetGroup("langserve-target-group", new()
+ {
+ Port = 80,
+ Protocol = "HTTP",
+ TargetType = "ip",
+ VpcId = langserveVpc.Id,
+ });
+
+ var langserveListener = new Aws.LB.Listener("langserve-listener", new()
+ {
+ LoadBalancerArn = langserveLoadBalancer.Arn,
+ Port = 80,
+ Protocol = "HTTP",
+ DefaultActions = new[]
+ {
+ new Aws.LB.Inputs.ListenerDefaultActionArgs
+ {
+ Type = "forward",
+ TargetGroupArn = langserveTargetGroup.Arn,
+ },
+ },
+ });
+
+ var langserveLogGroup = new Aws.CloudWatch.LogGroup("langserve-log-group", new()
+ {
+ RetentionInDays = 7,
+ });
+
+ var langserveKey = new Aws.Kms.Key("langserve-key", new()
+ {
+ Description = "Key for encrypting secrets",
+ EnableKeyRotation = true,
+ Policy = Output.Tuple(accountId, accountId).Apply(values =>
+ {
+ var accountId = values.Item1;
+ var accountId1 = values.Item2;
+ return JsonSerializer.Serialize(new Dictionary
+ {
+ ["Version"] = "2012-10-17",
+ ["Statement"] = new[]
+ {
+ new Dictionary
+ {
+ ["Effect"] = "Allow",
+ ["Principal"] = new Dictionary
+ {
+ ["AWS"] = $"arn:aws:iam::{accountId}:root",
+ },
+ ["Action"] = new[]
+ {
+ "kms:Create*",
+ "kms:Describe*",
+ "kms:Enable*",
+ "kms:List*",
+ "kms:Put*",
+ "kms:Update*",
+ "kms:Revoke*",
+ "kms:Disable*",
+ "kms:Get*",
+ "kms:Delete*",
+ "kms:ScheduleKeyDeletion",
+ "kms:CancelKeyDeletion",
+ "kms:Tag*",
+ "kms:UntagResource",
+ },
+ ["Resource"] = "*",
+ },
+ new Dictionary
+ {
+ ["Effect"] = "Allow",
+ ["Principal"] = new Dictionary
+ {
+ ["AWS"] = $"arn:aws:iam::{accountId1}:root",
+ },
+ ["Action"] = new[]
+ {
+ "kms:Encrypt",
+ "kms:Decrypt",
+ "kms:ReEncrypt*",
+ "kms:GenerateDataKey*",
+ "kms:DescribeKey",
+ },
+ ["Resource"] = "*",
+ },
+ },
+ });
+ }),
+ Tags =
+ {
+ { "pulumi-application", pulumiProject },
+ { "pulumi-environment", pulumiStack },
+ },
+ });
+
+ var langserveSsmParameter = new Aws.Ssm.Parameter("langserve-ssm-parameter", new()
+ {
+ Type = "SecureString",
+ Value = openApiKey,
+ KeyId = langserveKey.KeyId,
+ Name = $"/pulumi/{pulumiProject}/{pulumiStack}/OPENAI_API_KEY",
+ Tags =
+ {
+ { "pulumi-application", pulumiProject },
+ { "pulumi-environment", pulumiStack },
+ },
+ });
+
+ var langserveExecutionRole = new Aws.Iam.Role("langserve-execution-role", new()
+ {
+ AssumeRolePolicy = JsonSerializer.Serialize(new Dictionary
+ {
+ ["Statement"] = new[]
+ {
+ new Dictionary
+ {
+ ["Action"] = "sts:AssumeRole",
+ ["Effect"] = "Allow",
+ ["Principal"] = new Dictionary
+ {
+ ["Service"] = "ecs-tasks.amazonaws.com",
+ },
+ },
+ },
+ ["Version"] = "2012-10-17",
+ }),
+ InlinePolicies = new[]
+ {
+ new Aws.Iam.Inputs.RoleInlinePolicyArgs
+ {
+ Name = $"{pulumiProject}-{pulumiStack}-service-secrets-policy",
+ Policy = Output.Tuple(langserveSsmParameter.Arn, langserveKey.Arn).Apply(values =>
+ {
+ var langserveSsmParameterArn = values.Item1;
+ var langserveKeyArn = values.Item2;
+ return JsonSerializer.Serialize(new Dictionary
+ {
+ ["Version"] = "2012-10-17",
+ ["Statement"] = new[]
+ {
+ new Dictionary
+ {
+ ["Action"] = new[]
+ {
+ "ssm:GetParameters",
+ },
+ ["Condition"] = new Dictionary
+ {
+ ["StringEquals"] = new Dictionary
+ {
+ ["ssm:ResourceTag/pulumi-application"] = pulumiProject,
+ ["ssm:ResourceTag/pulumi-environment"] = pulumiStack,
+ },
+ },
+ ["Effect"] = "Allow",
+ ["Resource"] = new[]
+ {
+ langserveSsmParameterArn,
+ },
+ },
+ new Dictionary
+ {
+ ["Action"] = new[]
+ {
+ "kms:Decrypt",
+ },
+ ["Condition"] = new Dictionary
+ {
+ ["StringEquals"] = new Dictionary
+ {
+ ["aws:ResourceTag/pulumi-application"] = pulumiProject,
+ ["aws:ResourceTag/pulumi-environment"] = pulumiStack,
+ },
+ },
+ ["Effect"] = "Allow",
+ ["Resource"] = new[]
+ {
+ langserveKeyArn,
+ },
+ ["Sid"] = "DecryptTaggedKMSKey",
+ },
+ },
+ });
+ }),
+ },
+ },
+ ManagedPolicyArns = new[]
+ {
+ "arn:aws:iam::aws:policy/service-role/AmazonECSTaskExecutionRolePolicy",
+ },
+ });
+
+ var langserveTaskRole = new Aws.Iam.Role("langserve-task-role", new()
+ {
+ AssumeRolePolicy = JsonSerializer.Serialize(new Dictionary
+ {
+ ["Statement"] = new[]
+ {
+ new Dictionary
+ {
+ ["Action"] = "sts:AssumeRole",
+ ["Effect"] = "Allow",
+ ["Principal"] = new Dictionary
+ {
+ ["Service"] = "ecs-tasks.amazonaws.com",
+ },
+ },
+ },
+ ["Version"] = "2012-10-17",
+ }),
+ InlinePolicies = new[]
+ {
+ new Aws.Iam.Inputs.RoleInlinePolicyArgs
+ {
+ Name = "ExecuteCommand",
+ Policy = JsonSerializer.Serialize(new Dictionary
+ {
+ ["Version"] = "2012-10-17",
+ ["Statement"] = new[]
+ {
+ new Dictionary
+ {
+ ["Action"] = new[]
+ {
+ "ssmmessages:CreateControlChannel",
+ "ssmmessages:OpenControlChannel",
+ "ssmmessages:CreateDataChannel",
+ "ssmmessages:OpenDataChannel",
+ },
+ ["Effect"] = "Allow",
+ ["Resource"] = "*",
+ },
+ new Dictionary
+ {
+ ["Action"] = new[]
+ {
+ "logs:CreateLogStream",
+ "logs:DescribeLogGroups",
+ "logs:DescribeLogStreams",
+ "logs:PutLogEvents",
+ },
+ ["Effect"] = "Allow",
+ ["Resource"] = "*",
+ },
+ },
+ }),
+ },
+ new Aws.Iam.Inputs.RoleInlinePolicyArgs
+ {
+ Name = "DenyIAM",
+ Policy = JsonSerializer.Serialize(new Dictionary
+ {
+ ["Version"] = "2012-10-17",
+ ["Statement"] = new[]
+ {
+ new Dictionary
+ {
+ ["Action"] = "iam:*",
+ ["Effect"] = "Deny",
+ ["Resource"] = "*",
+ },
+ },
+ }),
+ },
+ },
+ });
+
+ var langserveTaskDefinition = new Aws.Ecs.TaskDefinition("langserve-task-definition", new()
+ {
+ Family = $"{pulumiProject}-{pulumiStack}",
+ Cpu = "256",
+ Memory = "512",
+ NetworkMode = "awsvpc",
+ ExecutionRoleArn = langserveExecutionRole.Arn,
+ TaskRoleArn = langserveTaskRole.Arn,
+ RequiresCompatibilities = new[]
+ {
+ "FARGATE",
+ },
+ ContainerDefinitions = Output.Tuple(langserveEcrImage.RepoDigest, langserveSsmParameter.Name, langserveLogGroup.Name).Apply(values =>
+ {
+ var repoDigest = values.Item1;
+ var langserveSsmParameterName = values.Item2;
+ var langserveLogGroupName = values.Item3;
+ return JsonSerializer.Serialize(new[]
+ {
+ new Dictionary
+ {
+ ["name"] = $"{pulumiProject}-{pulumiStack}-service",
+ ["image"] = repoDigest,
+ ["cpu"] = 0,
+ ["portMappings"] = new[]
+ {
+ new Dictionary
+ {
+ ["name"] = "target",
+ ["containerPort"] = 8080,
+ ["hostPort"] = 8080,
+ ["protocol"] = "tcp",
+ },
+ },
+ ["essential"] = true,
+ ["secrets"] = new[]
+ {
+ new Dictionary
+ {
+ ["name"] = "OPENAI_API_KEY",
+ ["valueFrom"] = langserveSsmParameterName,
+ },
+ },
+ ["logConfiguration"] = new Dictionary
+ {
+ ["logDriver"] = "awslogs",
+ ["options"] = new Dictionary
+ {
+ ["awslogs-group"] = langserveLogGroupName,
+ ["awslogs-region"] = "eu-central-1",
+ ["awslogs-stream-prefix"] = "pulumi-langserve",
+ },
+ },
+ },
+ });
+ }),
+ });
+
+ var langserveEcsSecurityGroup = new Aws.Ec2.SecurityGroup("langserve-ecs-security-group", new()
+ {
+ VpcId = langserveVpc.Id,
+ Ingress = new[]
+ {
+ new Aws.Ec2.Inputs.SecurityGroupIngressArgs
+ {
+ Protocol = "-1",
+ FromPort = 0,
+ ToPort = 0,
+ CidrBlocks = new[]
+ {
+ "0.0.0.0/0",
+ },
+ },
+ },
+ Egress = new[]
+ {
+ new Aws.Ec2.Inputs.SecurityGroupEgressArgs
+ {
+ Protocol = "-1",
+ FromPort = 0,
+ ToPort = 0,
+ CidrBlocks = new[]
+ {
+ "0.0.0.0/0",
+ },
+ },
+ },
+ });
+
+ var langserveServiceDiscoveryNamespace = new Aws.ServiceDiscovery.PrivateDnsNamespace("langserve-service-discovery-namespace", new()
+ {
+ Name = $"{pulumiStack}.{pulumiProject}.local",
+ Vpc = langserveVpc.Id,
+ });
+
+ var langserveService = new Aws.Ecs.Service("langserve-service", new()
+ {
+ Cluster = langserveEcsCluster.Arn,
+ TaskDefinition = langserveTaskDefinition.Arn,
+ DesiredCount = 1,
+ LaunchType = "FARGATE",
+ NetworkConfiguration = new Aws.Ecs.Inputs.ServiceNetworkConfigurationArgs
+ {
+ AssignPublicIp = true,
+ SecurityGroups = new[]
+ {
+ langserveEcsSecurityGroup.Id,
+ },
+ Subnets = new[]
+ {
+ langserveSubnet1.Id,
+ langserveSubnet2.Id,
+ },
+ },
+ LoadBalancers = new[]
+ {
+ new Aws.Ecs.Inputs.ServiceLoadBalancerArgs
+ {
+ TargetGroupArn = langserveTargetGroup.Arn,
+ ContainerName = $"{pulumiProject}-{pulumiStack}-service",
+ ContainerPort = 8080,
+ },
+ },
+ SchedulingStrategy = "REPLICA",
+ ServiceConnectConfiguration = new Aws.Ecs.Inputs.ServiceServiceConnectConfigurationArgs
+ {
+ Enabled = true,
+ Namespace = langserveServiceDiscoveryNamespace.Arn,
+ },
+ Tags =
+ {
+ { "Name", $"{pulumiProject}-{pulumiStack}" },
+ },
+ });
+
+ return new Dictionary
+ {
+ ["url"] = langserveLoadBalancer.DnsName.Apply(dnsName => $"http://{dnsName}"),
+ };
+});
+
diff --git a/langserve-aws-csharp/Pulumi.yaml b/langserve-aws-csharp/Pulumi.yaml
new file mode 100644
index 00000000..d7e15a1d
--- /dev/null
+++ b/langserve-aws-csharp/Pulumi.yaml
@@ -0,0 +1,25 @@
+name: ${PROJECT}
+description: ${DESCRIPTION}
+runtime: dotnet
+
+template:
+ description: A minimal Langserve AWS C# Pulumi program
+ config:
+ vpc-cidr:
+ type: string
+ default: 10.0.0.0/16
+ subnet-1-cidr:
+ type: string
+ default: 10.0.0.0/24
+ subnet-2-cidr:
+ type: string
+ default: 10.0.1.0/24
+ container-context:
+ type: string
+ default: .
+ container-file:
+ type: string
+ default: ./Dockerfile
+ open-api-key:
+ type: string
+ secret: true
diff --git a/langserve-aws-csharp/README.md b/langserve-aws-csharp/README.md
new file mode 100644
index 00000000..9a525d6b
--- /dev/null
+++ b/langserve-aws-csharp/README.md
@@ -0,0 +1,89 @@
+# ${PROJECT}
+
+## Installation
+
+Install the LangChain CLI if you haven't yet
+
+```bash
+pip install -U langchain-cli
+```
+
+## Adding packages
+
+```bash
+# adding packages from
+# https://github.com/langchain-ai/langchain/tree/master/templates
+langchain app add $PROJECT_NAME
+
+# adding custom GitHub repo packages
+langchain app add --repo $OWNER/$REPO
+# or with whole git string (supports other git providers):
+# langchain app add git+https://github.com/hwchase17/chain-of-verification
+
+# with a custom api mount point (defaults to `/{package_name}`)
+langchain app add $PROJECT_NAME --api_path=/my/custom/path/rag
+```
+
+Note: you remove packages by their api path
+
+```bash
+langchain app remove my/custom/path/rag
+```
+
+## Setup LangSmith (Optional)
+LangSmith will help us trace, monitor and debug LangChain applications.
+LangSmith is currently in private beta, you can sign up [here](https://smith.langchain.com/).
+If you don't have access, you can skip this section
+
+
+```shell
+export LANGCHAIN_TRACING_V2=true
+export LANGCHAIN_API_KEY=
+export LANGCHAIN_PROJECT= # if not specified, defaults to "default"
+```
+
+## Launch LangServe
+
+```bash
+langchain serve
+```
+
+## Deploying to AWS
+
+Run the following command to deploy your LangServe app to AWS:
+
+```bash
+pulumi up
+```
+
+This will output the URL of your LangServe app. You can use this URL to make requests to your app.
+
+## Running in Docker
+
+This project folder includes a Dockerfile that allows you to easily build and host your LangServe app.
+
+### Building the Image
+
+To build the image, you simply:
+
+```shell
+docker build . -t my-langserve-app
+```
+
+If you tag your image with something other than `my-langserve-app`,
+note it for use in the next step.
+
+### Running the Image Locally
+
+To run the image, you'll need to include any environment variables
+necessary for your application.
+
+In the below example, we inject the `OPENAI_API_KEY` environment
+variable with the value set in my local environment
+(`$OPENAI_API_KEY`)
+
+We also expose port 8080 with the `-p 8080:8080` option.
+
+```shell
+docker run -e OPENAI_API_KEY=$OPENAI_API_KEY -p 8080:8080 my-langserve-app
+```
diff --git a/langserve-aws-csharp/app/__init__.py b/langserve-aws-csharp/app/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/langserve-aws-csharp/app/server.py b/langserve-aws-csharp/app/server.py
new file mode 100644
index 00000000..10c5d971
--- /dev/null
+++ b/langserve-aws-csharp/app/server.py
@@ -0,0 +1,27 @@
+from fastapi import FastAPI
+from fastapi.responses import RedirectResponse
+from langchain.chat_models import ChatAnthropic, ChatOpenAI
+from langserve import add_routes
+
+app = FastAPI(
+ title="LangChain Server",
+ version="1.0",
+ description="Spin up a simple api server using Langchain's Runnable interfaces",
+)
+
+
+@app.get("/", status_code=200)
+async def return_ok():
+ return {"status": "ok"}
+
+
+add_routes(
+ app,
+ ChatOpenAI(),
+ path="/openai",
+)
+
+if __name__ == "__main__":
+ import uvicorn
+
+ uvicorn.run(app, host="0.0.0.0", port=8000)
diff --git a/langserve-aws-csharp/poetry.lock b/langserve-aws-csharp/poetry.lock
new file mode 100644
index 00000000..54e560aa
--- /dev/null
+++ b/langserve-aws-csharp/poetry.lock
@@ -0,0 +1,1611 @@
+# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+
+[[package]]
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+version = "3.9.1"
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+optional = false
+python-versions = ">=3.8"
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+ {file = "yarl-1.9.4-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:26a1dc6285e03f3cc9e839a2da83bcbf31dcb0d004c72d0730e755b33466c30e"},
+ {file = "yarl-1.9.4-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:18580f672e44ce1238b82f7fb87d727c4a131f3a9d33a5e0e82b793362bf18b4"},
+ {file = "yarl-1.9.4-cp39-cp39-musllinux_1_1_ppc64le.whl", hash = "sha256:29e0f83f37610f173eb7e7b5562dd71467993495e568e708d99e9d1944f561ec"},
+ {file = "yarl-1.9.4-cp39-cp39-musllinux_1_1_s390x.whl", hash = "sha256:1f23e4fe1e8794f74b6027d7cf19dc25f8b63af1483d91d595d4a07eca1fb26c"},
+ {file = "yarl-1.9.4-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:db8e58b9d79200c76956cefd14d5c90af54416ff5353c5bfd7cbe58818e26ef0"},
+ {file = "yarl-1.9.4-cp39-cp39-win32.whl", hash = "sha256:c7224cab95645c7ab53791022ae77a4509472613e839dab722a72abe5a684575"},
+ {file = "yarl-1.9.4-cp39-cp39-win_amd64.whl", hash = "sha256:824d6c50492add5da9374875ce72db7a0733b29c2394890aef23d533106e2b15"},
+ {file = "yarl-1.9.4-py3-none-any.whl", hash = "sha256:928cecb0ef9d5a7946eb6ff58417ad2fe9375762382f1bf5c55e61645f2c43ad"},
+ {file = "yarl-1.9.4.tar.gz", hash = "sha256:566db86717cf8080b99b58b083b773a908ae40f06681e87e589a976faf8246bf"},
+]
+
+[package.dependencies]
+idna = ">=2.0"
+multidict = ">=4.0"
+
+[metadata]
+lock-version = "2.0"
+python-versions = "^3.11"
+content-hash = "829ef9d553ce47e994fe4c42e416787a9c62495506da81c4a73662cd21667c1e"
diff --git a/langserve-aws-csharp/pyproject.toml b/langserve-aws-csharp/pyproject.toml
new file mode 100644
index 00000000..74738db0
--- /dev/null
+++ b/langserve-aws-csharp/pyproject.toml
@@ -0,0 +1,24 @@
+[tool.poetry]
+name = "${PROJECT}"
+version = "0.1.0"
+description = ""
+authors = ["Your Name "]
+readme = "README.md"
+packages = [
+ { include = "app" },
+]
+
+[tool.poetry.dependencies]
+python = "^3.11"
+uvicorn = "^0.23.2"
+langserve = {extras = ["server"], version = ">=0.0.30"}
+pydantic = "<2"
+openai = "^1.10.0"
+
+
+[tool.poetry.group.dev.dependencies]
+langchain-cli = ">=0.0.15"
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
diff --git a/langserve-aws-go/.gitignore b/langserve-aws-go/.gitignore
new file mode 100644
index 00000000..bee8a64b
--- /dev/null
+++ b/langserve-aws-go/.gitignore
@@ -0,0 +1 @@
+__pycache__
diff --git a/langserve-aws-go/Dockerfile b/langserve-aws-go/Dockerfile
new file mode 100644
index 00000000..bbdeea13
--- /dev/null
+++ b/langserve-aws-go/Dockerfile
@@ -0,0 +1,21 @@
+FROM python:3.11-slim
+
+RUN pip install poetry==1.6.1
+
+RUN poetry config virtualenvs.create false
+
+WORKDIR /code
+
+COPY ./pyproject.toml ./README.md ./poetry.lock* ./
+
+COPY ./package[s] ./packages
+
+RUN poetry install --no-interaction --no-ansi --no-root
+
+COPY ./app ./app
+
+RUN poetry install --no-interaction --no-ansi
+
+EXPOSE 8080
+
+CMD exec uvicorn app.server:app --host 0.0.0.0 --port 8080
diff --git a/langserve-aws-go/Pulumi.yaml b/langserve-aws-go/Pulumi.yaml
new file mode 100644
index 00000000..0d5c255d
--- /dev/null
+++ b/langserve-aws-go/Pulumi.yaml
@@ -0,0 +1,25 @@
+name: ${PROJECT}
+description: ${DESCRIPTION}
+runtime: go
+
+template:
+ description: A minimal Langserve AWS Go Pulumi program
+ config:
+ vpc-cidr:
+ type: string
+ default: 10.0.0.0/16
+ subnet-1-cidr:
+ type: string
+ default: 10.0.0.0/24
+ subnet-2-cidr:
+ type: string
+ default: 10.0.1.0/24
+ container-context:
+ type: string
+ default: .
+ container-file:
+ type: string
+ default: ./Dockerfile
+ open-api-key:
+ type: string
+ secret: true
diff --git a/langserve-aws-go/README.md b/langserve-aws-go/README.md
new file mode 100644
index 00000000..9a525d6b
--- /dev/null
+++ b/langserve-aws-go/README.md
@@ -0,0 +1,89 @@
+# ${PROJECT}
+
+## Installation
+
+Install the LangChain CLI if you haven't yet
+
+```bash
+pip install -U langchain-cli
+```
+
+## Adding packages
+
+```bash
+# adding packages from
+# https://github.com/langchain-ai/langchain/tree/master/templates
+langchain app add $PROJECT_NAME
+
+# adding custom GitHub repo packages
+langchain app add --repo $OWNER/$REPO
+# or with whole git string (supports other git providers):
+# langchain app add git+https://github.com/hwchase17/chain-of-verification
+
+# with a custom api mount point (defaults to `/{package_name}`)
+langchain app add $PROJECT_NAME --api_path=/my/custom/path/rag
+```
+
+Note: you remove packages by their api path
+
+```bash
+langchain app remove my/custom/path/rag
+```
+
+## Setup LangSmith (Optional)
+LangSmith will help us trace, monitor and debug LangChain applications.
+LangSmith is currently in private beta, you can sign up [here](https://smith.langchain.com/).
+If you don't have access, you can skip this section
+
+
+```shell
+export LANGCHAIN_TRACING_V2=true
+export LANGCHAIN_API_KEY=
+export LANGCHAIN_PROJECT= # if not specified, defaults to "default"
+```
+
+## Launch LangServe
+
+```bash
+langchain serve
+```
+
+## Deploying to AWS
+
+Run the following command to deploy your LangServe app to AWS:
+
+```bash
+pulumi up
+```
+
+This will output the URL of your LangServe app. You can use this URL to make requests to your app.
+
+## Running in Docker
+
+This project folder includes a Dockerfile that allows you to easily build and host your LangServe app.
+
+### Building the Image
+
+To build the image, you simply:
+
+```shell
+docker build . -t my-langserve-app
+```
+
+If you tag your image with something other than `my-langserve-app`,
+note it for use in the next step.
+
+### Running the Image Locally
+
+To run the image, you'll need to include any environment variables
+necessary for your application.
+
+In the below example, we inject the `OPENAI_API_KEY` environment
+variable with the value set in my local environment
+(`$OPENAI_API_KEY`)
+
+We also expose port 8080 with the `-p 8080:8080` option.
+
+```shell
+docker run -e OPENAI_API_KEY=$OPENAI_API_KEY -p 8080:8080 my-langserve-app
+```
diff --git a/langserve-aws-go/app/__init__.py b/langserve-aws-go/app/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/langserve-aws-go/app/server.py b/langserve-aws-go/app/server.py
new file mode 100644
index 00000000..10c5d971
--- /dev/null
+++ b/langserve-aws-go/app/server.py
@@ -0,0 +1,27 @@
+from fastapi import FastAPI
+from fastapi.responses import RedirectResponse
+from langchain.chat_models import ChatAnthropic, ChatOpenAI
+from langserve import add_routes
+
+app = FastAPI(
+ title="LangChain Server",
+ version="1.0",
+ description="Spin up a simple api server using Langchain's Runnable interfaces",
+)
+
+
+@app.get("/", status_code=200)
+async def return_ok():
+ return {"status": "ok"}
+
+
+add_routes(
+ app,
+ ChatOpenAI(),
+ path="/openai",
+)
+
+if __name__ == "__main__":
+ import uvicorn
+
+ uvicorn.run(app, host="0.0.0.0", port=8000)
diff --git a/langserve-aws-go/go.mod b/langserve-aws-go/go.mod
new file mode 100644
index 00000000..96a90b10
--- /dev/null
+++ b/langserve-aws-go/go.mod
@@ -0,0 +1,93 @@
+module ${PROJECT}
+
+go 1.20
+
+require (
+ github.com/pulumi/pulumi-aws/sdk/v6 v6.19.0
+ github.com/pulumi/pulumi-docker/sdk/v4 v4.5.1
+ github.com/pulumi/pulumi/sdk/v3 v3.103.1
+)
+
+require (
+ dario.cat/mergo v1.0.0 // indirect
+ github.com/Microsoft/go-winio v0.6.1 // indirect
+ github.com/ProtonMail/go-crypto v0.0.0-20230828082145-3c4c8a2d2371 // indirect
+ github.com/aead/chacha20 v0.0.0-20180709150244-8b13a72661da // indirect
+ github.com/agext/levenshtein v1.2.3 // indirect
+ github.com/apparentlymart/go-textseg/v13 v13.0.0 // indirect
+ github.com/atotto/clipboard v0.1.4 // indirect
+ github.com/aymanbagabas/go-osc52/v2 v2.0.1 // indirect
+ github.com/blang/semver v3.5.1+incompatible // indirect
+ github.com/charmbracelet/bubbles v0.16.1 // indirect
+ github.com/charmbracelet/bubbletea v0.24.2 // indirect
+ github.com/charmbracelet/lipgloss v0.7.1 // indirect
+ github.com/cheggaaa/pb v1.0.29 // indirect
+ github.com/cloudflare/circl v1.3.7 // indirect
+ github.com/containerd/console v1.0.4-0.20230313162750-1ae8d489ac81 // indirect
+ github.com/cyphar/filepath-securejoin v0.2.4 // indirect
+ github.com/djherbis/times v1.5.0 // indirect
+ github.com/emirpasic/gods v1.18.1 // indirect
+ github.com/go-git/gcfg v1.5.1-0.20230307220236-3a3c6141e376 // indirect
+ github.com/go-git/go-billy/v5 v5.5.0 // indirect
+ github.com/go-git/go-git/v5 v5.11.0 // indirect
+ github.com/gogo/protobuf v1.3.2 // indirect
+ github.com/golang/glog v1.1.0 // indirect
+ github.com/golang/groupcache v0.0.0-20210331224755-41bb18bfe9da // indirect
+ github.com/golang/protobuf v1.5.3 // indirect
+ github.com/grpc-ecosystem/grpc-opentracing v0.0.0-20180507213350-8e809c8a8645 // indirect
+ github.com/hashicorp/errwrap v1.1.0 // indirect
+ github.com/hashicorp/go-multierror v1.1.1 // indirect
+ github.com/hashicorp/hcl/v2 v2.17.0 // indirect
+ github.com/inconshreveable/mousetrap v1.1.0 // indirect
+ github.com/jbenet/go-context v0.0.0-20150711004518-d14ea06fba99 // indirect
+ github.com/kevinburke/ssh_config v1.2.0 // indirect
+ github.com/lucasb-eyer/go-colorful v1.2.0 // indirect
+ github.com/mattn/go-isatty v0.0.19 // indirect
+ github.com/mattn/go-localereader v0.0.1 // indirect
+ github.com/mattn/go-runewidth v0.0.15 // indirect
+ github.com/mitchellh/go-ps v1.0.0 // indirect
+ github.com/mitchellh/go-wordwrap v1.0.1 // indirect
+ github.com/muesli/ansi v0.0.0-20230316100256-276c6243b2f6 // indirect
+ github.com/muesli/cancelreader v0.2.2 // indirect
+ github.com/muesli/reflow v0.3.0 // indirect
+ github.com/muesli/termenv v0.15.2 // indirect
+ github.com/opentracing/basictracer-go v1.1.0 // indirect
+ github.com/opentracing/opentracing-go v1.2.0 // indirect
+ github.com/pgavlin/fx v0.1.6 // indirect
+ github.com/pjbgf/sha1cd v0.3.0 // indirect
+ github.com/pkg/errors v0.9.1 // indirect
+ github.com/pkg/term v1.1.0 // indirect
+ github.com/pulumi/appdash v0.0.0-20231130102222-75f619a67231 // indirect
+ github.com/pulumi/esc v0.6.2 // indirect
+ github.com/rivo/uniseg v0.4.4 // indirect
+ github.com/rogpeppe/go-internal v1.11.0 // indirect
+ github.com/sabhiram/go-gitignore v0.0.0-20210923224102-525f6e181f06 // indirect
+ github.com/santhosh-tekuri/jsonschema/v5 v5.0.0 // indirect
+ github.com/sergi/go-diff v1.3.1 // indirect
+ github.com/skeema/knownhosts v1.2.1 // indirect
+ github.com/spf13/cast v1.4.1 // indirect
+ github.com/spf13/cobra v1.7.0 // indirect
+ github.com/spf13/pflag v1.0.5 // indirect
+ github.com/texttheater/golang-levenshtein v1.0.1 // indirect
+ github.com/tweekmonster/luser v0.0.0-20161003172636-3fa38070dbd7 // indirect
+ github.com/uber/jaeger-client-go v2.30.0+incompatible // indirect
+ github.com/uber/jaeger-lib v2.4.1+incompatible // indirect
+ github.com/xanzy/ssh-agent v0.3.3 // indirect
+ github.com/zclconf/go-cty v1.13.2 // indirect
+ go.uber.org/atomic v1.9.0 // indirect
+ golang.org/x/crypto v0.17.0 // indirect
+ golang.org/x/exp v0.0.0-20231110203233-9a3e6036ecaa // indirect
+ golang.org/x/mod v0.14.0 // indirect
+ golang.org/x/net v0.19.0 // indirect
+ golang.org/x/sync v0.5.0 // indirect
+ golang.org/x/sys v0.15.0 // indirect
+ golang.org/x/term v0.15.0 // indirect
+ golang.org/x/text v0.14.0 // indirect
+ golang.org/x/tools v0.15.0 // indirect
+ google.golang.org/genproto/googleapis/rpc v0.0.0-20230725213213-b022f6e96895 // indirect
+ google.golang.org/grpc v1.57.1 // indirect
+ google.golang.org/protobuf v1.31.0 // indirect
+ gopkg.in/warnings.v0 v0.1.2 // indirect
+ gopkg.in/yaml.v3 v3.0.1 // indirect
+ lukechampine.com/frand v1.4.2 // indirect
+)
diff --git a/langserve-aws-go/main.go b/langserve-aws-go/main.go
new file mode 100644
index 00000000..6616b6c2
--- /dev/null
+++ b/langserve-aws-go/main.go
@@ -0,0 +1,639 @@
+package main
+
+import (
+ "encoding/json"
+ "fmt"
+
+ "github.com/pulumi/pulumi-aws/sdk/v6/go/aws"
+ "github.com/pulumi/pulumi-aws/sdk/v6/go/aws/cloudwatch"
+ "github.com/pulumi/pulumi-aws/sdk/v6/go/aws/ec2"
+ "github.com/pulumi/pulumi-aws/sdk/v6/go/aws/ecr"
+ "github.com/pulumi/pulumi-aws/sdk/v6/go/aws/ecs"
+ "github.com/pulumi/pulumi-aws/sdk/v6/go/aws/iam"
+ "github.com/pulumi/pulumi-aws/sdk/v6/go/aws/kms"
+ "github.com/pulumi/pulumi-aws/sdk/v6/go/aws/lb"
+ "github.com/pulumi/pulumi-aws/sdk/v6/go/aws/servicediscovery"
+ "github.com/pulumi/pulumi-aws/sdk/v6/go/aws/ssm"
+ "github.com/pulumi/pulumi-docker/sdk/v4/go/docker"
+ "github.com/pulumi/pulumi/sdk/v3/go/pulumi"
+ "github.com/pulumi/pulumi/sdk/v3/go/pulumi/config"
+)
+
+func main() {
+ pulumi.Run(func(ctx *pulumi.Context) error {
+ cfg := config.New(ctx, "")
+ vpcCidr := "10.0.0.0/16"
+ if param := cfg.Get("vpc-cidr"); param != "" {
+ vpcCidr = param
+ }
+ subnet1Cidr := "10.0.0.0/24"
+ if param := cfg.Get("subnet-1-cidr"); param != "" {
+ subnet1Cidr = param
+ }
+ subnet2Cidr := "10.0.1.0/24"
+ if param := cfg.Get("subnet-2-cidr"); param != "" {
+ subnet2Cidr = param
+ }
+ containerContext := "."
+ if param := cfg.Get("container-context"); param != "" {
+ containerContext = param
+ }
+ containerFile := "./Dockerfile"
+ if param := cfg.Get("container-file"); param != "" {
+ containerFile = param
+ }
+ openApiKey := "CHANGEME"
+ if param := cfg.Get("open-api-key"); param != "" {
+ openApiKey = param
+ }
+ availabilityZones := []string{
+ "eu-central-1a",
+ "eu-central-1b",
+ }
+ current, err := aws.GetCallerIdentity(ctx, nil, nil)
+ if err != nil {
+ return err
+ }
+ pulumiProject := ctx.Project()
+ pulumiStack := ctx.Stack()
+ langserveEcrRepository, err := ecr.NewRepository(ctx, "langserve-ecr-repository", &ecr.RepositoryArgs{
+ Name: pulumi.String(fmt.Sprintf("%v-%v", pulumiProject, pulumiStack)),
+ ForceDelete: pulumi.Bool(true),
+ })
+ if err != nil {
+ return err
+ }
+ token := ecr.GetAuthorizationTokenOutput(ctx, ecr.GetAuthorizationTokenOutputArgs{
+ RegistryId: langserveEcrRepository.RegistryId,
+ }, nil)
+ accountId := current.AccountId
+ tmpJSON0, err := json.Marshal(map[string]interface{}{
+ "rules": []map[string]interface{}{
+ map[string]interface{}{
+ "rulePriority": 1,
+ "description": "Expire images when they are more than 10 available",
+ "selection": map[string]interface{}{
+ "tagStatus": "any",
+ "countType": "imageCountMoreThan",
+ "countNumber": 10,
+ },
+ "action": map[string]interface{}{
+ "type": "expire",
+ },
+ },
+ },
+ })
+ if err != nil {
+ return err
+ }
+ json0 := string(tmpJSON0)
+ _, err = ecr.NewLifecyclePolicy(ctx, "langserve-ecr-life-cycle-policy", &ecr.LifecyclePolicyArgs{
+ Repository: langserveEcrRepository.Name,
+ Policy: pulumi.String(json0),
+ })
+ if err != nil {
+ return err
+ }
+ langserveEcrImage, err := docker.NewImage(ctx, "langserve-ecr-image", &docker.ImageArgs{
+ Build: &docker.DockerBuildArgs{
+ Platform: pulumi.String("linux/amd64"),
+ Context: pulumi.String(containerContext),
+ Dockerfile: pulumi.String(containerFile),
+ },
+ ImageName: langserveEcrRepository.RepositoryUrl,
+ Registry: &docker.RegistryArgs{
+ Server: langserveEcrRepository.RepositoryUrl,
+ Username: token.ApplyT(func(token ecr.GetAuthorizationTokenResult) (*string, error) {
+ return &token.UserName, nil
+ }).(pulumi.StringPtrOutput),
+ Password: pulumi.ToSecret(token.ApplyT(func(token ecr.GetAuthorizationTokenResult) (*string, error) {
+ return &token.Password, nil
+ }).(pulumi.StringPtrOutput)).(*pulumi.StringOutput),
+ },
+ })
+ if err != nil {
+ return err
+ }
+ langserveVpc, err := ec2.NewVpc(ctx, "langserve-vpc", &ec2.VpcArgs{
+ CidrBlock: pulumi.String(vpcCidr),
+ EnableDnsHostnames: pulumi.Bool(true),
+ EnableDnsSupport: pulumi.Bool(true),
+ InstanceTenancy: pulumi.String("default"),
+ Tags: pulumi.StringMap{
+ "Name": pulumi.String(fmt.Sprintf("%v-%v", pulumiProject, pulumiStack)),
+ },
+ })
+ if err != nil {
+ return err
+ }
+ langserveRt, err := ec2.NewRouteTable(ctx, "langserve-rt", &ec2.RouteTableArgs{
+ VpcId: langserveVpc.ID(),
+ Tags: pulumi.StringMap{
+ "Name": pulumi.String(fmt.Sprintf("%v-%v", pulumiProject, pulumiStack)),
+ },
+ })
+ if err != nil {
+ return err
+ }
+ langserveIgw, err := ec2.NewInternetGateway(ctx, "langserve-igw", &ec2.InternetGatewayArgs{
+ VpcId: langserveVpc.ID(),
+ Tags: pulumi.StringMap{
+ "Name": pulumi.String(fmt.Sprintf("%v-%v", pulumiProject, pulumiStack)),
+ },
+ })
+ if err != nil {
+ return err
+ }
+ _, err = ec2.NewRoute(ctx, "langserve-route", &ec2.RouteArgs{
+ RouteTableId: langserveRt.ID(),
+ DestinationCidrBlock: pulumi.String("0.0.0.0/0"),
+ GatewayId: langserveIgw.ID(),
+ })
+ if err != nil {
+ return err
+ }
+ langserveSubnet1, err := ec2.NewSubnet(ctx, "langserve-subnet1", &ec2.SubnetArgs{
+ VpcId: langserveVpc.ID(),
+ CidrBlock: pulumi.String(subnet1Cidr),
+ AvailabilityZone: pulumi.String(availabilityZones[0]),
+ MapPublicIpOnLaunch: pulumi.Bool(true),
+ Tags: pulumi.StringMap{
+ "Name": pulumi.String(fmt.Sprintf("%v-%v-1", pulumiProject, pulumiStack)),
+ },
+ })
+ if err != nil {
+ return err
+ }
+ langserveSubnet2, err := ec2.NewSubnet(ctx, "langserve-subnet2", &ec2.SubnetArgs{
+ VpcId: langserveVpc.ID(),
+ CidrBlock: pulumi.String(subnet2Cidr),
+ AvailabilityZone: pulumi.String(availabilityZones[1]),
+ MapPublicIpOnLaunch: pulumi.Bool(true),
+ Tags: pulumi.StringMap{
+ "Name": pulumi.String(fmt.Sprintf("%v-%v-2", pulumiProject, pulumiStack)),
+ },
+ })
+ if err != nil {
+ return err
+ }
+ _, err = ec2.NewRouteTableAssociation(ctx, "langserve-subnet1-rt-assoc", &ec2.RouteTableAssociationArgs{
+ SubnetId: langserveSubnet1.ID(),
+ RouteTableId: langserveRt.ID(),
+ })
+ if err != nil {
+ return err
+ }
+ _, err = ec2.NewRouteTableAssociation(ctx, "langserve-subnet2-rt-assoc", &ec2.RouteTableAssociationArgs{
+ SubnetId: langserveSubnet2.ID(),
+ RouteTableId: langserveRt.ID(),
+ })
+ if err != nil {
+ return err
+ }
+ langserveEcsCluster, err := ecs.NewCluster(ctx, "langserve-ecs-cluster", &ecs.ClusterArgs{
+ Configuration: &ecs.ClusterConfigurationArgs{
+ ExecuteCommandConfiguration: &ecs.ClusterConfigurationExecuteCommandConfigurationArgs{
+ Logging: pulumi.String("DEFAULT"),
+ },
+ },
+ Settings: ecs.ClusterSettingArray{
+ &ecs.ClusterSettingArgs{
+ Name: pulumi.String("containerInsights"),
+ Value: pulumi.String("disabled"),
+ },
+ },
+ Tags: pulumi.StringMap{
+ "Name": pulumi.String(fmt.Sprintf("%v-%v", pulumiProject, pulumiStack)),
+ },
+ })
+ if err != nil {
+ return err
+ }
+ _, err = ecs.NewClusterCapacityProviders(ctx, "langserve-cluster-capacity-providers", &ecs.ClusterCapacityProvidersArgs{
+ ClusterName: langserveEcsCluster.Name,
+ CapacityProviders: pulumi.StringArray{
+ pulumi.String("FARGATE"),
+ pulumi.String("FARGATE_SPOT"),
+ },
+ })
+ if err != nil {
+ return err
+ }
+ langserveSecurityGroup, err := ec2.NewSecurityGroup(ctx, "langserve-security-group", &ec2.SecurityGroupArgs{
+ VpcId: langserveVpc.ID(),
+ Ingress: ec2.SecurityGroupIngressArray{
+ &ec2.SecurityGroupIngressArgs{
+ Protocol: pulumi.String("tcp"),
+ FromPort: pulumi.Int(80),
+ ToPort: pulumi.Int(80),
+ CidrBlocks: pulumi.StringArray{
+ pulumi.String("0.0.0.0/0"),
+ },
+ },
+ },
+ Egress: ec2.SecurityGroupEgressArray{
+ &ec2.SecurityGroupEgressArgs{
+ Protocol: pulumi.String("-1"),
+ FromPort: pulumi.Int(0),
+ ToPort: pulumi.Int(0),
+ CidrBlocks: pulumi.StringArray{
+ pulumi.String("0.0.0.0/0"),
+ },
+ },
+ },
+ })
+ if err != nil {
+ return err
+ }
+ langserveLoadBalancer, err := lb.NewLoadBalancer(ctx, "langserve-load-balancer", &lb.LoadBalancerArgs{
+ LoadBalancerType: pulumi.String("application"),
+ SecurityGroups: pulumi.StringArray{
+ langserveSecurityGroup.ID(),
+ },
+ Subnets: pulumi.StringArray{
+ langserveSubnet1.ID(),
+ langserveSubnet2.ID(),
+ },
+ })
+ if err != nil {
+ return err
+ }
+ langserveTargetGroup, err := lb.NewTargetGroup(ctx, "langserve-target-group", &lb.TargetGroupArgs{
+ Port: pulumi.Int(80),
+ Protocol: pulumi.String("HTTP"),
+ TargetType: pulumi.String("ip"),
+ VpcId: langserveVpc.ID(),
+ })
+ if err != nil {
+ return err
+ }
+ _, err = lb.NewListener(ctx, "langserve-listener", &lb.ListenerArgs{
+ LoadBalancerArn: langserveLoadBalancer.Arn,
+ Port: pulumi.Int(80),
+ Protocol: pulumi.String("HTTP"),
+ DefaultActions: lb.ListenerDefaultActionArray{
+ &lb.ListenerDefaultActionArgs{
+ Type: pulumi.String("forward"),
+ TargetGroupArn: langserveTargetGroup.Arn,
+ },
+ },
+ })
+ if err != nil {
+ return err
+ }
+ langserveLogGroup, err := cloudwatch.NewLogGroup(ctx, "langserve-log-group", &cloudwatch.LogGroupArgs{
+ RetentionInDays: pulumi.Int(7),
+ })
+ if err != nil {
+ return err
+ }
+ tmpJSON1, err := json.Marshal(map[string]interface{}{
+ "Version": "2012-10-17",
+ "Statement": []interface{}{
+ map[string]interface{}{
+ "Effect": "Allow",
+ "Principal": map[string]interface{}{
+ "AWS": fmt.Sprintf("arn:aws:iam::%v:root", accountId),
+ },
+ "Action": []string{
+ "kms:Create*",
+ "kms:Describe*",
+ "kms:Enable*",
+ "kms:List*",
+ "kms:Put*",
+ "kms:Update*",
+ "kms:Revoke*",
+ "kms:Disable*",
+ "kms:Get*",
+ "kms:Delete*",
+ "kms:ScheduleKeyDeletion",
+ "kms:CancelKeyDeletion",
+ "kms:Tag*",
+ "kms:UntagResource",
+ },
+ "Resource": "*",
+ },
+ map[string]interface{}{
+ "Effect": "Allow",
+ "Principal": map[string]interface{}{
+ "AWS": fmt.Sprintf("arn:aws:iam::%v:root", accountId),
+ },
+ "Action": []string{
+ "kms:Encrypt",
+ "kms:Decrypt",
+ "kms:ReEncrypt*",
+ "kms:GenerateDataKey*",
+ "kms:DescribeKey",
+ },
+ "Resource": "*",
+ },
+ },
+ })
+ if err != nil {
+ return err
+ }
+ json1 := string(tmpJSON1)
+ langserveKey, err := kms.NewKey(ctx, "langserve-key", &kms.KeyArgs{
+ Description: pulumi.String("Key for encrypting secrets"),
+ EnableKeyRotation: pulumi.Bool(true),
+ Policy: pulumi.String(json1),
+ Tags: pulumi.StringMap{
+ "pulumi-application": pulumi.String(pulumiProject),
+ "pulumi-environment": pulumi.String(pulumiStack),
+ },
+ })
+ if err != nil {
+ return err
+ }
+ langserveSsmParameter, err := ssm.NewParameter(ctx, "langserve-ssm-parameter", &ssm.ParameterArgs{
+ Type: pulumi.String("SecureString"),
+ Value: pulumi.String(openApiKey),
+ KeyId: langserveKey.KeyId,
+ Name: pulumi.String(fmt.Sprintf("/pulumi/%v/%v/OPENAI_API_KEY", pulumiProject, pulumiStack)),
+ Tags: pulumi.StringMap{
+ "pulumi-application": pulumi.String(pulumiProject),
+ "pulumi-environment": pulumi.String(pulumiStack),
+ },
+ })
+ if err != nil {
+ return err
+ }
+ tmpJSON2, err := json.Marshal(map[string]interface{}{
+ "Statement": []map[string]interface{}{
+ map[string]interface{}{
+ "Action": "sts:AssumeRole",
+ "Effect": "Allow",
+ "Principal": map[string]interface{}{
+ "Service": "ecs-tasks.amazonaws.com",
+ },
+ },
+ },
+ "Version": "2012-10-17",
+ })
+ if err != nil {
+ return err
+ }
+ json2 := string(tmpJSON2)
+ langserveExecutionRole, err := iam.NewRole(ctx, "langserve-execution-role", &iam.RoleArgs{
+ AssumeRolePolicy: pulumi.String(json2),
+ InlinePolicies: iam.RoleInlinePolicyArray{
+ &iam.RoleInlinePolicyArgs{
+ Name: pulumi.String(fmt.Sprintf("%v-%v-service-secrets-policy", pulumiProject, pulumiStack)),
+ Policy: pulumi.All(langserveSsmParameter.Arn, langserveKey.Arn).ApplyT(func(_args []interface{}) (string, error) {
+ langserveSsmParameterArn := _args[0].(string)
+ langserveKeyArn := _args[1].(string)
+ var _zero string
+ tmpJSON3, err := json.Marshal(map[string]interface{}{
+ "Version": "2012-10-17",
+ "Statement": []interface{}{
+ map[string]interface{}{
+ "Action": []string{
+ "ssm:GetParameters",
+ },
+ "Condition": map[string]interface{}{
+ "StringEquals": map[string]interface{}{
+ "ssm:ResourceTag/pulumi-application": pulumiProject,
+ "ssm:ResourceTag/pulumi-environment": pulumiStack,
+ },
+ },
+ "Effect": "Allow",
+ "Resource": []string{
+ langserveSsmParameterArn,
+ },
+ },
+ map[string]interface{}{
+ "Action": []string{
+ "kms:Decrypt",
+ },
+ "Condition": map[string]interface{}{
+ "StringEquals": map[string]interface{}{
+ "aws:ResourceTag/pulumi-application": pulumiProject,
+ "aws:ResourceTag/pulumi-environment": pulumiStack,
+ },
+ },
+ "Effect": "Allow",
+ "Resource": []string{
+ langserveKeyArn,
+ },
+ "Sid": "DecryptTaggedKMSKey",
+ },
+ },
+ })
+ if err != nil {
+ return _zero, err
+ }
+ json3 := string(tmpJSON3)
+ return json3, nil
+ }).(pulumi.StringOutput),
+ },
+ },
+ ManagedPolicyArns: pulumi.StringArray{
+ pulumi.String("arn:aws:iam::aws:policy/service-role/AmazonECSTaskExecutionRolePolicy"),
+ },
+ })
+ if err != nil {
+ return err
+ }
+ tmpJSON4, err := json.Marshal(map[string]interface{}{
+ "Statement": []map[string]interface{}{
+ map[string]interface{}{
+ "Action": "sts:AssumeRole",
+ "Effect": "Allow",
+ "Principal": map[string]interface{}{
+ "Service": "ecs-tasks.amazonaws.com",
+ },
+ },
+ },
+ "Version": "2012-10-17",
+ })
+ if err != nil {
+ return err
+ }
+ json4 := string(tmpJSON4)
+ tmpJSON5, err := json.Marshal(map[string]interface{}{
+ "Version": "2012-10-17",
+ "Statement": []map[string]interface{}{
+ map[string]interface{}{
+ "Action": []string{
+ "ssmmessages:CreateControlChannel",
+ "ssmmessages:OpenControlChannel",
+ "ssmmessages:CreateDataChannel",
+ "ssmmessages:OpenDataChannel",
+ },
+ "Effect": "Allow",
+ "Resource": "*",
+ },
+ map[string]interface{}{
+ "Action": []string{
+ "logs:CreateLogStream",
+ "logs:DescribeLogGroups",
+ "logs:DescribeLogStreams",
+ "logs:PutLogEvents",
+ },
+ "Effect": "Allow",
+ "Resource": "*",
+ },
+ },
+ })
+ if err != nil {
+ return err
+ }
+ json5 := string(tmpJSON5)
+ tmpJSON6, err := json.Marshal(map[string]interface{}{
+ "Version": "2012-10-17",
+ "Statement": []map[string]interface{}{
+ map[string]interface{}{
+ "Action": "iam:*",
+ "Effect": "Deny",
+ "Resource": "*",
+ },
+ },
+ })
+ if err != nil {
+ return err
+ }
+ json6 := string(tmpJSON6)
+ langserveTaskRole, err := iam.NewRole(ctx, "langserve-task-role", &iam.RoleArgs{
+ AssumeRolePolicy: pulumi.String(json4),
+ InlinePolicies: iam.RoleInlinePolicyArray{
+ &iam.RoleInlinePolicyArgs{
+ Name: pulumi.String("ExecuteCommand"),
+ Policy: pulumi.String(json5),
+ },
+ &iam.RoleInlinePolicyArgs{
+ Name: pulumi.String("DenyIAM"),
+ Policy: pulumi.String(json6),
+ },
+ },
+ })
+ if err != nil {
+ return err
+ }
+ langserveTaskDefinition, err := ecs.NewTaskDefinition(ctx, "langserve-task-definition", &ecs.TaskDefinitionArgs{
+ Family: pulumi.String(fmt.Sprintf("%v-%v", pulumiProject, pulumiStack)),
+ Cpu: pulumi.String("256"),
+ Memory: pulumi.String("512"),
+ NetworkMode: pulumi.String("awsvpc"),
+ ExecutionRoleArn: langserveExecutionRole.Arn,
+ TaskRoleArn: langserveTaskRole.Arn,
+ RequiresCompatibilities: pulumi.StringArray{
+ pulumi.String("FARGATE"),
+ },
+ ContainerDefinitions: pulumi.All(langserveEcrImage.RepoDigest, langserveSsmParameter.Name, langserveLogGroup.Name).ApplyT(func(_args []interface{}) (string, error) {
+ repoDigest := _args[0].(string)
+ langserveSsmParameterName := _args[1].(string)
+ langserveLogGroupName := _args[2].(string)
+ var _zero string
+ tmpJSON7, err := json.Marshal([]map[string]interface{}{
+ map[string]interface{}{
+ "name": fmt.Sprintf("%v-%v-service", pulumiProject, pulumiStack),
+ "image": repoDigest,
+ "cpu": 0,
+ "portMappings": []map[string]interface{}{
+ map[string]interface{}{
+ "name": "target",
+ "containerPort": 8080,
+ "hostPort": 8080,
+ "protocol": "tcp",
+ },
+ },
+ "essential": true,
+ "secrets": []map[string]interface{}{
+ map[string]interface{}{
+ "name": "OPENAI_API_KEY",
+ "valueFrom": langserveSsmParameterName,
+ },
+ },
+ "logConfiguration": map[string]interface{}{
+ "logDriver": "awslogs",
+ "options": map[string]interface{}{
+ "awslogs-group": langserveLogGroupName,
+ "awslogs-region": "eu-central-1",
+ "awslogs-stream-prefix": "pulumi-langserve",
+ },
+ },
+ },
+ })
+ if err != nil {
+ return _zero, err
+ }
+ json7 := string(tmpJSON7)
+ return json7, nil
+ }).(pulumi.StringOutput),
+ })
+ if err != nil {
+ return err
+ }
+ langserveEcsSecurityGroup, err := ec2.NewSecurityGroup(ctx, "langserve-ecs-security-group", &ec2.SecurityGroupArgs{
+ VpcId: langserveVpc.ID(),
+ Ingress: ec2.SecurityGroupIngressArray{
+ &ec2.SecurityGroupIngressArgs{
+ Protocol: pulumi.String("-1"),
+ FromPort: pulumi.Int(0),
+ ToPort: pulumi.Int(0),
+ CidrBlocks: pulumi.StringArray{
+ pulumi.String("0.0.0.0/0"),
+ },
+ },
+ },
+ Egress: ec2.SecurityGroupEgressArray{
+ &ec2.SecurityGroupEgressArgs{
+ Protocol: pulumi.String("-1"),
+ FromPort: pulumi.Int(0),
+ ToPort: pulumi.Int(0),
+ CidrBlocks: pulumi.StringArray{
+ pulumi.String("0.0.0.0/0"),
+ },
+ },
+ },
+ })
+ if err != nil {
+ return err
+ }
+ langserveServiceDiscoveryNamespace, err := servicediscovery.NewPrivateDnsNamespace(ctx, "langserve-service-discovery-namespace", &servicediscovery.PrivateDnsNamespaceArgs{
+ Name: pulumi.String(fmt.Sprintf("%v.%v.local", pulumiStack, pulumiProject)),
+ Vpc: langserveVpc.ID(),
+ })
+ if err != nil {
+ return err
+ }
+ _, err = ecs.NewService(ctx, "langserve-service", &ecs.ServiceArgs{
+ Cluster: langserveEcsCluster.Arn,
+ TaskDefinition: langserveTaskDefinition.Arn,
+ DesiredCount: pulumi.Int(1),
+ LaunchType: pulumi.String("FARGATE"),
+ NetworkConfiguration: &ecs.ServiceNetworkConfigurationArgs{
+ AssignPublicIp: pulumi.Bool(true),
+ SecurityGroups: pulumi.StringArray{
+ langserveEcsSecurityGroup.ID(),
+ },
+ Subnets: pulumi.StringArray{
+ langserveSubnet1.ID(),
+ langserveSubnet2.ID(),
+ },
+ },
+ LoadBalancers: ecs.ServiceLoadBalancerArray{
+ &ecs.ServiceLoadBalancerArgs{
+ TargetGroupArn: langserveTargetGroup.Arn,
+ ContainerName: pulumi.String(fmt.Sprintf("%v-%v-service", pulumiProject, pulumiStack)),
+ ContainerPort: pulumi.Int(8080),
+ },
+ },
+ SchedulingStrategy: pulumi.String("REPLICA"),
+ ServiceConnectConfiguration: &ecs.ServiceServiceConnectConfigurationArgs{
+ Enabled: pulumi.Bool(true),
+ Namespace: langserveServiceDiscoveryNamespace.Arn,
+ },
+ Tags: pulumi.StringMap{
+ "Name": pulumi.String(fmt.Sprintf("%v-%v", pulumiProject, pulumiStack)),
+ },
+ })
+ if err != nil {
+ return err
+ }
+ ctx.Export("url", langserveLoadBalancer.DnsName.ApplyT(func(dnsName string) (string, error) {
+ return fmt.Sprintf("http://%v", dnsName), nil
+ }).(pulumi.StringOutput))
+ return nil
+ })
+}
diff --git a/langserve-aws-go/packages/README.md b/langserve-aws-go/packages/README.md
new file mode 100644
index 00000000..e69de29b
diff --git a/langserve-aws-go/poetry.lock b/langserve-aws-go/poetry.lock
new file mode 100644
index 00000000..54e560aa
--- /dev/null
+++ b/langserve-aws-go/poetry.lock
@@ -0,0 +1,1611 @@
+# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+
+[[package]]
+name = "aiohttp"
+version = "3.9.1"
+description = "Async http client/server framework (asyncio)"
+optional = false
+python-versions = ">=3.8"
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+ {file = "yarl-1.9.4.tar.gz", hash = "sha256:566db86717cf8080b99b58b083b773a908ae40f06681e87e589a976faf8246bf"},
+]
+
+[package.dependencies]
+idna = ">=2.0"
+multidict = ">=4.0"
+
+[metadata]
+lock-version = "2.0"
+python-versions = "^3.11"
+content-hash = "829ef9d553ce47e994fe4c42e416787a9c62495506da81c4a73662cd21667c1e"
diff --git a/langserve-aws-go/pyproject.toml b/langserve-aws-go/pyproject.toml
new file mode 100644
index 00000000..74738db0
--- /dev/null
+++ b/langserve-aws-go/pyproject.toml
@@ -0,0 +1,24 @@
+[tool.poetry]
+name = "${PROJECT}"
+version = "0.1.0"
+description = ""
+authors = ["Your Name "]
+readme = "README.md"
+packages = [
+ { include = "app" },
+]
+
+[tool.poetry.dependencies]
+python = "^3.11"
+uvicorn = "^0.23.2"
+langserve = {extras = ["server"], version = ">=0.0.30"}
+pydantic = "<2"
+openai = "^1.10.0"
+
+
+[tool.poetry.group.dev.dependencies]
+langchain-cli = ">=0.0.15"
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
diff --git a/langserve-aws-javascript/.gitignore b/langserve-aws-javascript/.gitignore
new file mode 100644
index 00000000..38e0e80b
--- /dev/null
+++ b/langserve-aws-javascript/.gitignore
@@ -0,0 +1,2 @@
+/node_modules/
+__pycache__
diff --git a/langserve-aws-javascript/Dockerfile b/langserve-aws-javascript/Dockerfile
new file mode 100644
index 00000000..bbdeea13
--- /dev/null
+++ b/langserve-aws-javascript/Dockerfile
@@ -0,0 +1,21 @@
+FROM python:3.11-slim
+
+RUN pip install poetry==1.6.1
+
+RUN poetry config virtualenvs.create false
+
+WORKDIR /code
+
+COPY ./pyproject.toml ./README.md ./poetry.lock* ./
+
+COPY ./package[s] ./packages
+
+RUN poetry install --no-interaction --no-ansi --no-root
+
+COPY ./app ./app
+
+RUN poetry install --no-interaction --no-ansi
+
+EXPOSE 8080
+
+CMD exec uvicorn app.server:app --host 0.0.0.0 --port 8080
diff --git a/langserve-aws-javascript/Pulumi.yaml b/langserve-aws-javascript/Pulumi.yaml
new file mode 100644
index 00000000..ecfbcea4
--- /dev/null
+++ b/langserve-aws-javascript/Pulumi.yaml
@@ -0,0 +1,28 @@
+name: ${PROJECT}
+description: ${DESCRIPTION}
+runtime:
+ name: nodejs
+ options:
+ typescript: false
+
+template:
+ description: A minimal Langserve AWS JavaScript Pulumi program
+ config:
+ vpc-cidr:
+ type: string
+ default: 10.0.0.0/16
+ subnet-1-cidr:
+ type: string
+ default: 10.0.0.0/24
+ subnet-2-cidr:
+ type: string
+ default: 10.0.1.0/24
+ container-context:
+ type: string
+ default: .
+ container-file:
+ type: string
+ default: ./Dockerfile
+ open-api-key:
+ type: string
+ secret: true
diff --git a/langserve-aws-javascript/README.md b/langserve-aws-javascript/README.md
new file mode 100644
index 00000000..9a525d6b
--- /dev/null
+++ b/langserve-aws-javascript/README.md
@@ -0,0 +1,89 @@
+# ${PROJECT}
+
+## Installation
+
+Install the LangChain CLI if you haven't yet
+
+```bash
+pip install -U langchain-cli
+```
+
+## Adding packages
+
+```bash
+# adding packages from
+# https://github.com/langchain-ai/langchain/tree/master/templates
+langchain app add $PROJECT_NAME
+
+# adding custom GitHub repo packages
+langchain app add --repo $OWNER/$REPO
+# or with whole git string (supports other git providers):
+# langchain app add git+https://github.com/hwchase17/chain-of-verification
+
+# with a custom api mount point (defaults to `/{package_name}`)
+langchain app add $PROJECT_NAME --api_path=/my/custom/path/rag
+```
+
+Note: you remove packages by their api path
+
+```bash
+langchain app remove my/custom/path/rag
+```
+
+## Setup LangSmith (Optional)
+LangSmith will help us trace, monitor and debug LangChain applications.
+LangSmith is currently in private beta, you can sign up [here](https://smith.langchain.com/).
+If you don't have access, you can skip this section
+
+
+```shell
+export LANGCHAIN_TRACING_V2=true
+export LANGCHAIN_API_KEY=
+export LANGCHAIN_PROJECT= # if not specified, defaults to "default"
+```
+
+## Launch LangServe
+
+```bash
+langchain serve
+```
+
+## Deploying to AWS
+
+Run the following command to deploy your LangServe app to AWS:
+
+```bash
+pulumi up
+```
+
+This will output the URL of your LangServe app. You can use this URL to make requests to your app.
+
+## Running in Docker
+
+This project folder includes a Dockerfile that allows you to easily build and host your LangServe app.
+
+### Building the Image
+
+To build the image, you simply:
+
+```shell
+docker build . -t my-langserve-app
+```
+
+If you tag your image with something other than `my-langserve-app`,
+note it for use in the next step.
+
+### Running the Image Locally
+
+To run the image, you'll need to include any environment variables
+necessary for your application.
+
+In the below example, we inject the `OPENAI_API_KEY` environment
+variable with the value set in my local environment
+(`$OPENAI_API_KEY`)
+
+We also expose port 8080 with the `-p 8080:8080` option.
+
+```shell
+docker run -e OPENAI_API_KEY=$OPENAI_API_KEY -p 8080:8080 my-langserve-app
+```
diff --git a/langserve-aws-javascript/app/__init__.py b/langserve-aws-javascript/app/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/langserve-aws-javascript/app/server.py b/langserve-aws-javascript/app/server.py
new file mode 100644
index 00000000..10c5d971
--- /dev/null
+++ b/langserve-aws-javascript/app/server.py
@@ -0,0 +1,27 @@
+from fastapi import FastAPI
+from fastapi.responses import RedirectResponse
+from langchain.chat_models import ChatAnthropic, ChatOpenAI
+from langserve import add_routes
+
+app = FastAPI(
+ title="LangChain Server",
+ version="1.0",
+ description="Spin up a simple api server using Langchain's Runnable interfaces",
+)
+
+
+@app.get("/", status_code=200)
+async def return_ok():
+ return {"status": "ok"}
+
+
+add_routes(
+ app,
+ ChatOpenAI(),
+ path="/openai",
+)
+
+if __name__ == "__main__":
+ import uvicorn
+
+ uvicorn.run(app, host="0.0.0.0", port=8000)
diff --git a/langserve-aws-javascript/index.js b/langserve-aws-javascript/index.js
new file mode 100644
index 00000000..636fb07b
--- /dev/null
+++ b/langserve-aws-javascript/index.js
@@ -0,0 +1,408 @@
+"use strict";
+const pulumi = require("@pulumi/pulumi");
+const aws = require("@pulumi/aws");
+const docker = require("@pulumi/docker");
+
+
+const config = new pulumi.Config();
+const vpcCidr = config.get("vpc-cidr") || "10.0.0.0/16";
+const subnet1Cidr = config.get("subnet-1-cidr") || "10.0.0.0/24";
+const subnet2Cidr = config.get("subnet-2-cidr") || "10.0.1.0/24";
+const containerContext = config.get("container-context") || ".";
+const containerFile = config.get("container-file") || "./Dockerfile";
+const openApiKey = config.get("open-api-key") || "CHANGEME";
+const availabilityZones = [
+ "eu-central-1a",
+ "eu-central-1b",
+];
+const current = aws.getCallerIdentityOutput({});
+const pulumiProject = pulumi.getProject();
+const pulumiStack = pulumi.getStack();
+const langserveEcrRepository = new aws.ecr.Repository("langserve-ecr-repository", {
+ name: `${pulumiProject}-${pulumiStack}`,
+ forceDelete: true,
+});
+const token = aws.ecr.getAuthorizationTokenOutput({
+ registryId: langserveEcrRepository.registryId,
+});
+const accountId = current.apply(current => current.accountId);
+const langserveEcrLifeCyclePolicy = new aws.ecr.LifecyclePolicy("langserve-ecr-life-cycle-policy", {
+ repository: langserveEcrRepository.name,
+ policy: JSON.stringify({
+ rules: [{
+ rulePriority: 1,
+ description: "Expire images when they are more than 10 available",
+ selection: {
+ tagStatus: "any",
+ countType: "imageCountMoreThan",
+ countNumber: 10,
+ },
+ action: {
+ type: "expire",
+ },
+ }],
+ }),
+});
+const langserveEcrImage = new docker.Image("langserve-ecr-image", {
+ build: {
+ platform: "linux/amd64",
+ context: containerContext,
+ dockerfile: containerFile,
+ },
+ imageName: langserveEcrRepository.repositoryUrl,
+ registry: {
+ server: langserveEcrRepository.repositoryUrl,
+ username: token.apply(token => token.userName),
+ password: pulumi.secret(token.apply(token => token.password)),
+ },
+});
+const langserveVpc = new aws.ec2.Vpc("langserve-vpc", {
+ cidrBlock: vpcCidr,
+ enableDnsHostnames: true,
+ enableDnsSupport: true,
+ instanceTenancy: "default",
+ tags: {
+ Name: `${pulumiProject}-${pulumiStack}`,
+ },
+});
+const langserveRt = new aws.ec2.RouteTable("langserve-rt", {
+ vpcId: langserveVpc.id,
+ tags: {
+ Name: `${pulumiProject}-${pulumiStack}`,
+ },
+});
+const langserveIgw = new aws.ec2.InternetGateway("langserve-igw", {
+ vpcId: langserveVpc.id,
+ tags: {
+ Name: `${pulumiProject}-${pulumiStack}`,
+ },
+});
+const langserveRoute = new aws.ec2.Route("langserve-route", {
+ routeTableId: langserveRt.id,
+ destinationCidrBlock: "0.0.0.0/0",
+ gatewayId: langserveIgw.id,
+});
+const langserveSubnet1 = new aws.ec2.Subnet("langserve-subnet1", {
+ vpcId: langserveVpc.id,
+ cidrBlock: subnet1Cidr,
+ availabilityZone: availabilityZones[0],
+ mapPublicIpOnLaunch: true,
+ tags: {
+ Name: `${pulumiProject}-${pulumiStack}-1`,
+ },
+});
+const langserveSubnet2 = new aws.ec2.Subnet("langserve-subnet2", {
+ vpcId: langserveVpc.id,
+ cidrBlock: subnet2Cidr,
+ availabilityZone: availabilityZones[1],
+ mapPublicIpOnLaunch: true,
+ tags: {
+ Name: `${pulumiProject}-${pulumiStack}-2`,
+ },
+});
+const langserveSubnet1RtAssoc = new aws.ec2.RouteTableAssociation("langserve-subnet1-rt-assoc", {
+ subnetId: langserveSubnet1.id,
+ routeTableId: langserveRt.id,
+});
+const langserveSubnet2RtAssoc = new aws.ec2.RouteTableAssociation("langserve-subnet2-rt-assoc", {
+ subnetId: langserveSubnet2.id,
+ routeTableId: langserveRt.id,
+});
+const langserveEcsCluster = new aws.ecs.Cluster("langserve-ecs-cluster", {
+ configuration: {
+ executeCommandConfiguration: {
+ logging: "DEFAULT",
+ },
+ },
+ settings: [{
+ name: "containerInsights",
+ value: "disabled",
+ }],
+ tags: {
+ Name: `${pulumiProject}-${pulumiStack}`,
+ },
+});
+const langserveClusterCapacityProviders = new aws.ecs.ClusterCapacityProviders("langserve-cluster-capacity-providers", {
+ clusterName: langserveEcsCluster.name,
+ capacityProviders: [
+ "FARGATE",
+ "FARGATE_SPOT",
+ ],
+});
+const langserveSecurityGroup = new aws.ec2.SecurityGroup("langserve-security-group", {
+ vpcId: langserveVpc.id,
+ ingress: [{
+ protocol: "tcp",
+ fromPort: 80,
+ toPort: 80,
+ cidrBlocks: ["0.0.0.0/0"],
+ }],
+ egress: [{
+ protocol: "-1",
+ fromPort: 0,
+ toPort: 0,
+ cidrBlocks: ["0.0.0.0/0"],
+ }],
+});
+const langserveLoadBalancer = new aws.lb.LoadBalancer("langserve-load-balancer", {
+ loadBalancerType: "application",
+ securityGroups: [langserveSecurityGroup.id],
+ subnets: [
+ langserveSubnet1.id,
+ langserveSubnet2.id,
+ ],
+});
+const langserveTargetGroup = new aws.lb.TargetGroup("langserve-target-group", {
+ port: 80,
+ protocol: "HTTP",
+ targetType: "ip",
+ vpcId: langserveVpc.id,
+});
+const langserveListener = new aws.lb.Listener("langserve-listener", {
+ loadBalancerArn: langserveLoadBalancer.arn,
+ port: 80,
+ protocol: "HTTP",
+ defaultActions: [{
+ type: "forward",
+ targetGroupArn: langserveTargetGroup.arn,
+ }],
+});
+const langserveLogGroup = new aws.cloudwatch.LogGroup("langserve-log-group", {retentionInDays: 7});
+const langserveKey = new aws.kms.Key("langserve-key", {
+ description: "Key for encrypting secrets",
+ enableKeyRotation: true,
+ policy: pulumi.all([accountId, accountId]).apply(([accountId, accountId1]) => JSON.stringify({
+ Version: "2012-10-17",
+ Statement: [
+ {
+ Effect: "Allow",
+ Principal: {
+ AWS: `arn:aws:iam::${accountId}:root`,
+ },
+ Action: [
+ "kms:Create*",
+ "kms:Describe*",
+ "kms:Enable*",
+ "kms:List*",
+ "kms:Put*",
+ "kms:Update*",
+ "kms:Revoke*",
+ "kms:Disable*",
+ "kms:Get*",
+ "kms:Delete*",
+ "kms:ScheduleKeyDeletion",
+ "kms:CancelKeyDeletion",
+ "kms:Tag*",
+ "kms:UntagResource",
+ ],
+ Resource: "*",
+ },
+ {
+ Effect: "Allow",
+ Principal: {
+ AWS: `arn:aws:iam::${accountId1}:root`,
+ },
+ Action: [
+ "kms:Encrypt",
+ "kms:Decrypt",
+ "kms:ReEncrypt*",
+ "kms:GenerateDataKey*",
+ "kms:DescribeKey",
+ ],
+ Resource: "*",
+ },
+ ],
+ })),
+ tags: {
+ "pulumi-application": pulumiProject,
+ "pulumi-environment": pulumiStack,
+ },
+});
+const langserveSsmParameter = new aws.ssm.Parameter("langserve-ssm-parameter", {
+ type: "SecureString",
+ value: openApiKey,
+ keyId: langserveKey.keyId,
+ name: `/pulumi/${pulumiProject}/${pulumiStack}/OPENAI_API_KEY`,
+ tags: {
+ "pulumi-application": pulumiProject,
+ "pulumi-environment": pulumiStack,
+ },
+});
+const langserveExecutionRole = new aws.iam.Role("langserve-execution-role", {
+ assumeRolePolicy: JSON.stringify({
+ Statement: [{
+ Action: "sts:AssumeRole",
+ Effect: "Allow",
+ Principal: {
+ Service: "ecs-tasks.amazonaws.com",
+ },
+ }],
+ Version: "2012-10-17",
+ }),
+ inlinePolicies: [{
+ name: `${pulumiProject}-${pulumiStack}-service-secrets-policy`,
+ policy: pulumi.all([langserveSsmParameter.arn, langserveKey.arn]).apply(([langserveSsmParameterArn, langserveKeyArn]) => JSON.stringify({
+ Version: "2012-10-17",
+ Statement: [
+ {
+ Action: ["ssm:GetParameters"],
+ Condition: {
+ StringEquals: {
+ "ssm:ResourceTag/pulumi-application": pulumiProject,
+ "ssm:ResourceTag/pulumi-environment": pulumiStack,
+ },
+ },
+ Effect: "Allow",
+ Resource: [langserveSsmParameterArn],
+ },
+ {
+ Action: ["kms:Decrypt"],
+ Condition: {
+ StringEquals: {
+ "aws:ResourceTag/pulumi-application": pulumiProject,
+ "aws:ResourceTag/pulumi-environment": pulumiStack,
+ },
+ },
+ Effect: "Allow",
+ Resource: [langserveKeyArn],
+ Sid: "DecryptTaggedKMSKey",
+ },
+ ],
+ })),
+ }],
+ managedPolicyArns: ["arn:aws:iam::aws:policy/service-role/AmazonECSTaskExecutionRolePolicy"],
+});
+const langserveTaskRole = new aws.iam.Role("langserve-task-role", {
+ assumeRolePolicy: JSON.stringify({
+ Statement: [{
+ Action: "sts:AssumeRole",
+ Effect: "Allow",
+ Principal: {
+ Service: "ecs-tasks.amazonaws.com",
+ },
+ }],
+ Version: "2012-10-17",
+ }),
+ inlinePolicies: [
+ {
+ name: "ExecuteCommand",
+ policy: JSON.stringify({
+ Version: "2012-10-17",
+ Statement: [
+ {
+ Action: [
+ "ssmmessages:CreateControlChannel",
+ "ssmmessages:OpenControlChannel",
+ "ssmmessages:CreateDataChannel",
+ "ssmmessages:OpenDataChannel",
+ ],
+ Effect: "Allow",
+ Resource: "*",
+ },
+ {
+ Action: [
+ "logs:CreateLogStream",
+ "logs:DescribeLogGroups",
+ "logs:DescribeLogStreams",
+ "logs:PutLogEvents",
+ ],
+ Effect: "Allow",
+ Resource: "*",
+ },
+ ],
+ }),
+ },
+ {
+ name: "DenyIAM",
+ policy: JSON.stringify({
+ Version: "2012-10-17",
+ Statement: [{
+ Action: "iam:*",
+ Effect: "Deny",
+ Resource: "*",
+ }],
+ }),
+ },
+ ],
+});
+const langserveTaskDefinition = new aws.ecs.TaskDefinition("langserve-task-definition", {
+ family: `${pulumiProject}-${pulumiStack}`,
+ cpu: "256",
+ memory: "512",
+ networkMode: "awsvpc",
+ executionRoleArn: langserveExecutionRole.arn,
+ taskRoleArn: langserveTaskRole.arn,
+ requiresCompatibilities: ["FARGATE"],
+ containerDefinitions: pulumi.all([langserveEcrImage.repoDigest, langserveSsmParameter.name, langserveLogGroup.name]).apply(([repoDigest, langserveSsmParameterName, langserveLogGroupName]) => JSON.stringify([{
+ name: `${pulumiProject}-${pulumiStack}-service`,
+ image: repoDigest,
+ cpu: 0,
+ portMappings: [{
+ name: "target",
+ containerPort: 8080,
+ hostPort: 8080,
+ protocol: "tcp",
+ }],
+ essential: true,
+ secrets: [{
+ name: "OPENAI_API_KEY",
+ valueFrom: langserveSsmParameterName,
+ }],
+ logConfiguration: {
+ logDriver: "awslogs",
+ options: {
+ "awslogs-group": langserveLogGroupName,
+ "awslogs-region": "eu-central-1",
+ "awslogs-stream-prefix": "pulumi-langserve",
+ },
+ },
+ }])),
+});
+const langserveEcsSecurityGroup = new aws.ec2.SecurityGroup("langserve-ecs-security-group", {
+ vpcId: langserveVpc.id,
+ ingress: [{
+ protocol: "-1",
+ fromPort: 0,
+ toPort: 0,
+ cidrBlocks: ["0.0.0.0/0"],
+ }],
+ egress: [{
+ protocol: "-1",
+ fromPort: 0,
+ toPort: 0,
+ cidrBlocks: ["0.0.0.0/0"],
+ }],
+});
+const langserveServiceDiscoveryNamespace = new aws.servicediscovery.PrivateDnsNamespace("langserve-service-discovery-namespace", {
+ name: `${pulumiStack}.${pulumiProject}.local`,
+ vpc: langserveVpc.id,
+});
+const langserveService = new aws.ecs.Service("langserve-service", {
+ cluster: langserveEcsCluster.arn,
+ taskDefinition: langserveTaskDefinition.arn,
+ desiredCount: 1,
+ launchType: "FARGATE",
+ networkConfiguration: {
+ assignPublicIp: true,
+ securityGroups: [langserveEcsSecurityGroup.id],
+ subnets: [
+ langserveSubnet1.id,
+ langserveSubnet2.id,
+ ],
+ },
+ loadBalancers: [{
+ targetGroupArn: langserveTargetGroup.arn,
+ containerName: `${pulumiProject}-${pulumiStack}-service`,
+ containerPort: 8080,
+ }],
+ schedulingStrategy: "REPLICA",
+ serviceConnectConfiguration: {
+ enabled: true,
+ namespace: langserveServiceDiscoveryNamespace.arn,
+ },
+ tags: {
+ Name: `${pulumiProject}-${pulumiStack}`,
+ },
+});
+
+exports.url = pulumi.interpolate`http://${langserveLoadBalancer.dnsName}`;
diff --git a/langserve-aws-javascript/package.json b/langserve-aws-javascript/package.json
new file mode 100644
index 00000000..ce5a9528
--- /dev/null
+++ b/langserve-aws-javascript/package.json
@@ -0,0 +1,9 @@
+{
+ "name": "${PROJECT}",
+ "main": "index.js",
+ "dependencies": {
+ "@pulumi/pulumi": "^3.0.0",
+ "@pulumi/aws": "^6.0.0",
+ "@pulumi/docker": "^4.0.0"
+ }
+}
diff --git a/langserve-aws-javascript/packages/README.md b/langserve-aws-javascript/packages/README.md
new file mode 100644
index 00000000..e69de29b
diff --git a/langserve-aws-javascript/poetry.lock b/langserve-aws-javascript/poetry.lock
new file mode 100644
index 00000000..54e560aa
--- /dev/null
+++ b/langserve-aws-javascript/poetry.lock
@@ -0,0 +1,1611 @@
+# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+
+[[package]]
+name = "aiohttp"
+version = "3.9.1"
+description = "Async http client/server framework (asyncio)"
+optional = false
+python-versions = ">=3.8"
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+ {file = "yarl-1.9.4-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:26a1dc6285e03f3cc9e839a2da83bcbf31dcb0d004c72d0730e755b33466c30e"},
+ {file = "yarl-1.9.4-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:18580f672e44ce1238b82f7fb87d727c4a131f3a9d33a5e0e82b793362bf18b4"},
+ {file = "yarl-1.9.4-cp39-cp39-musllinux_1_1_ppc64le.whl", hash = "sha256:29e0f83f37610f173eb7e7b5562dd71467993495e568e708d99e9d1944f561ec"},
+ {file = "yarl-1.9.4-cp39-cp39-musllinux_1_1_s390x.whl", hash = "sha256:1f23e4fe1e8794f74b6027d7cf19dc25f8b63af1483d91d595d4a07eca1fb26c"},
+ {file = "yarl-1.9.4-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:db8e58b9d79200c76956cefd14d5c90af54416ff5353c5bfd7cbe58818e26ef0"},
+ {file = "yarl-1.9.4-cp39-cp39-win32.whl", hash = "sha256:c7224cab95645c7ab53791022ae77a4509472613e839dab722a72abe5a684575"},
+ {file = "yarl-1.9.4-cp39-cp39-win_amd64.whl", hash = "sha256:824d6c50492add5da9374875ce72db7a0733b29c2394890aef23d533106e2b15"},
+ {file = "yarl-1.9.4-py3-none-any.whl", hash = "sha256:928cecb0ef9d5a7946eb6ff58417ad2fe9375762382f1bf5c55e61645f2c43ad"},
+ {file = "yarl-1.9.4.tar.gz", hash = "sha256:566db86717cf8080b99b58b083b773a908ae40f06681e87e589a976faf8246bf"},
+]
+
+[package.dependencies]
+idna = ">=2.0"
+multidict = ">=4.0"
+
+[metadata]
+lock-version = "2.0"
+python-versions = "^3.11"
+content-hash = "829ef9d553ce47e994fe4c42e416787a9c62495506da81c4a73662cd21667c1e"
diff --git a/langserve-aws-javascript/pyproject.toml b/langserve-aws-javascript/pyproject.toml
new file mode 100644
index 00000000..74738db0
--- /dev/null
+++ b/langserve-aws-javascript/pyproject.toml
@@ -0,0 +1,24 @@
+[tool.poetry]
+name = "${PROJECT}"
+version = "0.1.0"
+description = ""
+authors = ["Your Name "]
+readme = "README.md"
+packages = [
+ { include = "app" },
+]
+
+[tool.poetry.dependencies]
+python = "^3.11"
+uvicorn = "^0.23.2"
+langserve = {extras = ["server"], version = ">=0.0.30"}
+pydantic = "<2"
+openai = "^1.10.0"
+
+
+[tool.poetry.group.dev.dependencies]
+langchain-cli = ">=0.0.15"
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
diff --git a/langserve-aws-python/.gitignore b/langserve-aws-python/.gitignore
new file mode 100644
index 00000000..894a640f
--- /dev/null
+++ b/langserve-aws-python/.gitignore
@@ -0,0 +1,3 @@
+*.pyc
+venv/
+__pycache__
diff --git a/langserve-aws-python/Dockerfile b/langserve-aws-python/Dockerfile
new file mode 100644
index 00000000..bbdeea13
--- /dev/null
+++ b/langserve-aws-python/Dockerfile
@@ -0,0 +1,21 @@
+FROM python:3.11-slim
+
+RUN pip install poetry==1.6.1
+
+RUN poetry config virtualenvs.create false
+
+WORKDIR /code
+
+COPY ./pyproject.toml ./README.md ./poetry.lock* ./
+
+COPY ./package[s] ./packages
+
+RUN poetry install --no-interaction --no-ansi --no-root
+
+COPY ./app ./app
+
+RUN poetry install --no-interaction --no-ansi
+
+EXPOSE 8080
+
+CMD exec uvicorn app.server:app --host 0.0.0.0 --port 8080
diff --git a/langserve-aws-python/Pulumi.yaml b/langserve-aws-python/Pulumi.yaml
new file mode 100644
index 00000000..32fa41ee
--- /dev/null
+++ b/langserve-aws-python/Pulumi.yaml
@@ -0,0 +1,25 @@
+name: ${PROJECT}
+description: ${DESCRIPTION}
+runtime: python
+
+template:
+ description: A minimal Langserve AWS Python Pulumi program
+ config:
+ vpc-cidr:
+ type: string
+ default: 10.0.0.0/16
+ subnet-1-cidr:
+ type: string
+ default: 10.0.0.0/24
+ subnet-2-cidr:
+ type: string
+ default: 10.0.1.0/24
+ container-context:
+ type: string
+ default: .
+ container-file:
+ type: string
+ default: ./Dockerfile
+ open-api-key:
+ type: string
+ secret: true
diff --git a/langserve-aws-python/README.md b/langserve-aws-python/README.md
new file mode 100644
index 00000000..9a525d6b
--- /dev/null
+++ b/langserve-aws-python/README.md
@@ -0,0 +1,89 @@
+# ${PROJECT}
+
+## Installation
+
+Install the LangChain CLI if you haven't yet
+
+```bash
+pip install -U langchain-cli
+```
+
+## Adding packages
+
+```bash
+# adding packages from
+# https://github.com/langchain-ai/langchain/tree/master/templates
+langchain app add $PROJECT_NAME
+
+# adding custom GitHub repo packages
+langchain app add --repo $OWNER/$REPO
+# or with whole git string (supports other git providers):
+# langchain app add git+https://github.com/hwchase17/chain-of-verification
+
+# with a custom api mount point (defaults to `/{package_name}`)
+langchain app add $PROJECT_NAME --api_path=/my/custom/path/rag
+```
+
+Note: you remove packages by their api path
+
+```bash
+langchain app remove my/custom/path/rag
+```
+
+## Setup LangSmith (Optional)
+LangSmith will help us trace, monitor and debug LangChain applications.
+LangSmith is currently in private beta, you can sign up [here](https://smith.langchain.com/).
+If you don't have access, you can skip this section
+
+
+```shell
+export LANGCHAIN_TRACING_V2=true
+export LANGCHAIN_API_KEY=
+export LANGCHAIN_PROJECT= # if not specified, defaults to "default"
+```
+
+## Launch LangServe
+
+```bash
+langchain serve
+```
+
+## Deploying to AWS
+
+Run the following command to deploy your LangServe app to AWS:
+
+```bash
+pulumi up
+```
+
+This will output the URL of your LangServe app. You can use this URL to make requests to your app.
+
+## Running in Docker
+
+This project folder includes a Dockerfile that allows you to easily build and host your LangServe app.
+
+### Building the Image
+
+To build the image, you simply:
+
+```shell
+docker build . -t my-langserve-app
+```
+
+If you tag your image with something other than `my-langserve-app`,
+note it for use in the next step.
+
+### Running the Image Locally
+
+To run the image, you'll need to include any environment variables
+necessary for your application.
+
+In the below example, we inject the `OPENAI_API_KEY` environment
+variable with the value set in my local environment
+(`$OPENAI_API_KEY`)
+
+We also expose port 8080 with the `-p 8080:8080` option.
+
+```shell
+docker run -e OPENAI_API_KEY=$OPENAI_API_KEY -p 8080:8080 my-langserve-app
+```
diff --git a/langserve-aws-python/__main__.py b/langserve-aws-python/__main__.py
new file mode 100644
index 00000000..d575fb32
--- /dev/null
+++ b/langserve-aws-python/__main__.py
@@ -0,0 +1,391 @@
+import pulumi
+import json
+import pulumi_aws as aws
+import pulumi_docker as docker
+
+config = pulumi.Config()
+vpc_cidr = config.get("vpc-cidr")
+if vpc_cidr is None:
+ vpc_cidr = "10.0.0.0/16"
+subnet1_cidr = config.get("subnet-1-cidr")
+if subnet1_cidr is None:
+ subnet1_cidr = "10.0.0.0/24"
+subnet2_cidr = config.get("subnet-2-cidr")
+if subnet2_cidr is None:
+ subnet2_cidr = "10.0.1.0/24"
+container_context = config.get("container-context")
+if container_context is None:
+ container_context = "."
+container_file = config.get("container-file")
+if container_file is None:
+ container_file = "./Dockerfile"
+open_api_key = config.get("open-api-key")
+if open_api_key is None:
+ open_api_key = "CHANGEME"
+availability_zones = [
+ "eu-central-1a",
+ "eu-central-1b",
+]
+current = aws.get_caller_identity_output()
+pulumi_project = pulumi.get_project()
+pulumi_stack = pulumi.get_stack()
+langserve_ecr_repository = aws.ecr.Repository("langserve-ecr-repository",
+ name=f"{pulumi_project}-{pulumi_stack}",
+ force_delete=True)
+token = aws.ecr.get_authorization_token_output(registry_id=langserve_ecr_repository.registry_id)
+account_id = current.account_id
+langserve_ecr_life_cycle_policy = aws.ecr.LifecyclePolicy("langserve-ecr-life-cycle-policy",
+ repository=langserve_ecr_repository.name,
+ policy=json.dumps({
+ "rules": [{
+ "rulePriority": 1,
+ "description": "Expire images when they are more than 10 available",
+ "selection": {
+ "tagStatus": "any",
+ "countType": "imageCountMoreThan",
+ "countNumber": 10,
+ },
+ "action": {
+ "type": "expire",
+ },
+ }],
+ }))
+langserve_ecr_image = docker.Image("langserve-ecr-image",
+ build=docker.DockerBuildArgs(
+ platform="linux/amd64",
+ context=container_context,
+ dockerfile=container_file,
+ ),
+ image_name=langserve_ecr_repository.repository_url,
+ registry=docker.RegistryArgs(
+ server=langserve_ecr_repository.repository_url,
+ username=token.user_name,
+ password=pulumi.Output.secret(token.password),
+ ))
+langserve_vpc = aws.ec2.Vpc("langserve-vpc",
+ cidr_block=vpc_cidr,
+ enable_dns_hostnames=True,
+ enable_dns_support=True,
+ instance_tenancy="default",
+ tags={
+ "Name": f"{pulumi_project}-{pulumi_stack}",
+ })
+langserve_rt = aws.ec2.RouteTable("langserve-rt",
+ vpc_id=langserve_vpc.id,
+ tags={
+ "Name": f"{pulumi_project}-{pulumi_stack}",
+ })
+langserve_igw = aws.ec2.InternetGateway("langserve-igw",
+ vpc_id=langserve_vpc.id,
+ tags={
+ "Name": f"{pulumi_project}-{pulumi_stack}",
+ })
+langserve_route = aws.ec2.Route("langserve-route",
+ route_table_id=langserve_rt.id,
+ destination_cidr_block="0.0.0.0/0",
+ gateway_id=langserve_igw.id)
+langserve_subnet1 = aws.ec2.Subnet("langserve-subnet1",
+ vpc_id=langserve_vpc.id,
+ cidr_block=subnet1_cidr,
+ availability_zone=availability_zones[0],
+ map_public_ip_on_launch=True,
+ tags={
+ "Name": f"{pulumi_project}-{pulumi_stack}-1",
+ })
+langserve_subnet2 = aws.ec2.Subnet("langserve-subnet2",
+ vpc_id=langserve_vpc.id,
+ cidr_block=subnet2_cidr,
+ availability_zone=availability_zones[1],
+ map_public_ip_on_launch=True,
+ tags={
+ "Name": f"{pulumi_project}-{pulumi_stack}-2",
+ })
+langserve_subnet1_rt_assoc = aws.ec2.RouteTableAssociation("langserve-subnet1-rt-assoc",
+ subnet_id=langserve_subnet1.id,
+ route_table_id=langserve_rt.id)
+langserve_subnet2_rt_assoc = aws.ec2.RouteTableAssociation("langserve-subnet2-rt-assoc",
+ subnet_id=langserve_subnet2.id,
+ route_table_id=langserve_rt.id)
+langserve_ecs_cluster = aws.ecs.Cluster("langserve-ecs-cluster",
+ configuration=aws.ecs.ClusterConfigurationArgs(
+ execute_command_configuration=aws.ecs.ClusterConfigurationExecuteCommandConfigurationArgs(
+ logging="DEFAULT",
+ ),
+ ),
+ settings=[aws.ecs.ClusterSettingArgs(
+ name="containerInsights",
+ value="disabled",
+ )],
+ tags={
+ "Name": f"{pulumi_project}-{pulumi_stack}",
+ })
+langserve_cluster_capacity_providers = aws.ecs.ClusterCapacityProviders("langserve-cluster-capacity-providers",
+ cluster_name=langserve_ecs_cluster.name,
+ capacity_providers=[
+ "FARGATE",
+ "FARGATE_SPOT",
+ ])
+langserve_security_group = aws.ec2.SecurityGroup("langserve-security-group",
+ vpc_id=langserve_vpc.id,
+ ingress=[aws.ec2.SecurityGroupIngressArgs(
+ protocol="tcp",
+ from_port=80,
+ to_port=80,
+ cidr_blocks=["0.0.0.0/0"],
+ )],
+ egress=[aws.ec2.SecurityGroupEgressArgs(
+ protocol="-1",
+ from_port=0,
+ to_port=0,
+ cidr_blocks=["0.0.0.0/0"],
+ )])
+langserve_load_balancer = aws.lb.LoadBalancer("langserve-load-balancer",
+ load_balancer_type="application",
+ security_groups=[langserve_security_group.id],
+ subnets=[
+ langserve_subnet1.id,
+ langserve_subnet2.id,
+ ])
+langserve_target_group = aws.lb.TargetGroup("langserve-target-group",
+ port=80,
+ protocol="HTTP",
+ target_type="ip",
+ vpc_id=langserve_vpc.id)
+langserve_listener = aws.lb.Listener("langserve-listener",
+ load_balancer_arn=langserve_load_balancer.arn,
+ port=80,
+ protocol="HTTP",
+ default_actions=[aws.lb.ListenerDefaultActionArgs(
+ type="forward",
+ target_group_arn=langserve_target_group.arn,
+ )])
+langserve_log_group = aws.cloudwatch.LogGroup("langserve-log-group", retention_in_days=7)
+langserve_key = aws.kms.Key("langserve-key",
+ description="Key for encrypting secrets",
+ enable_key_rotation=True,
+ policy=account_id.apply(lambda account_id: json.dumps({
+ "Version": "2012-10-17",
+ "Statement": [
+ {
+ "Effect": "Allow",
+ "Principal": {
+ "AWS": f"arn:aws:iam::{account_id}:root",
+ },
+ "Action": [
+ "kms:Create*",
+ "kms:Describe*",
+ "kms:Enable*",
+ "kms:List*",
+ "kms:Put*",
+ "kms:Update*",
+ "kms:Revoke*",
+ "kms:Disable*",
+ "kms:Get*",
+ "kms:Delete*",
+ "kms:ScheduleKeyDeletion",
+ "kms:CancelKeyDeletion",
+ "kms:Tag*",
+ "kms:UntagResource",
+ ],
+ "Resource": "*",
+ },
+ {
+ "Effect": "Allow",
+ "Principal": {
+ "AWS": f"arn:aws:iam::{account_id}:root",
+ },
+ "Action": [
+ "kms:Encrypt",
+ "kms:Decrypt",
+ "kms:ReEncrypt*",
+ "kms:GenerateDataKey*",
+ "kms:DescribeKey",
+ ],
+ "Resource": "*",
+ },
+ ],
+ })),
+ tags={
+ "pulumi-application": pulumi_project,
+ "pulumi-environment": pulumi_stack,
+ })
+langserve_ssm_parameter = aws.ssm.Parameter("langserve-ssm-parameter",
+ type="SecureString",
+ value=open_api_key,
+ key_id=langserve_key.key_id,
+ name=f"/pulumi/{pulumi_project}/{pulumi_stack}/OPENAI_API_KEY",
+ tags={
+ "pulumi-application": pulumi_project,
+ "pulumi-environment": pulumi_stack,
+ })
+langserve_execution_role = aws.iam.Role("langserve-execution-role",
+ assume_role_policy=json.dumps({
+ "Statement": [{
+ "Action": "sts:AssumeRole",
+ "Effect": "Allow",
+ "Principal": {
+ "Service": "ecs-tasks.amazonaws.com",
+ },
+ }],
+ "Version": "2012-10-17",
+ }),
+ inline_policies=[aws.iam.RoleInlinePolicyArgs(
+ name=f"{pulumi_project}-{pulumi_stack}-service-secrets-policy",
+ policy=pulumi.Output.all(langserve_ssm_parameter.arn, langserve_key.arn).apply(lambda langserveSsmParameterArn, langserveKeyArn: json.dumps({
+ "Version": "2012-10-17",
+ "Statement": [
+ {
+ "Action": ["ssm:GetParameters"],
+ "Condition": {
+ "StringEquals": {
+ "ssm:ResourceTag/pulumi-application": pulumi_project,
+ "ssm:ResourceTag/pulumi-environment": pulumi_stack,
+ },
+ },
+ "Effect": "Allow",
+ "Resource": [langserve_ssm_parameter_arn],
+ },
+ {
+ "Action": ["kms:Decrypt"],
+ "Condition": {
+ "StringEquals": {
+ "aws:ResourceTag/pulumi-application": pulumi_project,
+ "aws:ResourceTag/pulumi-environment": pulumi_stack,
+ },
+ },
+ "Effect": "Allow",
+ "Resource": [langserve_key_arn],
+ "Sid": "DecryptTaggedKMSKey",
+ },
+ ],
+ })),
+ )],
+ managed_policy_arns=["arn:aws:iam::aws:policy/service-role/AmazonECSTaskExecutionRolePolicy"])
+langserve_task_role = aws.iam.Role("langserve-task-role",
+ assume_role_policy=json.dumps({
+ "Statement": [{
+ "Action": "sts:AssumeRole",
+ "Effect": "Allow",
+ "Principal": {
+ "Service": "ecs-tasks.amazonaws.com",
+ },
+ }],
+ "Version": "2012-10-17",
+ }),
+ inline_policies=[
+ aws.iam.RoleInlinePolicyArgs(
+ name="ExecuteCommand",
+ policy=json.dumps({
+ "Version": "2012-10-17",
+ "Statement": [
+ {
+ "Action": [
+ "ssmmessages:CreateControlChannel",
+ "ssmmessages:OpenControlChannel",
+ "ssmmessages:CreateDataChannel",
+ "ssmmessages:OpenDataChannel",
+ ],
+ "Effect": "Allow",
+ "Resource": "*",
+ },
+ {
+ "Action": [
+ "logs:CreateLogStream",
+ "logs:DescribeLogGroups",
+ "logs:DescribeLogStreams",
+ "logs:PutLogEvents",
+ ],
+ "Effect": "Allow",
+ "Resource": "*",
+ },
+ ],
+ }),
+ ),
+ aws.iam.RoleInlinePolicyArgs(
+ name="DenyIAM",
+ policy=json.dumps({
+ "Version": "2012-10-17",
+ "Statement": [{
+ "Action": "iam:*",
+ "Effect": "Deny",
+ "Resource": "*",
+ }],
+ }),
+ ),
+ ])
+langserve_task_definition = aws.ecs.TaskDefinition("langserve-task-definition",
+ family=f"{pulumi_project}-{pulumi_stack}",
+ cpu="256",
+ memory="512",
+ network_mode="awsvpc",
+ execution_role_arn=langserve_execution_role.arn,
+ task_role_arn=langserve_task_role.arn,
+ requires_compatibilities=["FARGATE"],
+ container_definitions=pulumi.Output.all(langserve_ecr_image.repo_digest, langserve_ssm_parameter.name, langserve_log_group.name).apply(lambda repo_digest, langserveSsmParameterName, langserveLogGroupName: json.dumps([{
+ "name": f"{pulumi_project}-{pulumi_stack}-service",
+ "image": repo_digest,
+ "cpu": 0,
+ "portMappings": [{
+ "name": "target",
+ "containerPort": 8080,
+ "hostPort": 8080,
+ "protocol": "tcp",
+ }],
+ "essential": True,
+ "secrets": [{
+ "name": "OPENAI_API_KEY",
+ "valueFrom": langserve_ssm_parameter_name,
+ }],
+ "logConfiguration": {
+ "logDriver": "awslogs",
+ "options": {
+ "awslogs-group": langserve_log_group_name,
+ "awslogs-region": "eu-central-1",
+ "awslogs-stream-prefix": "pulumi-langserve",
+ },
+ },
+ }])))
+langserve_ecs_security_group = aws.ec2.SecurityGroup("langserve-ecs-security-group",
+ vpc_id=langserve_vpc.id,
+ ingress=[aws.ec2.SecurityGroupIngressArgs(
+ protocol="-1",
+ from_port=0,
+ to_port=0,
+ cidr_blocks=["0.0.0.0/0"],
+ )],
+ egress=[aws.ec2.SecurityGroupEgressArgs(
+ protocol="-1",
+ from_port=0,
+ to_port=0,
+ cidr_blocks=["0.0.0.0/0"],
+ )])
+langserve_service_discovery_namespace = aws.servicediscovery.PrivateDnsNamespace("langserve-service-discovery-namespace",
+ name=f"{pulumi_stack}.{pulumi_project}.local",
+ vpc=langserve_vpc.id)
+langserve_service = aws.ecs.Service("langserve-service",
+ cluster=langserve_ecs_cluster.arn,
+ task_definition=langserve_task_definition.arn,
+ desired_count=1,
+ launch_type="FARGATE",
+ network_configuration=aws.ecs.ServiceNetworkConfigurationArgs(
+ assign_public_ip=True,
+ security_groups=[langserve_ecs_security_group.id],
+ subnets=[
+ langserve_subnet1.id,
+ langserve_subnet2.id,
+ ],
+ ),
+ load_balancers=[aws.ecs.ServiceLoadBalancerArgs(
+ target_group_arn=langserve_target_group.arn,
+ container_name=f"{pulumi_project}-{pulumi_stack}-service",
+ container_port=8080,
+ )],
+ scheduling_strategy="REPLICA",
+ service_connect_configuration=aws.ecs.ServiceServiceConnectConfigurationArgs(
+ enabled=True,
+ namespace=langserve_service_discovery_namespace.arn,
+ ),
+ tags={
+ "Name": f"{pulumi_project}-{pulumi_stack}",
+ })
+pulumi.export("url", langserve_load_balancer.dns_name.apply(lambda dns_name: f"http://{dns_name}"))
diff --git a/langserve-aws-python/app/__init__.py b/langserve-aws-python/app/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/langserve-aws-python/app/server.py b/langserve-aws-python/app/server.py
new file mode 100644
index 00000000..10c5d971
--- /dev/null
+++ b/langserve-aws-python/app/server.py
@@ -0,0 +1,27 @@
+from fastapi import FastAPI
+from fastapi.responses import RedirectResponse
+from langchain.chat_models import ChatAnthropic, ChatOpenAI
+from langserve import add_routes
+
+app = FastAPI(
+ title="LangChain Server",
+ version="1.0",
+ description="Spin up a simple api server using Langchain's Runnable interfaces",
+)
+
+
+@app.get("/", status_code=200)
+async def return_ok():
+ return {"status": "ok"}
+
+
+add_routes(
+ app,
+ ChatOpenAI(),
+ path="/openai",
+)
+
+if __name__ == "__main__":
+ import uvicorn
+
+ uvicorn.run(app, host="0.0.0.0", port=8000)
diff --git a/langserve-aws-python/packages/README.md b/langserve-aws-python/packages/README.md
new file mode 100644
index 00000000..e69de29b
diff --git a/langserve-aws-python/poetry.lock b/langserve-aws-python/poetry.lock
new file mode 100644
index 00000000..54e560aa
--- /dev/null
+++ b/langserve-aws-python/poetry.lock
@@ -0,0 +1,1611 @@
+# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+
+[[package]]
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+]
+
+[package.dependencies]
+idna = ">=2.0"
+multidict = ">=4.0"
+
+[metadata]
+lock-version = "2.0"
+python-versions = "^3.11"
+content-hash = "829ef9d553ce47e994fe4c42e416787a9c62495506da81c4a73662cd21667c1e"
diff --git a/langserve-aws-python/pyproject.toml b/langserve-aws-python/pyproject.toml
new file mode 100644
index 00000000..74738db0
--- /dev/null
+++ b/langserve-aws-python/pyproject.toml
@@ -0,0 +1,24 @@
+[tool.poetry]
+name = "${PROJECT}"
+version = "0.1.0"
+description = ""
+authors = ["Your Name "]
+readme = "README.md"
+packages = [
+ { include = "app" },
+]
+
+[tool.poetry.dependencies]
+python = "^3.11"
+uvicorn = "^0.23.2"
+langserve = {extras = ["server"], version = ">=0.0.30"}
+pydantic = "<2"
+openai = "^1.10.0"
+
+
+[tool.poetry.group.dev.dependencies]
+langchain-cli = ">=0.0.15"
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
diff --git a/langserve-aws-python/requirements.txt b/langserve-aws-python/requirements.txt
new file mode 100644
index 00000000..10227b87
--- /dev/null
+++ b/langserve-aws-python/requirements.txt
@@ -0,0 +1,3 @@
+pulumi>=3.0.0,<4.0.0
+pulumi-aws==6.19.0
+pulumi-docker==4.5.1
diff --git a/langserve-aws-typescript/.gitignore b/langserve-aws-typescript/.gitignore
new file mode 100644
index 00000000..78b552c4
--- /dev/null
+++ b/langserve-aws-typescript/.gitignore
@@ -0,0 +1,3 @@
+/bin/
+/node_modules/
+__pycache__
diff --git a/langserve-aws-typescript/Dockerfile b/langserve-aws-typescript/Dockerfile
new file mode 100644
index 00000000..bbdeea13
--- /dev/null
+++ b/langserve-aws-typescript/Dockerfile
@@ -0,0 +1,21 @@
+FROM python:3.11-slim
+
+RUN pip install poetry==1.6.1
+
+RUN poetry config virtualenvs.create false
+
+WORKDIR /code
+
+COPY ./pyproject.toml ./README.md ./poetry.lock* ./
+
+COPY ./package[s] ./packages
+
+RUN poetry install --no-interaction --no-ansi --no-root
+
+COPY ./app ./app
+
+RUN poetry install --no-interaction --no-ansi
+
+EXPOSE 8080
+
+CMD exec uvicorn app.server:app --host 0.0.0.0 --port 8080
diff --git a/langserve-aws-typescript/Pulumi.yaml b/langserve-aws-typescript/Pulumi.yaml
new file mode 100644
index 00000000..966465dc
--- /dev/null
+++ b/langserve-aws-typescript/Pulumi.yaml
@@ -0,0 +1,25 @@
+name: ${PROJECT}
+description: ${DESCRIPTION}
+runtime: nodejs
+
+template:
+ description: A minimal Langserve AWS TypeScript Pulumi program
+ config:
+ vpc-cidr:
+ type: string
+ default: 10.0.0.0/16
+ subnet-1-cidr:
+ type: string
+ default: 10.0.0.0/24
+ subnet-2-cidr:
+ type: string
+ default: 10.0.1.0/24
+ container-context:
+ type: string
+ default: .
+ container-file:
+ type: string
+ default: ./Dockerfile
+ open-api-key:
+ type: string
+ secret: true
diff --git a/langserve-aws-typescript/README.md b/langserve-aws-typescript/README.md
new file mode 100644
index 00000000..9a525d6b
--- /dev/null
+++ b/langserve-aws-typescript/README.md
@@ -0,0 +1,89 @@
+# ${PROJECT}
+
+## Installation
+
+Install the LangChain CLI if you haven't yet
+
+```bash
+pip install -U langchain-cli
+```
+
+## Adding packages
+
+```bash
+# adding packages from
+# https://github.com/langchain-ai/langchain/tree/master/templates
+langchain app add $PROJECT_NAME
+
+# adding custom GitHub repo packages
+langchain app add --repo $OWNER/$REPO
+# or with whole git string (supports other git providers):
+# langchain app add git+https://github.com/hwchase17/chain-of-verification
+
+# with a custom api mount point (defaults to `/{package_name}`)
+langchain app add $PROJECT_NAME --api_path=/my/custom/path/rag
+```
+
+Note: you remove packages by their api path
+
+```bash
+langchain app remove my/custom/path/rag
+```
+
+## Setup LangSmith (Optional)
+LangSmith will help us trace, monitor and debug LangChain applications.
+LangSmith is currently in private beta, you can sign up [here](https://smith.langchain.com/).
+If you don't have access, you can skip this section
+
+
+```shell
+export LANGCHAIN_TRACING_V2=true
+export LANGCHAIN_API_KEY=
+export LANGCHAIN_PROJECT= # if not specified, defaults to "default"
+```
+
+## Launch LangServe
+
+```bash
+langchain serve
+```
+
+## Deploying to AWS
+
+Run the following command to deploy your LangServe app to AWS:
+
+```bash
+pulumi up
+```
+
+This will output the URL of your LangServe app. You can use this URL to make requests to your app.
+
+## Running in Docker
+
+This project folder includes a Dockerfile that allows you to easily build and host your LangServe app.
+
+### Building the Image
+
+To build the image, you simply:
+
+```shell
+docker build . -t my-langserve-app
+```
+
+If you tag your image with something other than `my-langserve-app`,
+note it for use in the next step.
+
+### Running the Image Locally
+
+To run the image, you'll need to include any environment variables
+necessary for your application.
+
+In the below example, we inject the `OPENAI_API_KEY` environment
+variable with the value set in my local environment
+(`$OPENAI_API_KEY`)
+
+We also expose port 8080 with the `-p 8080:8080` option.
+
+```shell
+docker run -e OPENAI_API_KEY=$OPENAI_API_KEY -p 8080:8080 my-langserve-app
+```
diff --git a/langserve-aws-typescript/app/__init__.py b/langserve-aws-typescript/app/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/langserve-aws-typescript/app/server.py b/langserve-aws-typescript/app/server.py
new file mode 100644
index 00000000..10c5d971
--- /dev/null
+++ b/langserve-aws-typescript/app/server.py
@@ -0,0 +1,27 @@
+from fastapi import FastAPI
+from fastapi.responses import RedirectResponse
+from langchain.chat_models import ChatAnthropic, ChatOpenAI
+from langserve import add_routes
+
+app = FastAPI(
+ title="LangChain Server",
+ version="1.0",
+ description="Spin up a simple api server using Langchain's Runnable interfaces",
+)
+
+
+@app.get("/", status_code=200)
+async def return_ok():
+ return {"status": "ok"}
+
+
+add_routes(
+ app,
+ ChatOpenAI(),
+ path="/openai",
+)
+
+if __name__ == "__main__":
+ import uvicorn
+
+ uvicorn.run(app, host="0.0.0.0", port=8000)
diff --git a/langserve-aws-typescript/index.ts b/langserve-aws-typescript/index.ts
new file mode 100644
index 00000000..1369ad77
--- /dev/null
+++ b/langserve-aws-typescript/index.ts
@@ -0,0 +1,405 @@
+import * as pulumi from "@pulumi/pulumi";
+import * as aws from "@pulumi/aws";
+import * as docker from "@pulumi/docker";
+
+const config = new pulumi.Config();
+const vpcCidr = config.get("vpc-cidr") || "10.0.0.0/16";
+const subnet1Cidr = config.get("subnet-1-cidr") || "10.0.0.0/24";
+const subnet2Cidr = config.get("subnet-2-cidr") || "10.0.1.0/24";
+const containerContext = config.get("container-context") || ".";
+const containerFile = config.get("container-file") || "./Dockerfile";
+const openApiKey = config.get("open-api-key") || "CHANGEME";
+const availabilityZones = [
+ "eu-central-1a",
+ "eu-central-1b",
+];
+const current = aws.getCallerIdentityOutput({});
+const pulumiProject = pulumi.getProject();
+const pulumiStack = pulumi.getStack();
+const langserveEcrRepository = new aws.ecr.Repository("langserve-ecr-repository", {
+ name: `${pulumiProject}-${pulumiStack}`,
+ forceDelete: true,
+});
+const token = aws.ecr.getAuthorizationTokenOutput({
+ registryId: langserveEcrRepository.registryId,
+});
+const accountId = current.apply(current => current.accountId);
+const langserveEcrLifeCyclePolicy = new aws.ecr.LifecyclePolicy("langserve-ecr-life-cycle-policy", {
+ repository: langserveEcrRepository.name,
+ policy: JSON.stringify({
+ rules: [{
+ rulePriority: 1,
+ description: "Expire images when they are more than 10 available",
+ selection: {
+ tagStatus: "any",
+ countType: "imageCountMoreThan",
+ countNumber: 10,
+ },
+ action: {
+ type: "expire",
+ },
+ }],
+ }),
+});
+const langserveEcrImage = new docker.Image("langserve-ecr-image", {
+ build: {
+ platform: "linux/amd64",
+ context: containerContext,
+ dockerfile: containerFile,
+ },
+ imageName: langserveEcrRepository.repositoryUrl,
+ registry: {
+ server: langserveEcrRepository.repositoryUrl,
+ username: token.apply(token => token.userName),
+ password: pulumi.secret(token.apply(token => token.password)),
+ },
+});
+const langserveVpc = new aws.ec2.Vpc("langserve-vpc", {
+ cidrBlock: vpcCidr,
+ enableDnsHostnames: true,
+ enableDnsSupport: true,
+ instanceTenancy: "default",
+ tags: {
+ Name: `${pulumiProject}-${pulumiStack}`,
+ },
+});
+const langserveRt = new aws.ec2.RouteTable("langserve-rt", {
+ vpcId: langserveVpc.id,
+ tags: {
+ Name: `${pulumiProject}-${pulumiStack}`,
+ },
+});
+const langserveIgw = new aws.ec2.InternetGateway("langserve-igw", {
+ vpcId: langserveVpc.id,
+ tags: {
+ Name: `${pulumiProject}-${pulumiStack}`,
+ },
+});
+const langserveRoute = new aws.ec2.Route("langserve-route", {
+ routeTableId: langserveRt.id,
+ destinationCidrBlock: "0.0.0.0/0",
+ gatewayId: langserveIgw.id,
+});
+const langserveSubnet1 = new aws.ec2.Subnet("langserve-subnet1", {
+ vpcId: langserveVpc.id,
+ cidrBlock: subnet1Cidr,
+ availabilityZone: availabilityZones[0],
+ mapPublicIpOnLaunch: true,
+ tags: {
+ Name: `${pulumiProject}-${pulumiStack}-1`,
+ },
+});
+const langserveSubnet2 = new aws.ec2.Subnet("langserve-subnet2", {
+ vpcId: langserveVpc.id,
+ cidrBlock: subnet2Cidr,
+ availabilityZone: availabilityZones[1],
+ mapPublicIpOnLaunch: true,
+ tags: {
+ Name: `${pulumiProject}-${pulumiStack}-2`,
+ },
+});
+const langserveSubnet1RtAssoc = new aws.ec2.RouteTableAssociation("langserve-subnet1-rt-assoc", {
+ subnetId: langserveSubnet1.id,
+ routeTableId: langserveRt.id,
+});
+const langserveSubnet2RtAssoc = new aws.ec2.RouteTableAssociation("langserve-subnet2-rt-assoc", {
+ subnetId: langserveSubnet2.id,
+ routeTableId: langserveRt.id,
+});
+const langserveEcsCluster = new aws.ecs.Cluster("langserve-ecs-cluster", {
+ configuration: {
+ executeCommandConfiguration: {
+ logging: "DEFAULT",
+ },
+ },
+ settings: [{
+ name: "containerInsights",
+ value: "disabled",
+ }],
+ tags: {
+ Name: `${pulumiProject}-${pulumiStack}`,
+ },
+});
+const langserveClusterCapacityProviders = new aws.ecs.ClusterCapacityProviders("langserve-cluster-capacity-providers", {
+ clusterName: langserveEcsCluster.name,
+ capacityProviders: [
+ "FARGATE",
+ "FARGATE_SPOT",
+ ],
+});
+const langserveSecurityGroup = new aws.ec2.SecurityGroup("langserve-security-group", {
+ vpcId: langserveVpc.id,
+ ingress: [{
+ protocol: "tcp",
+ fromPort: 80,
+ toPort: 80,
+ cidrBlocks: ["0.0.0.0/0"],
+ }],
+ egress: [{
+ protocol: "-1",
+ fromPort: 0,
+ toPort: 0,
+ cidrBlocks: ["0.0.0.0/0"],
+ }],
+});
+const langserveLoadBalancer = new aws.lb.LoadBalancer("langserve-load-balancer", {
+ loadBalancerType: "application",
+ securityGroups: [langserveSecurityGroup.id],
+ subnets: [
+ langserveSubnet1.id,
+ langserveSubnet2.id,
+ ],
+});
+const langserveTargetGroup = new aws.lb.TargetGroup("langserve-target-group", {
+ port: 80,
+ protocol: "HTTP",
+ targetType: "ip",
+ vpcId: langserveVpc.id,
+});
+const langserveListener = new aws.lb.Listener("langserve-listener", {
+ loadBalancerArn: langserveLoadBalancer.arn,
+ port: 80,
+ protocol: "HTTP",
+ defaultActions: [{
+ type: "forward",
+ targetGroupArn: langserveTargetGroup.arn,
+ }],
+});
+const langserveLogGroup = new aws.cloudwatch.LogGroup("langserve-log-group", {retentionInDays: 7});
+const langserveKey = new aws.kms.Key("langserve-key", {
+ description: "Key for encrypting secrets",
+ enableKeyRotation: true,
+ policy: pulumi.all([accountId, accountId]).apply(([accountId, accountId1]) => JSON.stringify({
+ Version: "2012-10-17",
+ Statement: [
+ {
+ Effect: "Allow",
+ Principal: {
+ AWS: `arn:aws:iam::${accountId}:root`,
+ },
+ Action: [
+ "kms:Create*",
+ "kms:Describe*",
+ "kms:Enable*",
+ "kms:List*",
+ "kms:Put*",
+ "kms:Update*",
+ "kms:Revoke*",
+ "kms:Disable*",
+ "kms:Get*",
+ "kms:Delete*",
+ "kms:ScheduleKeyDeletion",
+ "kms:CancelKeyDeletion",
+ "kms:Tag*",
+ "kms:UntagResource",
+ ],
+ Resource: "*",
+ },
+ {
+ Effect: "Allow",
+ Principal: {
+ AWS: `arn:aws:iam::${accountId1}:root`,
+ },
+ Action: [
+ "kms:Encrypt",
+ "kms:Decrypt",
+ "kms:ReEncrypt*",
+ "kms:GenerateDataKey*",
+ "kms:DescribeKey",
+ ],
+ Resource: "*",
+ },
+ ],
+ })),
+ tags: {
+ "pulumi-application": pulumiProject,
+ "pulumi-environment": pulumiStack,
+ },
+});
+const langserveSsmParameter = new aws.ssm.Parameter("langserve-ssm-parameter", {
+ type: "SecureString",
+ value: openApiKey,
+ keyId: langserveKey.keyId,
+ name: `/pulumi/${pulumiProject}/${pulumiStack}/OPENAI_API_KEY`,
+ tags: {
+ "pulumi-application": pulumiProject,
+ "pulumi-environment": pulumiStack,
+ },
+});
+const langserveExecutionRole = new aws.iam.Role("langserve-execution-role", {
+ assumeRolePolicy: JSON.stringify({
+ Statement: [{
+ Action: "sts:AssumeRole",
+ Effect: "Allow",
+ Principal: {
+ Service: "ecs-tasks.amazonaws.com",
+ },
+ }],
+ Version: "2012-10-17",
+ }),
+ inlinePolicies: [{
+ name: `${pulumiProject}-${pulumiStack}-service-secrets-policy`,
+ policy: pulumi.all([langserveSsmParameter.arn, langserveKey.arn]).apply(([langserveSsmParameterArn, langserveKeyArn]) => JSON.stringify({
+ Version: "2012-10-17",
+ Statement: [
+ {
+ Action: ["ssm:GetParameters"],
+ Condition: {
+ StringEquals: {
+ "ssm:ResourceTag/pulumi-application": pulumiProject,
+ "ssm:ResourceTag/pulumi-environment": pulumiStack,
+ },
+ },
+ Effect: "Allow",
+ Resource: [langserveSsmParameterArn],
+ },
+ {
+ Action: ["kms:Decrypt"],
+ Condition: {
+ StringEquals: {
+ "aws:ResourceTag/pulumi-application": pulumiProject,
+ "aws:ResourceTag/pulumi-environment": pulumiStack,
+ },
+ },
+ Effect: "Allow",
+ Resource: [langserveKeyArn],
+ Sid: "DecryptTaggedKMSKey",
+ },
+ ],
+ })),
+ }],
+ managedPolicyArns: ["arn:aws:iam::aws:policy/service-role/AmazonECSTaskExecutionRolePolicy"],
+});
+const langserveTaskRole = new aws.iam.Role("langserve-task-role", {
+ assumeRolePolicy: JSON.stringify({
+ Statement: [{
+ Action: "sts:AssumeRole",
+ Effect: "Allow",
+ Principal: {
+ Service: "ecs-tasks.amazonaws.com",
+ },
+ }],
+ Version: "2012-10-17",
+ }),
+ inlinePolicies: [
+ {
+ name: "ExecuteCommand",
+ policy: JSON.stringify({
+ Version: "2012-10-17",
+ Statement: [
+ {
+ Action: [
+ "ssmmessages:CreateControlChannel",
+ "ssmmessages:OpenControlChannel",
+ "ssmmessages:CreateDataChannel",
+ "ssmmessages:OpenDataChannel",
+ ],
+ Effect: "Allow",
+ Resource: "*",
+ },
+ {
+ Action: [
+ "logs:CreateLogStream",
+ "logs:DescribeLogGroups",
+ "logs:DescribeLogStreams",
+ "logs:PutLogEvents",
+ ],
+ Effect: "Allow",
+ Resource: "*",
+ },
+ ],
+ }),
+ },
+ {
+ name: "DenyIAM",
+ policy: JSON.stringify({
+ Version: "2012-10-17",
+ Statement: [{
+ Action: "iam:*",
+ Effect: "Deny",
+ Resource: "*",
+ }],
+ }),
+ },
+ ],
+});
+const langserveTaskDefinition = new aws.ecs.TaskDefinition("langserve-task-definition", {
+ family: `${pulumiProject}-${pulumiStack}`,
+ cpu: "256",
+ memory: "512",
+ networkMode: "awsvpc",
+ executionRoleArn: langserveExecutionRole.arn,
+ taskRoleArn: langserveTaskRole.arn,
+ requiresCompatibilities: ["FARGATE"],
+ containerDefinitions: pulumi.all([langserveEcrImage.repoDigest, langserveSsmParameter.name, langserveLogGroup.name]).apply(([repoDigest, langserveSsmParameterName, langserveLogGroupName]) => JSON.stringify([{
+ name: `${pulumiProject}-${pulumiStack}-service`,
+ image: repoDigest,
+ cpu: 0,
+ portMappings: [{
+ name: "target",
+ containerPort: 8080,
+ hostPort: 8080,
+ protocol: "tcp",
+ }],
+ essential: true,
+ secrets: [{
+ name: "OPENAI_API_KEY",
+ valueFrom: langserveSsmParameterName,
+ }],
+ logConfiguration: {
+ logDriver: "awslogs",
+ options: {
+ "awslogs-group": langserveLogGroupName,
+ "awslogs-region": "eu-central-1",
+ "awslogs-stream-prefix": "pulumi-langserve",
+ },
+ },
+ }])),
+});
+const langserveEcsSecurityGroup = new aws.ec2.SecurityGroup("langserve-ecs-security-group", {
+ vpcId: langserveVpc.id,
+ ingress: [{
+ protocol: "-1",
+ fromPort: 0,
+ toPort: 0,
+ cidrBlocks: ["0.0.0.0/0"],
+ }],
+ egress: [{
+ protocol: "-1",
+ fromPort: 0,
+ toPort: 0,
+ cidrBlocks: ["0.0.0.0/0"],
+ }],
+});
+const langserveServiceDiscoveryNamespace = new aws.servicediscovery.PrivateDnsNamespace("langserve-service-discovery-namespace", {
+ name: `${pulumiStack}.${pulumiProject}.local`,
+ vpc: langserveVpc.id,
+});
+const langserveService = new aws.ecs.Service("langserve-service", {
+ cluster: langserveEcsCluster.arn,
+ taskDefinition: langserveTaskDefinition.arn,
+ desiredCount: 1,
+ launchType: "FARGATE",
+ networkConfiguration: {
+ assignPublicIp: true,
+ securityGroups: [langserveEcsSecurityGroup.id],
+ subnets: [
+ langserveSubnet1.id,
+ langserveSubnet2.id,
+ ],
+ },
+ loadBalancers: [{
+ targetGroupArn: langserveTargetGroup.arn,
+ containerName: `${pulumiProject}-${pulumiStack}-service`,
+ containerPort: 8080,
+ }],
+ schedulingStrategy: "REPLICA",
+ serviceConnectConfiguration: {
+ enabled: true,
+ namespace: langserveServiceDiscoveryNamespace.arn,
+ },
+ tags: {
+ Name: `${pulumiProject}-${pulumiStack}`,
+ },
+});
+export const url = pulumi.interpolate`http://${langserveLoadBalancer.dnsName}`;
diff --git a/langserve-aws-typescript/package.json b/langserve-aws-typescript/package.json
new file mode 100644
index 00000000..5cdbba43
--- /dev/null
+++ b/langserve-aws-typescript/package.json
@@ -0,0 +1,12 @@
+{
+ "name": "${PROJECT}",
+ "devDependencies": {
+ "@types/node": "^14"
+ },
+ "dependencies": {
+ "typescript": "^4.0.0",
+ "@pulumi/pulumi": "^3.0.0",
+ "@pulumi/aws": "6.19.0",
+ "@pulumi/docker": "4.5.1"
+ }
+}
diff --git a/langserve-aws-typescript/packages/README.md b/langserve-aws-typescript/packages/README.md
new file mode 100644
index 00000000..e69de29b
diff --git a/langserve-aws-typescript/poetry.lock b/langserve-aws-typescript/poetry.lock
new file mode 100644
index 00000000..54e560aa
--- /dev/null
+++ b/langserve-aws-typescript/poetry.lock
@@ -0,0 +1,1611 @@
+# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+
+[[package]]
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+version = "3.9.1"
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+optional = false
+python-versions = ">=3.8"
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+ {file = "yarl-1.9.4-py3-none-any.whl", hash = "sha256:928cecb0ef9d5a7946eb6ff58417ad2fe9375762382f1bf5c55e61645f2c43ad"},
+ {file = "yarl-1.9.4.tar.gz", hash = "sha256:566db86717cf8080b99b58b083b773a908ae40f06681e87e589a976faf8246bf"},
+]
+
+[package.dependencies]
+idna = ">=2.0"
+multidict = ">=4.0"
+
+[metadata]
+lock-version = "2.0"
+python-versions = "^3.11"
+content-hash = "829ef9d553ce47e994fe4c42e416787a9c62495506da81c4a73662cd21667c1e"
diff --git a/langserve-aws-typescript/pyproject.toml b/langserve-aws-typescript/pyproject.toml
new file mode 100644
index 00000000..74738db0
--- /dev/null
+++ b/langserve-aws-typescript/pyproject.toml
@@ -0,0 +1,24 @@
+[tool.poetry]
+name = "${PROJECT}"
+version = "0.1.0"
+description = ""
+authors = ["Your Name "]
+readme = "README.md"
+packages = [
+ { include = "app" },
+]
+
+[tool.poetry.dependencies]
+python = "^3.11"
+uvicorn = "^0.23.2"
+langserve = {extras = ["server"], version = ">=0.0.30"}
+pydantic = "<2"
+openai = "^1.10.0"
+
+
+[tool.poetry.group.dev.dependencies]
+langchain-cli = ">=0.0.15"
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
diff --git a/langserve-aws-typescript/tsconfig.json b/langserve-aws-typescript/tsconfig.json
new file mode 100644
index 00000000..11fc69af
--- /dev/null
+++ b/langserve-aws-typescript/tsconfig.json
@@ -0,0 +1,18 @@
+{
+ "compilerOptions": {
+ "strict": true,
+ "outDir": "bin",
+ "target": "es2016",
+ "module": "commonjs",
+ "moduleResolution": "node",
+ "sourceMap": true,
+ "experimentalDecorators": true,
+ "pretty": true,
+ "noFallthroughCasesInSwitch": true,
+ "noImplicitReturns": true,
+ "forceConsistentCasingInFileNames": true
+ },
+ "files": [
+ "index.ts",
+ ]
+}
\ No newline at end of file
diff --git a/langserve-aws-yaml/.gitignore b/langserve-aws-yaml/.gitignore
new file mode 100644
index 00000000..bee8a64b
--- /dev/null
+++ b/langserve-aws-yaml/.gitignore
@@ -0,0 +1 @@
+__pycache__
diff --git a/langserve-aws-yaml/Dockerfile b/langserve-aws-yaml/Dockerfile
new file mode 100644
index 00000000..bbdeea13
--- /dev/null
+++ b/langserve-aws-yaml/Dockerfile
@@ -0,0 +1,21 @@
+FROM python:3.11-slim
+
+RUN pip install poetry==1.6.1
+
+RUN poetry config virtualenvs.create false
+
+WORKDIR /code
+
+COPY ./pyproject.toml ./README.md ./poetry.lock* ./
+
+COPY ./package[s] ./packages
+
+RUN poetry install --no-interaction --no-ansi --no-root
+
+COPY ./app ./app
+
+RUN poetry install --no-interaction --no-ansi
+
+EXPOSE 8080
+
+CMD exec uvicorn app.server:app --host 0.0.0.0 --port 8080
diff --git a/langserve-aws-yaml/Pulumi.yaml b/langserve-aws-yaml/Pulumi.yaml
new file mode 100644
index 00000000..00748656
--- /dev/null
+++ b/langserve-aws-yaml/Pulumi.yaml
@@ -0,0 +1,447 @@
+name: ${PROJECT}
+description: ${DESCRIPTION}
+runtime: yaml
+
+template:
+ description: A minimal Langserve AWS YAML Pulumi program
+ config:
+ vpc-cidr:
+ type: string
+ default: 10.0.0.0/16
+ subnet-1-cidr:
+ type: string
+ default: 10.0.0.0/24
+ subnet-2-cidr:
+ type: string
+ default: 10.0.1.0/24
+ container-context:
+ type: string
+ default: .
+ container-file:
+ type: string
+ default: ./Dockerfile
+ open-api-key:
+ type: string
+ secret: true
+
+config:
+ vpc-cidr:
+ type: string
+ default: 10.0.0.0/16
+ subnet-1-cidr:
+ type: string
+ default: 10.0.0.0/24
+ subnet-2-cidr:
+ type: string
+ default: 10.0.1.0/24
+ container-context:
+ type: string
+ default: .
+ container-file:
+ type: string
+ default: ./Dockerfile
+ open-api-key:
+ type: string
+ secret: true
+
+variables:
+ availability-zones:
+ - eu-central-1a
+ - eu-central-1b
+ current:
+ fn::invoke:
+ function: aws:getCallerIdentity
+ arguments: {}
+ token:
+ fn::invoke:
+ function: aws:ecr:getAuthorizationToken
+ arguments:
+ registryId: ${langserve-ecr-repository.registryId}
+ pulumi-project: ${pulumi.project}
+ pulumi-stack: ${pulumi.stack}
+ accountId: ${current.accountId}
+
+resources:
+ langserve-ecr-repository:
+ type: aws:ecr:Repository
+ properties:
+ name: ${pulumi-project}-${pulumi-stack}
+ forceDelete: true
+
+ langserve-ecr-life-cycle-policy:
+ type: aws:ecr:LifecyclePolicy
+ properties:
+ repository: ${langserve-ecr-repository.name}
+ policy:
+ fn::toJSON:
+ rules:
+ - rulePriority: 1
+ description: Expire images when they are more than 10 available
+ selection:
+ tagStatus: any
+ countType: imageCountMoreThan
+ countNumber: 10
+ action:
+ type: expire
+
+ langserve-ecr-image:
+ type: docker:Image
+ properties:
+ build:
+ platform: linux/amd64
+ context: ${container-context}
+ dockerfile: ${container-file}
+ imageName: ${langserve-ecr-repository.repositoryUrl}
+ registry:
+ server: ${langserve-ecr-repository.repositoryUrl}
+ username: ${token.userName}
+ password:
+ fn::secret: ${token.password}
+
+ langserve-vpc:
+ type: aws:ec2:Vpc
+ properties:
+ cidrBlock: ${vpc-cidr}
+ enableDnsHostnames: true
+ enableDnsSupport: true
+ instanceTenancy: "default"
+ tags:
+ Name: ${pulumi-project}-${pulumi-stack}
+
+ langserve-rt:
+ type: aws:ec2:RouteTable
+ properties:
+ vpcId: ${langserve-vpc.id}
+ tags:
+ Name: ${pulumi-project}-${pulumi-stack}
+
+ langserve-igw:
+ type: aws:ec2:InternetGateway
+ properties:
+ vpcId: ${langserve-vpc.id}
+ tags:
+ Name: ${pulumi-project}-${pulumi-stack}
+
+ langserve-route:
+ type: aws:ec2:Route
+ properties:
+ routeTableId: ${langserve-rt.id}
+ destinationCidrBlock: 0.0.0.0/0
+ gatewayId: ${langserve-igw.id}
+
+ langserve-subnet1:
+ type: aws:ec2:Subnet
+ properties:
+ vpcId: ${langserve-vpc.id}
+ cidrBlock: ${subnet-1-cidr}
+ availabilityZone: ${availability-zones[0]}
+ mapPublicIpOnLaunch: true
+ tags:
+ Name: ${pulumi-project}-${pulumi-stack}-1
+
+ langserve-subnet2:
+ type: aws:ec2:Subnet
+ properties:
+ vpcId: ${langserve-vpc.id}
+ cidrBlock: ${subnet-2-cidr}
+ availabilityZone: ${availability-zones[1]}
+ mapPublicIpOnLaunch: true
+ tags:
+ Name: ${pulumi-project}-${pulumi-stack}-2
+
+ langserve-subnet1-rt-assoc:
+ type: aws:ec2:RouteTableAssociation
+ properties:
+ subnetId: ${langserve-subnet1.id}
+ routeTableId: ${langserve-rt.id}
+
+ langserve-subnet2-rt-assoc:
+ type: aws:ec2:RouteTableAssociation
+ properties:
+ subnetId: ${langserve-subnet2.id}
+ routeTableId: ${langserve-rt.id}
+
+ langserve-ecs-cluster:
+ type: aws:ecs:Cluster
+ properties:
+ configuration:
+ executeCommandConfiguration:
+ logging: DEFAULT
+ settings:
+ - name: containerInsights
+ value: disabled
+ tags:
+ Name: ${pulumi-project}-${pulumi-stack}
+
+ langserve-cluster-capacity-providers:
+ type: aws:ecs:ClusterCapacityProviders
+ properties:
+ clusterName: ${langserve-ecs-cluster.name}
+ capacityProviders:
+ - FARGATE
+ - FARGATE_SPOT
+
+ langserve-security-group:
+ type: aws:ec2:SecurityGroup
+ properties:
+ vpcId: ${langserve-vpc.id}
+ ingress:
+ - protocol: tcp
+ fromPort: 80
+ toPort: 80
+ cidrBlocks:
+ - 0.0.0.0/0
+ egress:
+ - protocol: -1
+ fromPort: 0
+ toPort: 0
+ cidrBlocks:
+ - 0.0.0.0/0
+
+ langserve-load-balancer:
+ type: aws:lb:LoadBalancer
+ properties:
+ loadBalancerType: application
+ securityGroups:
+ - ${langserve-security-group.id}
+ subnets:
+ - ${langserve-subnet1.id}
+ - ${langserve-subnet2.id}
+
+ langserve-target-group:
+ type: aws:lb:TargetGroup
+ properties:
+ port: 80
+ protocol: HTTP
+ targetType: ip
+ vpcId: ${langserve-vpc.id}
+
+ langserve-listener:
+ type: aws:lb:Listener
+ properties:
+ loadBalancerArn: ${langserve-load-balancer.arn}
+ port: 80
+ protocol: HTTP
+ defaultActions:
+ - type: forward
+ targetGroupArn: ${langserve-target-group.arn}
+
+ langserve-log-group:
+ type: aws:cloudwatch:LogGroup
+ properties:
+ retentionInDays: 7
+
+ langserve-key:
+ type: aws:kms:Key
+ properties:
+ description: "Key for encrypting secrets"
+ enableKeyRotation: true
+ policy:
+ fn::toJSON:
+ Version: '2012-10-17'
+ Statement:
+ - Effect: Allow
+ Principal:
+ AWS: arn:aws:iam::${accountId}:root
+ Action:
+ - kms:Create*
+ - kms:Describe*
+ - kms:Enable*
+ - kms:List*
+ - kms:Put*
+ - kms:Update*
+ - kms:Revoke*
+ - kms:Disable*
+ - kms:Get*
+ - kms:Delete*
+ - kms:ScheduleKeyDeletion
+ - kms:CancelKeyDeletion
+ - kms:Tag*
+ - kms:UntagResource
+ Resource: "*"
+ - Effect: Allow
+ Principal:
+ AWS: arn:aws:iam::${accountId}:root
+ Action:
+ - kms:Encrypt
+ - kms:Decrypt
+ - kms:ReEncrypt*
+ - kms:GenerateDataKey*
+ - kms:DescribeKey
+ Resource: "*"
+ tags:
+ pulumi-application: ${pulumi-project}
+ pulumi-environment: ${pulumi-stack}
+
+ langserve-ssm-parameter:
+ type: aws:ssm:Parameter
+ properties:
+ type: SecureString
+ value: ${open-api-key}
+ keyId: ${langserve-key.keyId}
+ name: /pulumi/${pulumi-project}/${pulumi-stack}/OPENAI_API_KEY
+ tags:
+ pulumi-application: ${pulumi-project}
+ pulumi-environment: ${pulumi-stack}
+
+ langserve-task-definition:
+ type: aws:ecs:TaskDefinition
+ properties:
+ family: ${pulumi-project}-${pulumi-stack}
+ cpu: 256
+ memory: 512
+ networkMode: awsvpc
+ executionRoleArn: ${langserve-execution-role.arn}
+ taskRoleArn: ${langserve-task-role.arn}
+ requiresCompatibilities:
+ - FARGATE
+ containerDefinitions:
+ fn::toJSON:
+ - name: ${pulumi-project}-${pulumi-stack}-service
+ image: ${langserve-ecr-image.repoDigest}
+ cpu: 0
+ portMappings:
+ - name: target
+ containerPort: 8080
+ hostPort: 8080
+ protocol: tcp
+ essential: true
+ secrets:
+ - name: OPENAI_API_KEY
+ valueFrom: ${langserve-ssm-parameter.name}
+ logConfiguration:
+ logDriver: awslogs
+ options:
+ awslogs-group: ${langserve-log-group.name}
+ awslogs-region: eu-central-1
+ awslogs-stream-prefix: pulumi-langserve
+
+ langserve-ecs-security-group:
+ type: aws:ec2:SecurityGroup
+ properties:
+ vpcId: ${langserve-vpc.id}
+ ingress:
+ - protocol: -1
+ fromPort: 0
+ toPort: 0
+ cidrBlocks:
+ - 0.0.0.0/0
+ egress:
+ - protocol: -1
+ fromPort: 0
+ toPort: 0
+ cidrBlocks:
+ - 0.0.0.0/0
+
+ langserve-execution-role:
+ type: aws:iam:Role
+ properties:
+ assumeRolePolicy:
+ fn::toJSON:
+ Statement:
+ - Action: sts:AssumeRole
+ Effect: Allow
+ Principal:
+ Service: ecs-tasks.amazonaws.com
+ Version: '2012-10-17'
+ inlinePolicies:
+ - name: ${pulumi-project}-${pulumi-stack}-service-secrets-policy
+ policy:
+ fn::toJSON:
+ Version: '2012-10-17'
+ Statement:
+ - Action:
+ - ssm:GetParameters
+ Condition:
+ StringEquals:
+ ssm:ResourceTag/pulumi-application: ${pulumi-project}
+ ssm:ResourceTag/pulumi-environment: ${pulumi-stack}
+ Effect: Allow
+ Resource:
+ - ${langserve-ssm-parameter.arn}
+ - Action:
+ - kms:Decrypt
+ Condition:
+ StringEquals:
+ aws:ResourceTag/pulumi-application: ${pulumi-project}
+ aws:ResourceTag/pulumi-environment: ${pulumi-stack}
+ Effect: Allow
+ Resource:
+ - ${langserve-key.arn}
+ Sid: DecryptTaggedKMSKey
+ managedPolicyArns:
+ - arn:aws:iam::aws:policy/service-role/AmazonECSTaskExecutionRolePolicy
+
+ langserve-task-role:
+ type: aws:iam:Role
+ properties:
+ assumeRolePolicy:
+ fn::toJSON:
+ Statement:
+ - Action: sts:AssumeRole
+ Effect: Allow
+ Principal:
+ Service: ecs-tasks.amazonaws.com
+ Version: '2012-10-17'
+ inlinePolicies:
+ - name: ExecuteCommand
+ policy:
+ fn::toJSON:
+ Version: '2012-10-17'
+ Statement:
+ - Action:
+ - ssmmessages:CreateControlChannel
+ - ssmmessages:OpenControlChannel
+ - ssmmessages:CreateDataChannel
+ - ssmmessages:OpenDataChannel
+ Effect: Allow
+ Resource: "*"
+ - Action:
+ - logs:CreateLogStream
+ - logs:DescribeLogGroups
+ - logs:DescribeLogStreams
+ - logs:PutLogEvents
+ Effect: Allow
+ Resource: "*"
+ - name: DenyIAM
+ policy:
+ fn::toJSON:
+ Version: '2012-10-17'
+ Statement:
+ - Action: iam:*
+ Effect: Deny
+ Resource: "*"
+
+ langserve-service-discovery-namespace:
+ type: aws:servicediscovery:PrivateDnsNamespace
+ properties:
+ name: ${pulumi-stack}.${pulumi-project}.local
+ vpc: ${langserve-vpc.id}
+
+ langserve-service:
+ type: aws:ecs:Service
+ properties:
+ cluster: ${langserve-ecs-cluster.arn}
+ taskDefinition: ${langserve-task-definition.arn}
+ desiredCount: 1
+ launchType: FARGATE
+ networkConfiguration:
+ assignPublicIp: true
+ securityGroups:
+ - ${langserve-ecs-security-group.id}
+ subnets:
+ - ${langserve-subnet1.id}
+ - ${langserve-subnet2.id}
+ loadBalancers:
+ - targetGroupArn: ${langserve-target-group.arn}
+ containerName: ${pulumi-project}-${pulumi-stack}-service
+ containerPort: 8080
+ schedulingStrategy: REPLICA
+ serviceConnectConfiguration:
+ enabled: true
+ namespace: ${langserve-service-discovery-namespace.arn}
+ tags:
+ Name: ${pulumi-project}-${pulumi-stack}
+
+outputs:
+ url: http://${langserve-load-balancer.dnsName}
diff --git a/langserve-aws-yaml/README.md b/langserve-aws-yaml/README.md
new file mode 100644
index 00000000..9a525d6b
--- /dev/null
+++ b/langserve-aws-yaml/README.md
@@ -0,0 +1,89 @@
+# ${PROJECT}
+
+## Installation
+
+Install the LangChain CLI if you haven't yet
+
+```bash
+pip install -U langchain-cli
+```
+
+## Adding packages
+
+```bash
+# adding packages from
+# https://github.com/langchain-ai/langchain/tree/master/templates
+langchain app add $PROJECT_NAME
+
+# adding custom GitHub repo packages
+langchain app add --repo $OWNER/$REPO
+# or with whole git string (supports other git providers):
+# langchain app add git+https://github.com/hwchase17/chain-of-verification
+
+# with a custom api mount point (defaults to `/{package_name}`)
+langchain app add $PROJECT_NAME --api_path=/my/custom/path/rag
+```
+
+Note: you remove packages by their api path
+
+```bash
+langchain app remove my/custom/path/rag
+```
+
+## Setup LangSmith (Optional)
+LangSmith will help us trace, monitor and debug LangChain applications.
+LangSmith is currently in private beta, you can sign up [here](https://smith.langchain.com/).
+If you don't have access, you can skip this section
+
+
+```shell
+export LANGCHAIN_TRACING_V2=true
+export LANGCHAIN_API_KEY=
+export LANGCHAIN_PROJECT= # if not specified, defaults to "default"
+```
+
+## Launch LangServe
+
+```bash
+langchain serve
+```
+
+## Deploying to AWS
+
+Run the following command to deploy your LangServe app to AWS:
+
+```bash
+pulumi up
+```
+
+This will output the URL of your LangServe app. You can use this URL to make requests to your app.
+
+## Running in Docker
+
+This project folder includes a Dockerfile that allows you to easily build and host your LangServe app.
+
+### Building the Image
+
+To build the image, you simply:
+
+```shell
+docker build . -t my-langserve-app
+```
+
+If you tag your image with something other than `my-langserve-app`,
+note it for use in the next step.
+
+### Running the Image Locally
+
+To run the image, you'll need to include any environment variables
+necessary for your application.
+
+In the below example, we inject the `OPENAI_API_KEY` environment
+variable with the value set in my local environment
+(`$OPENAI_API_KEY`)
+
+We also expose port 8080 with the `-p 8080:8080` option.
+
+```shell
+docker run -e OPENAI_API_KEY=$OPENAI_API_KEY -p 8080:8080 my-langserve-app
+```
diff --git a/langserve-aws-yaml/app/__init__.py b/langserve-aws-yaml/app/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/langserve-aws-yaml/app/server.py b/langserve-aws-yaml/app/server.py
new file mode 100644
index 00000000..10c5d971
--- /dev/null
+++ b/langserve-aws-yaml/app/server.py
@@ -0,0 +1,27 @@
+from fastapi import FastAPI
+from fastapi.responses import RedirectResponse
+from langchain.chat_models import ChatAnthropic, ChatOpenAI
+from langserve import add_routes
+
+app = FastAPI(
+ title="LangChain Server",
+ version="1.0",
+ description="Spin up a simple api server using Langchain's Runnable interfaces",
+)
+
+
+@app.get("/", status_code=200)
+async def return_ok():
+ return {"status": "ok"}
+
+
+add_routes(
+ app,
+ ChatOpenAI(),
+ path="/openai",
+)
+
+if __name__ == "__main__":
+ import uvicorn
+
+ uvicorn.run(app, host="0.0.0.0", port=8000)
diff --git a/langserve-aws-yaml/packages/README.md b/langserve-aws-yaml/packages/README.md
new file mode 100644
index 00000000..e69de29b
diff --git a/langserve-aws-yaml/poetry.lock b/langserve-aws-yaml/poetry.lock
new file mode 100644
index 00000000..54e560aa
--- /dev/null
+++ b/langserve-aws-yaml/poetry.lock
@@ -0,0 +1,1611 @@
+# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+
+[[package]]
+name = "aiohttp"
+version = "3.9.1"
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+optional = false
+python-versions = ">=3.8"
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+ {file = "yarl-1.9.4.tar.gz", hash = "sha256:566db86717cf8080b99b58b083b773a908ae40f06681e87e589a976faf8246bf"},
+]
+
+[package.dependencies]
+idna = ">=2.0"
+multidict = ">=4.0"
+
+[metadata]
+lock-version = "2.0"
+python-versions = "^3.11"
+content-hash = "829ef9d553ce47e994fe4c42e416787a9c62495506da81c4a73662cd21667c1e"
diff --git a/langserve-aws-yaml/pyproject.toml b/langserve-aws-yaml/pyproject.toml
new file mode 100644
index 00000000..74738db0
--- /dev/null
+++ b/langserve-aws-yaml/pyproject.toml
@@ -0,0 +1,24 @@
+[tool.poetry]
+name = "${PROJECT}"
+version = "0.1.0"
+description = ""
+authors = ["Your Name "]
+readme = "README.md"
+packages = [
+ { include = "app" },
+]
+
+[tool.poetry.dependencies]
+python = "^3.11"
+uvicorn = "^0.23.2"
+langserve = {extras = ["server"], version = ">=0.0.30"}
+pydantic = "<2"
+openai = "^1.10.0"
+
+
+[tool.poetry.group.dev.dependencies]
+langchain-cli = ">=0.0.15"
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"